diff --git a/.circleci/config.yml b/.circleci/config.yml
deleted file mode 100644
index ce81cb4af..000000000
--- a/.circleci/config.yml
+++ /dev/null
@@ -1,305 +0,0 @@
-# version: 2.1
-
-# executors:
-#   golang:
-#     parameters:
-#       version:
-#         type: string
-#         default: "1.15.8"
-#       resource_class:
-#         type: string
-#         default: medium
-#     docker:
-#       - image: circleci/golang:<< parameters.version >>
-#     resource_class: << parameters.resource_class >>
-#     working_directory: /go/src/github.com/molecula/featurebase
-
-# commands:
-#   add-github-auth:
-#     steps:
-#       - run: git config --global url."https://${GITHUB_USER}:${GITHUB_PERSONAL_ACCESS_TOKEN}@github.com/".insteadOf "https://github.com/"
-#       - run: git config --global url."https://${GITHUB_USER}:${GITHUB_PERSONAL_ACCESS_TOKEN}@github.com/".insteadOf "git@github.com:"
-#   restore-mod-cache:
-#     steps:
-#       - restore_cache:
-#           key: mod-cache-{{ checksum "go.sum" }}
-#   save-mod-cache:
-#     steps:
-#       - save_cache:
-#           key: mod-cache-{{ checksum "go.sum" }}
-#           paths:
-#             - /go/pkg/mod/
-#   checkout-plus:
-#     steps:
-#       - add-github-auth
-#       - checkout
-#       - restore-mod-cache
-#   skip-if-root-unchanged:
-#     description: "skips the parent job if the PR includes no changes to featurebase"
-#     steps:
-#       - run: |
-#           ROOT_CHANGED_FILES="$(git diff --name-only HEAD $(git merge-base master HEAD) | grep -v '^lattice/')" || true
-#           echo "ROOT_CHANGED_FILES = $ROOT_CHANGED_FILES"
-#           if [ -z "$ROOT_CHANGED_FILES" ] ; then
-#             echo "halting step"
-#             circleci step halt
-#           fi
-#   skip-if-lattice-unchanged:
-#     description: "skips the parent job if the PR includes no changes to lattice"
-#     steps:
-#       - run: |
-#           LATTICE_CHANGED_FILES="$(git diff --name-only HEAD $(git merge-base master HEAD) | grep '^lattice/')" || true
-#           echo "LATTICE_CHANGED_FILES = $LATTICE_CHANGED_FILES"
-#           if [ -z "$LATTICE_CHANGED_FILES" ] ; then
-#             echo "halting step"
-#             circleci step halt
-#           fi
-
-# jobs:
-#   setup:
-#     executor:
-#       name: golang
-#     steps:
-#       - checkout-plus
-#       - run: go mod download
-#       - save-mod-cache
-#   linter:
-#     executor:
-#       name: golang
-#     steps:
-#       - checkout-plus
-#       - skip-if-root-unchanged
-#       - run: curl -sSfL https://raw.githubusercontent.com/golangci/golangci-lint/master/install.sh | sudo sh -s -- -b /usr/local/bin v1.31.0
-#       - run: make golangci-lint
-#   go-mod-tidy:
-#     executor:
-#       name: golang
-#     steps:
-#       - checkout-plus
-#       - skip-if-root-unchanged
-#       - run: go mod tidy
-#       - run: git diff --exit-code -- go.mod go.sum
-#   check-changelog-label:
-#     executor:
-#       name: golang
-#     steps:
-#       - run: '[[ -n $CIRCLE_PULL_REQUEST ]] || circleci step halt || true' # Skip if this is not a pull request
-#       - run: curl https://$GITHUB_USER:$GITHUB_PERSONAL_ACCESS_TOKEN@api.github.com/repos/molecula/featurebase/pulls/$(basename $CIRCLE_PULL_REQUEST) | jq "[.labels[] | .name | startswith(\"changelog\")] | any" -e
-#   test-build-arm:
-#     executor:
-#       name: golang
-#     steps:
-#       - checkout-plus
-#       - skip-if-root-unchanged
-#       - run: make build GOOS=linux GOARCH=arm GOARM=5
-#       - run: make build GOOS=linux GOARCH=arm GOARM=6
-#       - run: make build GOOS=linux GOARCH=arm GOARM=7
-#       - run: make build GOOS=linux GOARCH=arm64
-#   test:
-#     parameters:
-#       resource_class:
-#         type: string
-#         default: medium
-#       golang_version:
-#         type: string
-#         default: "1.15.8"
-#       shard_width:
-#         type: string
-#         default: "20"
-#       test_make_target:
-#         type: string
-#         default: "test"
-#       test_flags:
-#         type: string
-#         default: ""
-#       goarch:
-#         type: string
-#         default: amd64
-#     executor:
-#       name: golang
-#       version: << parameters.golang_version >>
-#       resource_class: << parameters.resource_class >>
-#     environment:
-#       TMPDIR: /mnt/ramdisk
-#     steps:
-#       - checkout-plus
-#       - skip-if-root-unchanged
-#       - run: sudo apt-get update --allow-releaseinfo-change -y
-#       - run: sudo apt-get install lsof
-#       - run:
-#           command: make << parameters.test_make_target >> SHARD_WIDTH=<< parameters.shard_width >> GOARCH=<< parameters.goarch >>
-#           no_output_timeout: 30m
-#   test-external-lookup:
-#     docker:
-#       - image: circleci/golang:1.15.8
-#       - image: circleci/postgres:13.2-ram
-#         environment:
-#           POSTGRES_PASSWORD=password
-#     steps:
-#       - checkout-plus
-#       - skip-if-root-unchanged
-#       - run: sudo apt-get update --allow-releaseinfo-change -y
-#       - run: sudo apt-get install postgresql-client
-#       - run: (for i in `seq 1 20`; do pg_isready -h localhost && exit 0 || sleep 1; done; exit 1)
-#       - run:
-#           command: make test-external-lookup EXTERNAL_LOOKUP_DSN=postgresql://postgres:password@localhost/circle_test?sslmode=disable
-#           no_output_timeout: 30m
-#   cluster-tests:
-#     executor:
-#       name: golang
-#     steps:
-#       - checkout-plus
-#       - skip-if-root-unchanged
-#       - setup_remote_docker
-#       - run: make clustertests
-#   release:
-#     executor:
-#       name: golang
-#     steps:
-#       - checkout-plus
-#       - attach_workspace:
-#           at: .
-#       - setup_remote_docker:
-#           version: 19.03.13 # see https://support.circleci.com/hc/en-us/articles/360050934711
-#       - run: echo -n $DOCKER_PASS | docker login -u $DOCKER_USER --password-stdin
-#       - run: make docker-release
-#       - store_artifacts:
-#           path: build
-#       - persist_to_workspace:
-#           root: .
-#           paths: build
-#   publish_release:
-#     executor:
-#       name: golang
-#     steps:
-#       - attach_workspace:
-#           at: .
-#       - run: go get github.com/tcnksm/ghr
-#       - run: ghr -t ${GITHUB_PERSONAL_ACCESS_TOKEN} -u ${CIRCLE_PROJECT_USERNAME} -r ${CIRCLE_PROJECT_REPONAME} -c ${CIRCLE_SHA1} -delete ${CIRCLE_TAG} ./build/
-#   docker-build:
-#     executor:
-#       name: golang
-#     steps:
-#       - checkout-plus
-#       - setup_remote_docker:
-#           version: 19.03.13 # see https://support.circleci.com/hc/en-us/articles/360050934711
-#       - run: echo -n $DOCKER_PASS | docker login -u $DOCKER_USER --password-stdin
-#       - run: make docker GO_VERSION=1.15.8
-#       - run: docker run featurebase:$(git describe --tags) help
-#   dockerhub-upload-unstable:
-#     executor:
-#       name: golang
-#     steps:
-#       - checkout-plus
-#       - setup_remote_docker:
-#           version: 19.03.13 # see https://support.circleci.com/hc/en-us/articles/360050934711
-#       - run: echo -n $DOCKER_PASS | docker login -u $DOCKER_USER --password-stdin
-#       - run: make docker
-#       - run: docker run featurebase:$(git describe --tags) help
-#       - run: make docker-tag-push DOCKER_TARGET=moleculacorp/featurebase:<< pipeline.git.branch >>
-#   dockerhub-upload-stable:
-#     executor:
-#       name: golang
-#     steps:
-#       - checkout-plus
-#       - setup_remote_docker:
-#           version: 19.03.13 # see https://support.circleci.com/hc/en-us/articles/360050934711
-#       - run: echo -n $DOCKER_PASS | docker login -u $DOCKER_USER --password-stdin
-#       - run: make docker
-#       - run: docker run featurebase:$(git describe --tags) help
-#       - run: make docker-tag-push DOCKER_TARGET=moleculacorp/featurebase:<< pipeline.git.tag >>
-#       - run: make docker-tag-push DOCKER_TARGET=moleculacorp/featurebase:latest
-
-# workflows:
-#   build:
-#     jobs:
-#       - setup:
-#           context: molecula
-#           filters:
-#             tags:
-#               only: /^v.*/
-#       - linter:
-#           context: molecula
-#           requires:
-#             - setup
-#       - go-mod-tidy:
-#           context: molecula
-#           requires:
-#             - setup
-#       - check-changelog-label:
-#           context: molecula
-#           requires:
-#             - setup
-#       - test-build-arm:
-#           context: molecula
-#           requires:
-#             - setup
-#       - test:
-#           name: test-golang-<< matrix.golang_version >>
-#           resource_class: large
-#           context: molecula
-#           requires:
-#             - setup
-#           matrix:
-#             parameters:
-#               golang_version: ["1.15.8", "1.16.10"]
-#       - test:
-#           name: << matrix.test_make_target >>
-#           resource_class: xlarge
-#           context: molecula
-#           requires:
-#             - setup
-#           matrix:
-#             parameters:
-#               test_make_target: ["test-race"]
-#       - test:
-#           name: test-shardwidth-22
-#           context: molecula
-#           shard_width: "22"
-#           resource_class: large
-#           requires:
-#             - setup
-#       - test-external-lookup:
-#           context: molecula
-#           requires:
-#             - setup
-#       - cluster-tests:
-#           context: molecula
-#           requires:
-#             - setup
-#       - docker-build:
-#           context: molecula
-#           requires:
-#             - setup
-#       - release:
-#           context: molecula
-#           requires:
-#             - setup
-#           filters:
-#             tags:
-#               only: /^v.*/
-#       - publish_release:
-#           context: molecula
-#           requires:
-#             - release
-#           filters:
-#             tags:
-#               only: /^v.*/
-#             branches:
-#               ignore: /.*/
-#       - dockerhub-upload-unstable:
-#           context: molecula
-#           requires:
-#             - setup
-#           filters:
-#             branches:
-#               only: master
-#       - dockerhub-upload-stable:
-#           context: molecula
-#           requires:
-#             - setup
-#           filters:
-#             tags:
-#               only: /^v.*/
-#             branches:
-#               ignore: /.*/
diff --git a/.gitignore b/.gitignore
index 675ffe9df..9e2547227 100644
--- a/.gitignore
+++ b/.gitignore
@@ -20,4 +20,5 @@ launch.json
 __pycache__/
 report.xml
 outputs.json
-builds/
\ No newline at end of file
+builds/
+*.tfstate.backup
\ No newline at end of file
diff --git a/.gitlab/.gitlab-ci.yml b/.gitlab/.gitlab-ci.yml
index 729ff7f20..d5ecc1817 100644
--- a/.gitlab/.gitlab-ci.yml
+++ b/.gitlab/.gitlab-ci.yml
@@ -4,7 +4,7 @@ include:
   - template: Security/Dependency-Scanning.gitlab-ci.yml
 
 variables:
-  GOVERSION: "1.16.13"
+  GOVERSION: "1.17.7"
 
 stages:
   - lint
@@ -12,7 +12,9 @@ stages:
   - build
   - integration
   - gauntlet
+  - performance
   - post build
+  - nonblocking
 
 smoke build:
   image: golang:$GOVERSION
@@ -34,6 +36,15 @@ golangci-lint:
     - echo "Checking for issues in new code"
     - golangci-lint run
 
+go mod tidy:
+  stage: lint
+  image: golang:$GOVERSION
+  rules:
+    - if: '$CI_COMMIT_TAG == null && ($CI_PIPELINE_SOURCE == "push" || $CI_PIPELINE_SOURCE == "schedule" || $CI_PIPELINE_SOURCE == "web")'
+  script:
+    - go mod tidy
+    - git diff --exit-code -- go.mod go.sum
+
 build lattice:
   stage: test
   image: node:14
@@ -83,11 +94,12 @@ run go tests:
     - aws
 
 run go tests race:
-  stage: test
+  stage: nonblocking # don't let this job block any other jobs because it takes much longer than the other tests.
   image: golang:$GOVERSION
   rules:
     - if: '$CI_PIPELINE_SOURCE == "push" || $CI_PIPELINE_SOURCE == "schedule" || $CI_PIPELINE_SOURCE == "web"'
   retry: 1
+  needs: [] # don't wait to start running this.
   script:
     - echo "Running featurebase race tests..."
     - go test -race -v -timeout=90m ./...
@@ -100,7 +112,7 @@ run go tests shardwidth22:
   rules:
     - if: '$CI_PIPELINE_SOURCE == "push" || $CI_PIPELINE_SOURCE == "schedule" || $CI_PIPELINE_SOURCE == "web"'
   script:
-    - echo "Running featurebase race tests..."
+    - echo "Running featurebase shardwidth22 tests..."
     - go test -timeout=30m -tags=shardwidth22 ./...
   tags:
     - aws
@@ -287,6 +299,7 @@ clustertests:
   stage: integration
   tags:
     - shell
+  retry: 1
   rules:
     - if: '$CI_PIPELINE_SOURCE == "push" || $CI_PIPELINE_SOURCE == "schedule" || $CI_PIPELINE_SOURCE == "web"'
   script:
@@ -301,6 +314,7 @@ authclustertests:
   variables:
     PROJECT: authclustertests_${CI_CONCURRENT_ID}
   stage: integration
+  retry: 1
   tags:
     - shell
   rules:
@@ -337,7 +351,6 @@ smoke test:
     AWS_ACCESS_KEY_ID: $AWS_FBCI_ACCESS_KEY_ID
     AWS_SECRET_ACCESS_KEY: $AWS_FBCI_SECRET_ACCESS_KEY
     TF_VAR_cluster_prefix: ""
-    TF_VAR_branch: ""
   tags:
     - aws
     - docker
@@ -369,8 +382,6 @@ smoke test:
     - export PATH=$PATH:/usr/local/go/bin
     - TF_VAR_cluster_prefix="smoke-$(openssl rand -base64 12 | tr -d /=+ | cut -c -16)"
     - echo "Cluster Prefix --> $TF_VAR_cluster_prefix"
-    - TF_VAR_branch=$CI_COMMIT_BRANCH
-    - echo "Branch --> $TF_VAR_branch"
   script:
     - ./qa/scripts/setupSmokeTest.sh
     - ./qa/scripts/testSmokeTest.sh
@@ -398,7 +409,6 @@ gauntlet:
     AWS_SECRET_ACCESS_KEY: $AWS_FBCI_SECRET_ACCESS_KEY
     ASG_NAME: "gitlab-runners"
     TF_VAR_cluster_prefix: ""
-    TF_VAR_branch: ""
   tags:
     - aws
     - docker
@@ -433,8 +443,6 @@ gauntlet:
     - export PATH=$PATH:/usr/local/go/bin
     - TF_VAR_cluster_prefix="gauntlet-$(openssl rand -base64 12 | tr -d /=+ | cut -c -16)"
     - echo "Cluster Prefix --> $TF_VAR_cluster_prefix"
-    - TF_VAR_branch=$CI_COMMIT_BRANCH
-    - echo "Branch --> $TF_VAR_branch"
     - export INSTANCE_ID=$(curl --silent --fail "http://169.254.169.254/latest/meta-data/instance-id" | tee instance_id)
     - aws autoscaling set-instance-protection --instance-ids "$INSTANCE_ID" --auto-scaling-group-name $ASG_NAME --protected-from-scale-in --profile $INFRA_PROFILE
   script:
@@ -455,7 +463,7 @@ s3 dump:
   tags:
     - shell
   rules:
-    - if: '$CI_PIPELINE_SOURCE == "push" || $CI_PIPELINE_SOURCE == "schedule" || $CI_PIPELINE_SOURCE == "web"'
+    - if: '$CI_COMMIT_TAG == null && ($CI_PIPELINE_SOURCE == "push" || $CI_PIPELINE_SOURCE == "web")'
   script:
     - aws configure set aws_access_key_id $AWS_FBCI_ACCESS_KEY_ID
     - aws configure set aws_secret_access_key $AWS_FBCI_SECRET_ACCESS_KEY
@@ -482,3 +490,50 @@ s3 dump:
     - job: build for darwin arm64
     - job: build for linux amd64
     - job: build for linux arm64
+
+perf_able:
+  stage: performance
+  rules:
+    - if: '$CI_COMMIT_BRANCH == $CI_DEFAULT_BRANCH && $CI_PIPELINE_SOURCE == "push"'
+  trigger:
+    include: .gitlab/.perf-able-gitlab-ci.yml
+  variables:
+    PARENT_PIPELINE_ID: $CI_PIPELINE_ID
+
+s3 dump tag:
+  stage: post build
+  variables:
+    PROFILE: "service-fb-ci"
+    AWS_SSH_PRIVATE_KEY: $AWS_FBCI_SSH_KEY
+    AWS_ACCESS_KEY_ID: $AWS_FBCI_ACCESS_KEY_ID
+    AWS_SECRET_ACCESS_KEY: $AWS_FBCI_SECRET_ACCESS_KEY
+    LOCATION: molecula-artifact-storage/featurebase/_tags
+  tags:
+    - shell
+  rules:
+    - if: '$CI_COMMIT_TAG != null && ($CI_PIPELINE_SOURCE == "push" || $CI_PIPELINE_SOURCE == "web")'
+  script:
+    - aws configure set aws_access_key_id $AWS_FBCI_ACCESS_KEY_ID
+    - aws configure set aws_secret_access_key $AWS_FBCI_SECRET_ACCESS_KEY
+    - aws configure set region "us-east-2"
+    - aws configure set aws_profile $PROFILE
+    - |
+      for goos in "darwin" "linux"; do
+        for goarch in "amd64" "arm64"; do
+          dir=featurebase-${CI_COMMIT_TAG}-${goos}-${goarch}
+          echo "Directory ${dir}"
+          mkdir $dir
+          mv featurebase_${goos}_${goarch} ${dir}/featurebase
+          mv roaring-migrate_${goos}_${goarch} ${dir}/roaring-migrate
+          cp NOTICE install/featurebase.conf install/featurebase.*.service ${dir}/
+          tar cvzf ${dir}.tar.gz ${dir}
+          aws s3 cp ${dir} s3://${LOCATION}/${CI_COMMIT_TAG}/${dir}/ --recursive
+          aws s3 cp ${dir}.tar.gz s3://${LOCATION}/${CI_COMMIT_TAG}/
+        done
+      done
+
+  needs:
+    - job: build for darwin amd64
+    - job: build for darwin arm64
+    - job: build for linux amd64
+    - job: build for linux arm64
diff --git a/.gitlab/.perf-able-gitlab-ci.yml b/.gitlab/.perf-able-gitlab-ci.yml
new file mode 100644
index 000000000..93165d50b
--- /dev/null
+++ b/.gitlab/.perf-able-gitlab-ci.yml
@@ -0,0 +1,61 @@
+stages:
+  - performance
+
+perf_able:
+  stage: performance
+  timeout: 2h
+  image: registry.gitlab.com/gitlab-org/cloud-deploy/aws-base:latest
+  variables:
+    PROFILE: "service-terraform"
+    INFRA_PROFILE: "service-gitlab"
+    AWS_SSH_PRIVATE_KEY: $AWS_FBCI_SSH_KEY
+    AWS_ACCESS_KEY_ID: $AWS_FBCI_ACCESS_KEY_ID
+    AWS_SECRET_ACCESS_KEY: $AWS_FBCI_SECRET_ACCESS_KEY
+    ASG_NAME: "gitlab-runners"
+    TF_VAR_cluster_prefix: ""
+  tags:
+    - aws
+    - docker
+    - fbsmoke
+  before_script:
+    - apt-get update && apt-get install -y gnupg software-properties-common curl git
+    - curl -fsSL https://apt.releases.hashicorp.com/gpg | apt-key add -
+    - apt-add-repository "deb [arch=amd64] https://apt.releases.hashicorp.com $(lsb_release -cs) main"
+    - apt-get update && apt-get install terraform
+    - aws configure set aws_access_key_id $AWS_FBCI_ACCESS_KEY_ID --profile $PROFILE
+    - aws configure set aws_secret_access_key $AWS_FBCI_SECRET_ACCESS_KEY --profile $PROFILE
+    - aws configure set region "us-east-2" --profile $PROFILE
+    - aws configure set aws_profile $PROFILE
+    - aws configure set aws_access_key_id $AWS_INFRA_ACCESS_KEY_ID --profile $INFRA_PROFILE
+    - aws configure set aws_secret_access_key $AWS_INFRA_SECRET_ACCESS_KEY --profile $INFRA_PROFILE
+    - aws configure set region "us-east-2" --profile $INFRA_PROFILE
+    - echo $AWS_FBCI_SSH_KEY > gitlab-featurebase-ci.pem
+    - chmod 400 gitlab-featurebase-ci.pem
+    - 'which ssh-agent || ( apt-get update -y && apt-get install openssh-client -y )'
+    - eval $(ssh-agent -s)
+    - mkdir -p ~/.ssh
+    - echo $AWS_FBCI_SSH_KEY > /root/.ssh/gitlab-featurebase-ci.pem
+    - chmod 400 /root/.ssh/gitlab-featurebase-ci.pem
+    - echo "$AWS_FBCI_SSH_KEY" | ssh-add -
+    - chmod 700 /root/.ssh
+    - '[[ -f /.dockerenv ]] && echo -e "Host *\n\tStrictHostKeyChecking no\n\n" > ~/.ssh/config'
+    - apt update && apt -y install jq wget
+    - wget -q https://go.dev/dl/go1.17.5.linux-amd64.tar.gz
+    - tar -C /usr/local -xzf go1.17.5.linux-amd64.tar.gz
+    - export PATH=$PATH:/usr/local/go/bin
+    - TF_VAR_cluster_prefix="able-$(openssl rand -base64 12 | tr -d /=+ | cut -c -16)"
+    - echo "Cluster Prefix --> $TF_VAR_cluster_prefix"
+    - export INSTANCE_ID=$(curl --silent --fail "http://169.254.169.254/latest/meta-data/instance-id" | tee instance_id)
+    - aws autoscaling set-instance-protection --instance-ids "$INSTANCE_ID" --auto-scaling-group-name $ASG_NAME --protected-from-scale-in --profile $INFRA_PROFILE
+  script:
+    - ./qa/scripts/perf/able/ableSetup.sh
+    - ./qa/scripts/perf/able/ableTest.sh
+  after_script:
+    - ./qa/scripts/perf/able/ableTeardown.sh || true
+    - export INSTANCE_ID=$(cat instance_id)
+    - aws autoscaling set-instance-protection --instance-ids "$INSTANCE_ID" --auto-scaling-group-name $ASG_NAME --no-protected-from-scale-in --profile $INFRA_PROFILE
+  needs:
+    - pipeline: $PARENT_PIPELINE_ID
+      job: build for linux arm64
+    - pipeline: $PARENT_PIPELINE_ID
+      job: build for linux amd64
\ No newline at end of file
diff --git a/Dockerfile-clustertests b/Dockerfile-clustertests
index be67afe75..a7a441112 100644
--- a/Dockerfile-clustertests
+++ b/Dockerfile-clustertests
@@ -1,7 +1,7 @@
 # This Dockerfile is used for cluster testing - it produces a much larger image
 # and includes all of Go as well as some utilities.
 
-FROM golang:1.16
+FROM golang:1.17
 
 LABEL maintainer "dev@pilosa.com"
 
diff --git a/Dockerfile-clustertests-client b/Dockerfile-clustertests-client
index 2fb8cedf9..8e845a9f6 100644
--- a/Dockerfile-clustertests-client
+++ b/Dockerfile-clustertests-client
@@ -1,7 +1,7 @@
 # This Dockerfile is used for cluster testing - it produces a much larger image
 # and includes all of Go as well as some utilities.
 
-FROM golang:1.16
+FROM golang:1.17
 
 LABEL maintainer "dev@pilosa.com"
 
diff --git a/Makefile b/Makefile
index a35dc42cd..fbd33204c 100644
--- a/Makefile
+++ b/Makefile
@@ -13,7 +13,7 @@ BUILD_TIME := $(shell date -u +%FT%T%z)
 SHARD_WIDTH = 20
 COMMIT := $(shell git describe --exact-match >/dev/null 2>&1 || git rev-parse --short HEAD)
 LDFLAGS="-X github.com/molecula/featurebase/v3.Version=$(VERSION) -X github.com/molecula/featurebase/v3.BuildTime=$(BUILD_TIME) -X github.com/molecula/featurebase/v3.Variant=$(VARIANT) -X github.com/molecula/featurebase/v3.Commit=$(COMMIT) -X github.com/molecula/featurebase/v3.TrialDeadline=$(TRIAL_DEADLINE)"
-GO_VERSION=1.16.10
+GO_VERSION=1.17.7
 DOCKER_BUILD= # set to 1 to use `docker-build` instead of `build` when creating a release
 BUILD_TAGS += shardwidth$(SHARD_WIDTH)
 TEST_TAGS = roaringparanoia
diff --git a/api.go b/api.go
index 45892dce1..34155ee32 100644
--- a/api.go
+++ b/api.go
@@ -50,9 +50,6 @@ type API struct {
 	importWorkerPoolSize int
 	importWork           chan importJob
 
-	usageCache      *usageCache
-	schemaDetailsOn bool
-
 	Serializer Serializer
 }
 
@@ -73,14 +70,6 @@ func OptAPIServer(s *Server) apiOption {
 	}
 }
 
-// Used to configure API option: schemaDetailsOn
-func OptAPISchemaDetailsOn(isOn bool) apiOption {
-	return func(a *API) error {
-		a.schemaDetailsOn = isOn
-		return nil
-	}
-}
-
 func OptAPIImportWorkerPoolSize(size int) apiOption {
 	return func(a *API) error {
 		a.importWorkerPoolSize = size
@@ -339,11 +328,17 @@ func (api *API) CreateField(ctx context.Context, indexName string, fieldName str
 	}
 
 	// Create field.
-	field, err := index.CreateFieldAndBroadcast(cfm)
+	field, err := index.CreateField(fieldName, opts...)
 	if err != nil {
 		return nil, errors.Wrap(err, "creating field")
 	}
 
+	// Send the create field message to all nodes. We do this *outside* the
+	// CreateField logic so we're not blocking on it.
+	if err := api.holder.sendOrSpool(cfm); err != nil {
+		return nil, errors.Wrap(err, "sending CreateField message")
+	}
+
 	api.holder.Stats.CountWithCustomTags(MetricCreateField, 1, 1.0, []string{fmt.Sprintf("index:%s", indexName)})
 	return field, nil
 }
@@ -938,256 +933,6 @@ func (api *API) PrimaryNode() *topology.Node {
 	return snap.PrimaryFieldTranslationNode()
 }
 
-// Cache of disk usage statistics
-type usageCache struct {
-	data             map[string]NodeUsage
-	refreshInterval  time.Duration
-	lastUpdated      time.Time
-	resetTrigger     chan bool
-	lastCalcDuration time.Duration
-	waitMultiplier   float64
-	disable          bool
-
-	muCalculate sync.Mutex
-	muAssign    sync.Mutex
-}
-
-var usageCacheMinDuration = 5 * time.Second // If usage takes less than this duration to calculate, don't use the cache.
-var usageCacheMinInterval = time.Hour       // Refresh interval is forced to be >= this duration.
-var usageCacheInitialInterval = time.Hour   // Refresh interval starts with this duration.
-
-// NodeUsage represents all usage measurements for one node.
-type NodeUsage struct {
-	Disk        DiskUsage   `json:"diskUsage"`
-	Memory      MemoryUsage `json:"memoryUsage"`
-	LastUpdated time.Time   `json:"lastUpdated"`
-}
-
-// DiskUsage represents the storage space used on disk by one node.
-type DiskUsage struct {
-	Capacity   uint64                `json:"capacity,omitempty"`
-	TotalUse   uint64                `json:"totalInUse"`
-	IndexUsage map[string]IndexUsage `json:"indexes"`
-}
-
-// IndexUsage represents the storage space used on disk by one index, on one node.
-type IndexUsage struct {
-	Total          uint64                `json:"total"`
-	IndexKeys      uint64                `json:"indexKeys"`
-	FieldKeysTotal uint64                `json:"fieldKeysTotal"`
-	Fragments      uint64                `json:"fragments"`
-	Metadata       uint64                `json:"metadata"`
-	Fields         map[string]FieldUsage `json:"fields"`
-}
-
-// FieldUsage represents the storage space used on disk by one field, on one node
-type FieldUsage struct {
-	Total     uint64 `json:"total"`
-	Fragments uint64 `json:"fragments"`
-	Keys      uint64 `json:"keys"`
-	Metadata  uint64 `json:"metadata"`
-}
-
-// MemoryUsage represents the memory used by one node.
-type MemoryUsage struct {
-	Capacity uint64 `json:"capacity"`
-	TotalUse uint64 `json:"totalInUse"`
-}
-
-// Returns disk usage from cache if cache is large. It will recalculate on the spot if the last cacluation was under 5 seconds.
-func (api *API) Usage(ctx context.Context, remote bool) (map[string]NodeUsage, error) {
-	span, _ := tracing.StartSpanFromContext(ctx, "API.Usage")
-	defer span.Finish()
-
-	if api.usageCache.disable {
-		resp := make(map[string]NodeUsage)
-		return resp, nil
-	}
-
-	api.usageCache.muAssign.Lock()
-	lastCalc := api.usageCache.lastCalcDuration
-	api.usageCache.muAssign.Unlock()
-	if lastCalc < usageCacheMinDuration {
-		err := api.ResetUsageCache()
-		if err != nil {
-			api.server.logger.Infof("could not reset usageCache: %s", err)
-		}
-	}
-
-	api.usageCache.muAssign.Lock()
-	lastUpdated := api.usageCache.lastUpdated
-	api.usageCache.muAssign.Unlock()
-	if lastUpdated == (time.Time{}) {
-		api.calculateUsage()
-	}
-
-	if !remote {
-		api.requestUsageOfNodes()
-	}
-
-	return api.usageCache.data, nil
-}
-
-// Makes a ui/usage request for each node in cluster to calculates its usage and adds it to the cache
-func (api *API) requestUsageOfNodes() {
-	nodes := api.cluster.Nodes()
-	for _, node := range nodes {
-		if node.ID == api.server.nodeID {
-			continue
-		}
-
-		nodeUsage, err := api.server.defaultClient.GetNodeUsage(context.Background(), &node.URI)
-		if err != nil {
-			api.server.logger.Infof("couldn't collect disk usage from %s: %s", node.URI, err)
-		}
-
-		api.usageCache.muAssign.Lock()
-		api.usageCache.data[node.ID] = nodeUsage[node.ID]
-		api.usageCache.muAssign.Unlock()
-	}
-}
-
-// Calculates disk usage from scratch if cache has expired for each index and stores the results in the usage cache
-func (api *API) calculateUsage() {
-	api.usageCache.muCalculate.Lock()
-	defer api.usageCache.muCalculate.Unlock()
-	api.server.wg.Add(1)
-	defer api.server.wg.Done()
-
-	api.usageCache.muAssign.Lock()
-	lastUpdated := api.usageCache.lastUpdated
-	api.usageCache.muAssign.Unlock()
-
-	if time.Since(lastUpdated) <= api.usageCache.refreshInterval {
-		return
-	}
-	indexDetails, nodeMetadataBytes, err := api.holder.Txf().IndexUsageDetails(api.isClosing)
-	if err != nil {
-		api.server.logger.Infof("couldn't get index usage details: %s", err)
-	}
-	if api.isClosing() {
-		return
-	}
-
-	totalSize := nodeMetadataBytes
-	for _, s := range indexDetails {
-		totalSize += s.Total
-	}
-
-	// NOTE: these errors are ignored in api.Info(), but checked here
-	si := api.server.systemInfo
-	diskCapacity, err := si.DiskCapacity(api.holder.path)
-	if err != nil {
-		api.server.logger.Infof("couldn't read disk capacity: %s", err)
-	}
-
-	memoryCapacity, err := si.MemTotal()
-	if err != nil {
-		api.server.logger.Infof("couldn't read memory capacity: %s", err)
-	}
-	memoryUse, err := si.MemUsed()
-	if err != nil {
-		api.server.logger.Infof("couldn't read memory usage: %s", err)
-	}
-
-	lastUpdated = time.Now()
-	// Insert into result.
-	nodeUsage := NodeUsage{
-		Disk: DiskUsage{
-			Capacity:   diskCapacity,
-			TotalUse:   totalSize,
-			IndexUsage: indexDetails,
-		},
-		Memory: MemoryUsage{
-			Capacity: memoryCapacity,
-			TotalUse: memoryUse,
-		},
-		LastUpdated: lastUpdated,
-	}
-	api.usageCache.muAssign.Lock()
-	api.usageCache.data = make(map[string]NodeUsage)
-	api.usageCache.data[api.server.nodeID] = nodeUsage
-	api.usageCache.lastUpdated = lastUpdated
-	api.usageCache.muAssign.Unlock()
-}
-
-// Periodically calculates disk/memory usage in terms of the duty cycle. The duty cycle represents the percentage of
-// time that is spent recalculating this cache. It is specified relatively, rather than by a set interval, because
-// scans can take an unpredictably long time.
-func (api *API) RefreshUsageCache(dutyCycle float64) {
-
-	if dutyCycle == 0 {
-		api.server.logger.Warnf("usage-duty-cycle set to 0, usage cache and /ui/usage endpoint are disabled")
-		api.usageCache = &usageCache{
-			disable: true,
-		}
-		return
-	}
-
-	trigger := make(chan bool)
-	defer close(trigger)
-
-	multiplier := 100/dutyCycle - 1
-
-	api.usageCache = &usageCache{
-		data:             make(map[string]NodeUsage),
-		refreshInterval:  usageCacheInitialInterval,
-		resetTrigger:     trigger,
-		lastCalcDuration: 0,
-		waitMultiplier:   multiplier,
-	}
-	api.server.logger.Infof("monitoring resource usage with duty cycle %v%%\n", dutyCycle)
-	for {
-		start := time.Now()
-		api.calculateUsage()
-		api.setRefreshInterval(time.Since(start))
-		api.server.logger.Infof("updated resource usage cache at %v, took %v, next update in %v\n", api.usageCache.lastUpdated.Format(time.RFC3339), api.usageCache.lastCalcDuration.Truncate(time.Millisecond), api.usageCache.refreshInterval.Truncate(100*time.Millisecond))
-		select {
-		case <-trigger:
-			continue
-		case <-api.server.closing:
-			return
-		case <-time.After(api.usageCache.refreshInterval):
-			continue
-		}
-	}
-}
-
-// Refresh interval set in relation to how long the last calculation took.
-func (api *API) setRefreshInterval(dur time.Duration) {
-	refresh := time.Duration(float64(dur) * api.usageCache.waitMultiplier)
-	if refresh < usageCacheMinInterval {
-		refresh = usageCacheMinInterval
-	}
-	api.usageCache.muAssign.Lock()
-	api.usageCache.refreshInterval = refresh
-	api.usageCache.lastCalcDuration = dur
-	api.usageCache.muAssign.Unlock()
-}
-
-// Resets the lastUpdated time and awakens RefreshUsageCache()
-func (api *API) ResetUsageCache() error {
-	if api.usageCache != nil {
-		api.usageCache.muAssign.Lock()
-		api.usageCache.lastUpdated = time.Time{}
-		api.usageCache.muAssign.Unlock()
-	} else {
-		return errors.New("invalidating cache: cache not initialized")
-	}
-	api.usageCache.resetTrigger <- true
-	return nil
-}
-
-// isClosing returns true if the server is shutting down.
-func (api *API) isClosing() bool {
-	select {
-	case <-api.server.closing:
-		return true
-	default:
-		return false
-	}
-}
-
 // RecalculateCaches forces all TopN caches to be updated.
 // This is done internally within a TopN query, but a user may want to do it ahead of time?
 func (api *API) RecalculateCaches(ctx context.Context) error {
@@ -1272,38 +1017,6 @@ func (api *API) Schema(ctx context.Context, withViews bool) ([]*IndexInfo, error
 	return api.holder.limitedSchema()
 }
 
-// SchemaDetails returns information about each index in Pilosa including which
-// fields they contain. Additional field information such as cardinality unless
-// turned off via the schemaDetailsOn cli option.
-func (api *API) SchemaDetails(ctx context.Context) ([]*IndexInfo, error) {
-	span, _ := tracing.StartSpanFromContext(ctx, "API.Schema")
-	defer span.Finish()
-	schema, err := api.holder.Schema()
-	if err != nil {
-		return nil, errors.Wrap(err, "getting schema")
-	}
-	if !api.schemaDetailsOn {
-		return schema, nil
-	}
-	for _, index := range schema {
-		for _, field := range index.Fields {
-			q := fmt.Sprintf("Count(Distinct(field=%s))", field.Name)
-			req := QueryRequest{Index: index.Name, Query: q}
-			resp, err := api.query(ctx, &req)
-			if err != nil {
-				return schema, errors.Wrapf(err, "querying cardinality (%s/%s)", index.Name, field.Name)
-			}
-			if len(resp.Results) == 0 {
-				continue
-			}
-			if card, ok := resp.Results[0].(uint64); ok {
-				field.Cardinality = &card
-			}
-		}
-	}
-	return schema, nil
-}
-
 // ApplySchema takes the given schema and applies it across the
 // cluster (if remote is false), or just to this node (if remote is
 // true). This is designed for the use case of replicating a schema
@@ -1326,6 +1039,164 @@ func (api *API) ApplySchema(ctx context.Context, s *Schema, remote bool) error {
 	return nil
 }
 
+// applyOneIngestSchema applies a single ingestSpec, which specifies operations on
+// a single index and possibly fields. If it is successful, it returns the name
+// of the index and an empty slice (if it created the index), or the name of the
+// index and a slice of the fields within that index that it created. If it
+// is unsuccessful, it tries to delete whatever it created.
+//
+// The intended idiom is that if the returned list of fields isn't empty, the index
+// already existed and only those fields need to be cleaned up in the event of
+// a later error, but if the list of fields is empty, the entire index was new,
+// and should be cleaned up, in which case there's no need to track or delete
+// the specific fields separately.
+func (api *API) ApplyOneIngestSchema(ctx context.Context, schema *ingestSpec) (index *Index, returnedFields []string, err error) {
+	if api.PrimaryNode().ID != api.NodeID() {
+		return nil, nil, RedirectError{
+			HostPort: api.PrimaryNode().URI.Normalize(),
+			error:    "request made to non-primary node",
+		}
+	}
+
+	// create index
+	indexName := schema.IndexName
+	var createdFields []string
+	var useKeys bool
+	switch schema.PrimaryKeyType {
+	case "string":
+		useKeys = true
+	case "uint":
+		useKeys = false
+	default:
+		return nil, nil, fmt.Errorf("invalid primary key type %q", schema.PrimaryKeyType)
+	}
+	opts := IndexOptions{
+		Keys:           useKeys,
+		TrackExistence: true,
+	}
+	createdIndex := false
+
+	// We check this up here because, if there's at least one field but we don't know what to do with
+	// it, we will necessarily fail, which means we'd delete the index anyway, so there's no point in
+	// trying to create it. We don't care about this if there's no fields specified.
+	if len(schema.Fields) > 0 {
+		switch schema.FieldAction {
+		case "create", "ensure", "require":
+			// do nothing
+		case "":
+			schema.FieldAction = schema.IndexAction
+		default:
+			return nil, nil, fmt.Errorf("invalid field-action %q, expecting create/ensure/require", schema.FieldAction)
+		}
+	}
+
+	switch schema.IndexAction {
+	case "ensure", "require":
+		index, err = api.Index(ctx, indexName)
+		if err != nil {
+			if _, ok := err.(NotFoundError); !ok {
+				return nil, nil, fmt.Errorf("checking for existing index %q: %w", indexName, err)
+			} else {
+				err = nil
+			}
+		}
+		if index != nil {
+			existingOpts := index.Options()
+			if existingOpts != opts {
+				return nil, nil, fmt.Errorf("index %q options mismatch: schema %#v, existing %#v", indexName, opts, existingOpts)
+			}
+			break
+		}
+		if schema.IndexAction == "require" {
+			return nil, nil, fmt.Errorf("index %q does not exist", indexName)
+		}
+		fallthrough
+	case "create":
+		index, err = api.CreateIndex(ctx, indexName, opts)
+		if err != nil {
+			return nil, nil, err
+		}
+		createdIndex = true
+	default:
+		return nil, nil, fmt.Errorf("invalid index-action %q, need create/ensure/require", schema.IndexAction)
+	}
+
+	// Now we might have an index, so we need our cleanup code.
+	defer func() {
+		if err == nil {
+			return
+		}
+		if createdIndex {
+			err := api.DeleteIndex(ctx, indexName)
+			if err != nil {
+
+				api.server.logger.Printf("trying to undo failed index %q creation: %v", indexName, err)
+			}
+			return
+		}
+		for _, field := range createdFields {
+			err := api.DeleteField(ctx, indexName, field)
+			if err != nil {
+				api.server.logger.Printf("trying to undo failed field %q creation in index %q: %v", field, indexName, err)
+			}
+		}
+	}()
+
+	// create all the fields specified in the index
+	for _, fSpec := range schema.Fields {
+		fieldName := fSpec.FieldName
+		opt := fieldSpecToFieldOption(fSpec)
+		err = opt.validate()
+		if err != nil {
+			return nil, nil, err
+		}
+		switch schema.FieldAction {
+		case "ensure", "require":
+			field, schemaErr := api.Field(ctx, indexName, fieldName)
+			if schemaErr != nil {
+				// NotFoundError is fine
+				if _, ok := schemaErr.(NotFoundError); !ok {
+					return nil, nil, fmt.Errorf("checking for existing field %q in %q: %w", fieldName, indexName, err)
+				}
+			}
+			if field != nil {
+				existing := field.Options()
+				if opt.Type != existing.Type {
+					return nil, nil, fmt.Errorf("existing field %q is %q, not %q", fieldName, existing.Type, opt.Type)
+				}
+				if ((opt.Keys != nil) && *opt.Keys) != existing.Keys {
+					if existing.Keys {
+						return nil, nil, fmt.Errorf("existing field %q in %q uses keys", fieldName, indexName)
+					} else {
+						return nil, nil, fmt.Errorf("existing field %q in %q doesn't use keys", fieldName, indexName)
+					}
+				}
+				// TODO: verify compatibility of other field opts, this is sorta hard
+				break
+			}
+			if schema.FieldAction == "require" {
+				return nil, nil, fmt.Errorf("field %q does not exist in %q", fieldName, indexName)
+			}
+			fallthrough
+		case "create":
+			fos := fieldOptionsToFunctionalOpts(opt)
+			_, err = api.CreateField(ctx, indexName, fieldName, fos...)
+			if err != nil {
+				return nil, nil, fmt.Errorf("creating field %q in %q: %v", fieldName, indexName, err)
+			}
+			createdFields = append(createdFields, fieldName)
+		}
+	}
+
+	// we don't report the fields back, so we can distinguish "created index"
+	// from "created fields within index"
+	if createdIndex {
+		createdFields = nil
+	}
+
+	return index, createdFields, nil
+}
+
 // Views returns the views in the given field.
 func (api *API) Views(ctx context.Context, indexName string, fieldName string) ([]*view, error) {
 	span, _ := tracing.StartSpanFromContext(ctx, "API.Views")
@@ -1905,6 +1776,13 @@ func (api *API) IngestOperations(ctx context.Context, qcx *Qcx, indexName string
 	span, _ := tracing.StartSpanFromContext(ctx, "API.IngestOperations")
 	defer span.Finish()
 
+	if api.PrimaryNode().ID != api.NodeID() {
+		return RedirectError{
+			HostPort: api.PrimaryNode().URI.Normalize(),
+			error:    "request made to non-primary node",
+		}
+	}
+
 	if err := api.validate(apiIngestOperations); err != nil {
 		return errors.Wrap(err, "validating api method")
 	}
@@ -3252,24 +3130,24 @@ var methodsResizing = map[apiMethod]struct{}{
 	apiSchema:             {},
 }
 
-var methodsDegraded = map[apiMethod]struct{}{
-	apiExportCSV:         {},
-	apiFragmentBlockData: {},
-	apiFragmentBlocks:    {},
-	apiField:             {},
-	apiIndex:             {},
-	apiQuery:             {},
-	apiRecalculateCaches: {},
-	apiRemoveNode:        {},
-	apiShardNodes:        {},
-	apiSchema:            {},
-	apiViews:             {},
-	apiStartTransaction:  {},
-	apiFinishTransaction: {},
-	apiTransactions:      {},
-	apiGetTransaction:    {},
-	apiActiveQueries:     {},
-}
+// var methodsDegraded = map[apiMethod]struct{}{
+// 	apiExportCSV:         {},
+// 	apiFragmentBlockData: {},
+// 	apiFragmentBlocks:    {},
+// 	apiField:             {},
+// 	apiIndex:             {},
+// 	apiQuery:             {},
+// 	apiRecalculateCaches: {},
+// 	apiRemoveNode:        {},
+// 	apiShardNodes:        {},
+// 	apiSchema:            {},
+// 	apiViews:             {},
+// 	apiStartTransaction:  {},
+// 	apiFinishTransaction: {},
+// 	apiTransactions:      {},
+// 	apiGetTransaction:    {},
+// 	apiActiveQueries:     {},
+// }
 
 var methodsNormal = map[apiMethod]struct{}{
 	apiCreateField:          {},
diff --git a/api_test.go b/api_test.go
index cd2595064..0ebf16b5f 100644
--- a/api_test.go
+++ b/api_test.go
@@ -29,6 +29,8 @@ import (
 	"github.com/molecula/featurebase/v3/shardwidth"
 	"github.com/molecula/featurebase/v3/test"
 	. "github.com/molecula/featurebase/v3/vprint" // nolint:staticcheck
+
+	"golang.org/x/sync/errgroup"
 )
 
 func TestAPI_Import(t *testing.T) {
@@ -553,7 +555,7 @@ func TestAPI_Ingest(t *testing.T) {
 	if err != nil {
 		t.Fatalf("creating field: %v", err)
 	}
-	_, err = coord.API.CreateField(ctx, index, timeField, pilosa.OptFieldTypeTime("YMD"))
+	_, err = coord.API.CreateField(ctx, index, timeField, pilosa.OptFieldTypeTime("YMD", "0"))
 	if err != nil {
 		t.Fatalf("creating field: %v", err)
 	}
@@ -676,7 +678,7 @@ func BenchmarkIngest(b *testing.B) {
 	if err != nil {
 		b.Fatalf("creating field: %v", err)
 	}
-	_, err = coord.API.CreateField(ctx, index, tqField, pilosa.OptFieldTypeTime("YMDH"))
+	_, err = coord.API.CreateField(ctx, index, tqField, pilosa.OptFieldTypeTime("YMDH", "0"))
 	if err != nil {
 		b.Fatalf("creating field: %v", err)
 	}
@@ -956,29 +958,6 @@ func TestAPI_IDAlloc(t *testing.T) {
 	})
 }
 
-func TestAPI_SchemaDetailsOff(t *testing.T) {
-	cluster := test.MustRunCluster(t, 2)
-	defer cluster.Close()
-	cmd := cluster.GetNode(0)
-	err := cmd.API.SetAPIOptions(pilosa.OptAPISchemaDetailsOn(false))
-	if err != nil {
-		t.Fatalf("could not toggle schema details to off: %v", err)
-	}
-	schema, err := cmd.API.SchemaDetails(context.Background())
-	if err != nil {
-		t.Fatalf("getting schema: %v", err)
-	}
-
-	for _, i := range schema {
-		for _, f := range i.Fields {
-			if f.Cardinality != nil {
-				t.Fatalf("expected nil cardinality, got: %v", *f.Cardinality)
-			}
-		}
-	}
-
-}
-
 type mutexCheckIndex struct {
 	index     *pilosa.Index
 	indexName string
@@ -1426,6 +1405,42 @@ func TestVariousApiTranslateCalls(t *testing.T) {
 	}
 }
 
+func TestAPI_CreateField(t *testing.T) {
+	ctx, cancel := context.WithCancel(context.Background())
+	defer cancel()
+	c := test.MustRunCluster(t, 3)
+	defer c.Close()
+
+	nodes := make([]*test.Command, 3)
+	for i := range nodes {
+		nodes[i] = c.GetNode(i)
+	}
+
+	if _, err := nodes[0].API.CreateIndex(ctx, "i", pilosa.IndexOptions{}); err != nil {
+		t.Fatal(err)
+	}
+	eg, ctx := errgroup.WithContext(context.Background())
+	for _, n := range nodes {
+		node := n
+		eg.Go(func() error {
+			for i := 0; i < 10; i++ {
+				_, err := node.API.CreateField(ctx, "i", fmt.Sprintf("f%d", i))
+				if err != nil && !errors.Is(err, pilosa.ErrFieldExists) {
+					return err
+				}
+			}
+			return nil
+		})
+	}
+	err := eg.Wait()
+	if err != nil {
+		if errors.Is(err, pilosa.ErrFieldExists) {
+			t.Fatalf("conflict error: %v", err)
+		}
+		t.Fatalf("unexpected error: %T %v", err, err)
+	}
+}
+
 func TestAPI_RBFDebugInfo(t *testing.T) {
 	ctx, cancel := context.WithCancel(context.Background())
 	defer cancel()
diff --git a/apimethod_string.go b/apimethod_string.go
index 11ed5a916..24703b05a 100644
--- a/apimethod_string.go
+++ b/apimethod_string.go
@@ -43,11 +43,15 @@ func _() {
 	_ = x[apiIDReserve-32]
 	_ = x[apiIDCommit-33]
 	_ = x[apiIDReset-34]
+	_ = x[apiPartitionNodes-35]
+	_ = x[apiIngestOperations-36]
+	_ = x[apiIngestNodeOperations-37]
+	_ = x[apiMutexCheck-38]
 }
 
-const _apiMethod_name = "apiClusterMessageapiCreateFieldapiCreateIndexapiDeleteFieldapiDeleteAvailableShardapiDeleteIndexapiDeleteViewapiExportCSVapiFragmentBlockDataapiFragmentBlocksapiFragmentDataapiTranslateDataapiFieldTranslateDataapiFieldapiImportapiImportValueapiIndexapiQueryapiRecalculateCachesapiRemoveNodeapiResizeAbortapiSchemaapiShardNodesapiStateapiViewsapiApplySchemaapiStartTransactionapiFinishTransactionapiTransactionsapiGetTransactionapiActiveQueriesapiPastQueriesapiIDReserveapiIDCommitapiIDReset"
+const _apiMethod_name = "apiClusterMessageapiCreateFieldapiCreateIndexapiDeleteFieldapiDeleteAvailableShardapiDeleteIndexapiDeleteViewapiExportCSVapiFragmentBlockDataapiFragmentBlocksapiFragmentDataapiTranslateDataapiFieldTranslateDataapiFieldapiImportapiImportValueapiIndexapiQueryapiRecalculateCachesapiRemoveNodeapiResizeAbortapiSchemaapiShardNodesapiStateapiViewsapiApplySchemaapiStartTransactionapiFinishTransactionapiTransactionsapiGetTransactionapiActiveQueriesapiPastQueriesapiIDReserveapiIDCommitapiIDResetapiPartitionNodesapiIngestOperationsapiIngestNodeOperationsapiMutexCheck"
 
-var _apiMethod_index = [...]uint16{0, 17, 31, 45, 59, 82, 96, 109, 121, 141, 158, 173, 189, 210, 218, 227, 241, 249, 257, 277, 290, 304, 313, 326, 334, 342, 356, 375, 395, 410, 427, 443, 457, 469, 480, 490}
+var _apiMethod_index = [...]uint16{0, 17, 31, 45, 59, 82, 96, 109, 121, 141, 158, 173, 189, 210, 218, 227, 241, 249, 257, 277, 290, 304, 313, 326, 334, 342, 356, 375, 395, 410, 427, 443, 457, 469, 480, 490, 507, 526, 549, 562}
 
 func (i apiMethod) String() string {
 	if i < 0 || i >= apiMethod(len(_apiMethod_index)-1) {
diff --git a/boltdb/translate.go b/boltdb/translate.go
index 8ff56f7e4..fe3d85d2c 100644
--- a/boltdb/translate.go
+++ b/boltdb/translate.go
@@ -12,7 +12,8 @@ import (
 	"sync"
 	"time"
 
-	"github.com/molecula/featurebase/v3"
+	pilosa "github.com/molecula/featurebase/v3"
+	"github.com/molecula/featurebase/v3/roaring"
 	"github.com/pkg/errors"
 	bolt "go.etcd.io/bbolt"
 
@@ -32,6 +33,8 @@ var (
 
 	bucketKeys = []byte("keys")
 	bucketIDs  = []byte("ids")
+	bucketFree = []byte("free")
+	freeKey    = []byte("free")
 )
 
 const (
@@ -119,6 +122,8 @@ func (s *TranslateStore) Open() (err error) {
 			return err
 		} else if _, err := tx.CreateBucketIfNotExists(bucketIDs); err != nil {
 			return err
+		} else if _, err := tx.CreateBucketIfNotExists(bucketFree); err != nil {
+			return err
 		}
 		return nil
 	}); err != nil {
@@ -230,14 +235,26 @@ func (s *TranslateStore) CreateKeys(keys ...string) (map[string]uint64, error) {
 			if idBucket == nil {
 				return errors.Errorf(errFmtTranslateBucketNotFound, bucketIDs)
 			}
+			freeBucket := tx.Bucket(bucketFree)
+			if freeBucket == nil {
+				return errors.Errorf(errFmtTranslateBucketNotFound, bucketFree)
+			}
 			puts := 0
+
+			// we create a freeIDGetter to reduce marshalling
+			getter := newFreeIDGetter(freeBucket)
+			defer getter.Close()
+
 			for idx, key := range keys {
 				id, boltKey := findIDByKey(keyBucket, key)
 				if id != 0 {
 					result[key] = id
 					continue
 				}
-				id = pilosa.GenerateNextPartitionedID(s.index, maxID(tx), s.partitionID, s.partitionN)
+				// see if we can re-use any IDs first
+				if id = getter.GetFreeID(); id == 0 {
+					id = pilosa.GenerateNextPartitionedID(s.index, maxID(tx), s.partitionID, s.partitionN)
+				}
 				idBytes := idScratch[puts*8 : puts*8+8]
 				binary.BigEndian.PutUint64(idBytes, id)
 				puts++
@@ -498,6 +515,88 @@ func (r *TranslateEntryReader) ReadEntry(entry *pilosa.TranslateEntry) error {
 	}
 }
 
+type boltWrapper struct {
+	tx *bolt.Tx
+	db *bolt.DB
+}
+
+func (w *boltWrapper) Commit() error {
+	if w.tx != nil {
+		return w.tx.Commit()
+	}
+	return nil
+}
+
+func (w *boltWrapper) Rollback() {
+	if w.tx != nil {
+		w.tx.Rollback()
+	}
+}
+func (s *TranslateStore) FreeIDs() (*roaring.Bitmap, error) {
+	result := roaring.NewBitmap()
+	err := s.db.View(func(tx *bolt.Tx) error {
+		bkt := tx.Bucket(bucketFree)
+		if bkt == nil {
+			return errors.Errorf(errFmtTranslateBucketNotFound, bucketKeys)
+		}
+		b := bkt.Get(freeKey)
+		err := result.UnmarshalBinary(b)
+		if err != nil {
+			return err
+		}
+		return nil
+	})
+	return result, err
+}
+func (s *TranslateStore) MergeFree(tx *bolt.Tx, newIDs *roaring.Bitmap) error {
+	bkt := tx.Bucket(bucketFree)
+	b := bkt.Get(freeKey)
+	buf := new(bytes.Buffer)
+	if b != nil { //if existing combine with newIDs
+		before := roaring.NewBitmap()
+		err := before.UnmarshalBinary(b)
+		if err != nil {
+			return err
+		}
+		final := newIDs.Union(before)
+		_, err = final.WriteTo(buf)
+		if err != nil {
+			return err
+		}
+	} else {
+		newIDs.WriteTo(buf)
+	}
+	return bkt.Put(freeKey, buf.Bytes())
+}
+
+// Delete removes the lookeup pairs in order to make avialble for reuse but doesn't commit the
+// transaction for that is tied to the associated rbf transaction being successful
+func (s *TranslateStore) Delete(records *roaring.Bitmap) (pilosa.Commitor, error) {
+	tx, err := s.db.Begin(true)
+	if err != nil {
+		return nil, err
+	}
+	keyBucket := tx.Bucket(bucketKeys)
+	idBucket := tx.Bucket(bucketIDs)
+	ids := records.Slice()
+	for i := range ids {
+		id := u64tob(ids[i])
+		boltKey := idBucket.Get(id)
+		err = keyBucket.Delete(boltKey)
+		if err != nil {
+			tx.Rollback()
+			return &boltWrapper{}, err
+		}
+		err = idBucket.Delete(id)
+		if err != nil {
+			tx.Rollback()
+			return &boltWrapper{}, err
+		}
+
+	}
+	return &boltWrapper{tx: tx}, s.MergeFree(tx, records)
+}
+
 // emptyKey is a sentinel byte slice which stands for "" as a key.
 var emptyKey = []byte{
 	0x00, 0x00, 0x00,
@@ -521,6 +620,84 @@ func findIDByKey(bkt *bolt.Bucket, key string) (uint64, []byte) {
 	return 0, boltKey
 }
 
+// freeIDGetter reduces the amount of marshaling required to get multiple ids
+type freeIDGetter struct {
+	freeBucket *bolt.Bucket
+	b          *roaring.Bitmap
+	changed    bool
+}
+
+// newFreeIDGetter initializes a new freeIDGetter. If at any point there is a
+// failure, it returns an error.
+//
+// NOTE: For changes to be persisted to the bucket, you must call
+// (*freeIDGetter).Close()
+func newFreeIDGetter(freeBucket *bolt.Bucket) *freeIDGetter {
+	g := &freeIDGetter{
+		freeBucket: freeBucket,
+	}
+	// we ignore this value because it's okay if we dont have a bitmap just yet
+	_ = g.getBitmap()
+	return g
+}
+
+func (g *freeIDGetter) getBitmap() bool {
+	if g.b == nil {
+		// get the bitmap from freeBucket
+		value := g.freeBucket.Get(freeKey)
+		if value == nil {
+			return false
+		}
+		// turn the value into a bitmap
+		b := roaring.NewBitmap()
+		if err := b.UnmarshalBinary(value); err != nil {
+			return false
+		}
+		g.b = b
+	}
+	return true
+}
+
+// GetFreeID tries to get a free ID from the free id bucket. If at any point it
+// fails to do so, it returns a 0. Otherwise, it returns the first free ID in the
+// bucket
+func (g *freeIDGetter) GetFreeID() (id uint64) {
+	if !g.getBitmap() {
+		return 0
+	}
+	// get the first free id
+	id, ok := g.b.Min()
+	if !ok {
+		return 0
+	}
+	// remove that id from the free id bitmap
+	if changed, err := g.b.RemoveN(id); changed == 0 || err != nil {
+		return 0
+	} else {
+		g.changed = true
+	}
+	return id
+}
+
+// Close persists any changes to the bitmap back to the bucket and then nils the
+// references for safety.
+func (g *freeIDGetter) Close() error {
+	if g.changed {
+		// convert bitmap to binary
+		buf, err := g.b.MarshalBinary()
+		if err != nil {
+			return errors.Wrap(err, "closing free ID Getter")
+		}
+		// put updated bitmap back into the freeBucket
+		if err := g.freeBucket.Put(freeKey, buf); err != nil {
+			return errors.Wrap(err, "closing free ID Getter")
+		}
+	}
+	g.b = nil
+	g.freeBucket = nil
+	return nil
+}
+
 func findKeyByID(bkt *bolt.Bucket, id uint64) string {
 	boltKey := bkt.Get(u64tob(id))
 	if bytes.Equal(boltKey, emptyKey) {
diff --git a/boltdb/translate_internal_test.go b/boltdb/translate_internal_test.go
new file mode 100644
index 000000000..29d5c6fbb
--- /dev/null
+++ b/boltdb/translate_internal_test.go
@@ -0,0 +1,107 @@
+package boltdb
+
+import (
+	"path/filepath"
+	"testing"
+
+	"github.com/molecula/featurebase/v3/roaring"
+	bolt "go.etcd.io/bbolt"
+)
+
+func TestGetFreeID(t *testing.T) {
+	boltDir := t.TempDir()
+	db, err := bolt.Open(filepath.Join(boltDir, "testDB"), 0600, nil)
+	if err != nil {
+		t.Fatalf("unexpected error opening test boltdb: %v", err)
+	}
+	defer db.Close()
+
+	makeTestBucket := func(tx *bolt.Tx, b *roaring.Bitmap) *bolt.Bucket {
+		if b == nil {
+			t.Fatalf("unexpected nil bitmap")
+		}
+		free, err := tx.CreateBucketIfNotExists(bucketFree)
+		if err != nil {
+			t.Fatalf("unexpected error making freeBucket: %v", err)
+		}
+		buf, err := b.MarshalBinary()
+		if err != nil {
+			t.Fatalf("unexpected error marshaling bitmap (%v) to binary: %v", b, err)
+		}
+		if err := free.Put(freeKey, buf); err != nil {
+			t.Fatalf("unexpected error adding data (%v) to freeBucket: %v", b, err)
+		}
+		return free
+	}
+
+	for name, test := range map[string]struct {
+		bits *roaring.Bitmap
+		want uint64
+	}{
+		"bucket is there, but nobody's home": {
+			bits: roaring.NewBitmap(),
+			want: 0,
+		},
+		"good bucket": {
+			bits: roaring.NewBitmap(1, 2, 34, 55, 9000),
+			want: 1,
+		},
+	} {
+		t.Run(name, func(t *testing.T) {
+			tx, err := db.Begin(true)
+			if err != nil {
+				t.Fatalf("unexpected error starting bolt transaction: %v", err)
+			}
+			defer tx.Rollback()
+			freeBucket := makeTestBucket(tx, test.bits)
+
+			getter := newFreeIDGetter(freeBucket)
+			defer getter.Close()
+			if got := getter.GetFreeID(); got != test.want {
+				t.Fatalf("expected %v got %v", test.want, got)
+			}
+		})
+	}
+
+	t.Run("CorrectOrdering", func(t *testing.T) {
+		tx, err := db.Begin(true)
+		if err != nil {
+			t.Fatalf("unexpected error starting bolt transaction: %v", err)
+		}
+		defer tx.Rollback()
+
+		bucket := makeTestBucket(tx, roaring.NewBitmap(1, 34, 2, 55, 9000))
+
+		getter := newFreeIDGetter(bucket)
+		defer getter.Close()
+		for _, want := range []uint64{1, 2, 34, 55, 9000} {
+			if got := getter.GetFreeID(); got != want {
+				t.Fatalf("expected %v got %v", want, got)
+			}
+		}
+		if got := getter.GetFreeID(); got != 0 {
+			t.Fatalf("expected 0 got %v", got)
+		}
+	})
+
+	t.Run("NotABitmap", func(t *testing.T) {
+		tx, err := db.Begin(true)
+		if err != nil {
+			t.Fatalf("unexpected error starting bolt transaction: %v", err)
+		}
+		defer tx.Rollback()
+
+		free, err := tx.CreateBucketIfNotExists(bucketFree)
+		if err != nil {
+			t.Fatalf("unexpected error making freeBucket: %v", err)
+		}
+		if err := free.Put(freeKey, []byte("this isn't right!")); err != nil {
+			t.Fatalf("unexpected error adding data to freeBucket: %v", err)
+		}
+		getter := newFreeIDGetter(free)
+		defer getter.Close()
+		if got := getter.GetFreeID(); got != 0 {
+			t.Fatalf("expected 0 got %v", got)
+		}
+	})
+}
diff --git a/boltdb/translate_test.go b/boltdb/translate_test.go
index 201971644..cd74244eb 100644
--- a/boltdb/translate_test.go
+++ b/boltdb/translate_test.go
@@ -10,8 +10,9 @@ import (
 	"testing"
 	"time"
 
-	"github.com/molecula/featurebase/v3"
+	pilosa "github.com/molecula/featurebase/v3"
 	"github.com/molecula/featurebase/v3/boltdb"
+	"github.com/molecula/featurebase/v3/roaring"
 	"github.com/molecula/featurebase/v3/testhook"
 	"github.com/molecula/featurebase/v3/topology"
 )
@@ -385,7 +386,53 @@ func MustNewTranslateStore(tb testing.TB) *boltdb.TranslateStore {
 	s.Path = f.Name()
 	return s
 }
+func TestTranslateStore_Delete(t *testing.T) {
+	s := MustOpenNewTranslateStore(t)
+	defer MustCloseTranslateStore(s)
 
+	// Setup initial keys.
+	ids, err := s.CreateKeys("foo", "bar", "deleteme")
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	records := roaring.NewBitmap(ids["deleteme"])
+	c, err := s.Delete(records)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err = c.Commit(); err != nil {
+		t.Fatal(err)
+	}
+	r, e := s.FreeIDs()
+	if e != nil {
+		t.Fatal(err)
+	}
+	freeids := r.Slice()
+	if len(freeids) == 0 {
+		t.Fatalf("expected to have free id")
+	}
+	if freeids[0] != ids["deleteme"] {
+		t.Fatalf("expected [%v] and got %v", ids["deleteme"], freeids[0])
+	}
+
+	records2 := roaring.NewBitmap(ids["foo"])
+	c, err = s.Delete(records2)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err = c.Commit(); err != nil {
+		t.Fatal(err)
+	}
+	r, e = s.FreeIDs()
+	if e != nil {
+		t.Fatal(err)
+	}
+	freeids = r.Slice()
+	if len(freeids) != 2 {
+		t.Fatalf("expected to have 2 free ids")
+	}
+}
 func TestTranslateStore_ReadWrite(t *testing.T) {
 	t.Run("WriteTo_ReadFrom", func(t *testing.T) {
 		s := MustOpenNewTranslateStore(t)
@@ -408,7 +455,7 @@ func TestTranslateStore_ReadWrite(t *testing.T) {
 
 		// Put the contents of the store into a buffer.
 		buf := bytes.NewBuffer(nil)
-		expN := int64(32768)
+		expN := s.Size()
 
 		// After this, the buffer should contain batch0.
 		if n, err := s.WriteTo(buf); err != nil {
@@ -458,7 +505,7 @@ func TestTranslateStore_ReadWrite(t *testing.T) {
 func MustOpenNewTranslateStore(tb testing.TB) *boltdb.TranslateStore {
 	s := MustNewTranslateStore(tb)
 	if err := s.Open(); err != nil {
-		panic(err)
+		tb.Fatalf("opening s: %v", err)
 	}
 	return s
 }
diff --git a/cache.go b/cache.go
index 4dd5d5e4c..f558a28cf 100644
--- a/cache.go
+++ b/cache.go
@@ -194,6 +194,14 @@ func (c *rankCache) BulkAdd(id uint64, n uint64) {
 	}
 
 	c.entries[id] = n
+
+	// FB-1206: Periodically invalidate the cache when we are bulk loading
+	// as this can take up an upbounded amount of memory. This is especially
+	// true when restoring shards as all rows will be added.
+	if len(c.entries) > int(2*c.maxEntries) {
+		c.stats.Count(MetricRecalculateCache, 1, 1.0)
+		c.recalculate()
+	}
 }
 
 // Get returns a count for a given id.
diff --git a/cache_test.go b/cache_test.go
index 1ff8d0fff..0da077f1c 100644
--- a/cache_test.go
+++ b/cache_test.go
@@ -70,3 +70,15 @@ func TestCache_Rank_Dirty(t *testing.T) {
 		t.Fatalf("wrote %v but got %v", expect, got)
 	}
 }
+
+func TestCache_Rank_BulkAdd(t *testing.T) {
+	const cacheSize = 10
+	cache := pilosa.NewRankCache(uint32(cacheSize))
+
+	for i := uint64(0); i < 1000; i++ {
+		cache.BulkAdd(i, i)
+		if n := cache.Len(); n > cacheSize*2 {
+			t.Fatalf("entry count exceed 2x cache size: %d", n)
+		}
+	}
+}
diff --git a/catcher.go b/catcher.go
index a1f128d65..0a75ac9f7 100644
--- a/catcher.go
+++ b/catcher.go
@@ -26,6 +26,11 @@ func init() {
 
 var _ Tx = (*catcherTx)(nil)
 
+func (c *catcherTx) RemoveChannel(index, field, view string, shard uint64, a chan uint64, resChan chan countResults) {
+	c.b.RemoveChannel(index, field, view, shard, a, resChan)
+	return
+}
+
 func (c *catcherTx) NewTxIterator(index, field, view string, shard uint64) *roaring.Iterator {
 	return c.b.NewTxIterator(index, field, view, shard)
 }
diff --git a/client/client.go b/client/client.go
index 19d532e50..7e5796d74 100644
--- a/client/client.go
+++ b/client/client.go
@@ -832,31 +832,24 @@ func (c *Client) httpRequest(method string, path string, data []byte, headers ma
 		body   []byte
 		err    error
 	)
-	// try at most maxHosts non-failed hosts; protect against broken cluster.removeHost
-	for i := 0; i < maxHosts; i++ {
+	// try request on host, if it fails, try again on primary
+	for i := 0; i <= 1; i++ {
 		host, herr := c.host(usePrimary)
 		if herr != nil {
 			return status, nil, errors.Wrapf(herr, "getting host, previous err: %v", err)
 		}
 		// doRequest implements expotential backoff
 		status, body, err = c.doRequest(host, method, path, c.augmentHeaders(headers), data)
-		if err == nil {
+		// conditions when primary should not be tried
+		if err == nil || usePrimary || path == "/status" {
 			break
 		}
-		if c.manualServerURI == nil {
-			if usePrimary {
-				c.primaryLock.Lock()
-				c.primaryURI = nil
-				c.primaryLock.Unlock()
-			} else {
-				c.logger.Printf("removing host (%s) due to '%v'\n", host.Normalize(), err)
-				c.cluster.RemoveHost(host)
-			}
-		}
+
+		usePrimary = true
 	}
 
 	if err != nil {
-		err = errors.Wrap(err, ErrTriedMaxHosts.Error())
+		err = errors.Wrap(err, ErrHTTPRequest.Error())
 	}
 
 	return status, body, err
@@ -1674,17 +1667,18 @@ type SchemaField struct {
 
 // SchemaOptions contains options for a field or an index.
 type SchemaOptions struct {
-	FieldType      FieldType   `json:"type"`
-	CacheType      string      `json:"cacheType"`
-	CacheSize      uint        `json:"cacheSize"`
-	TimeQuantum    string      `json:"timeQuantum"`
-	Min            pql.Decimal `json:"min"`
-	Max            pql.Decimal `json:"max"`
-	Scale          int64       `json:"scale"`
-	Keys           bool        `json:"keys"`
-	NoStandardView bool        `json:"noStandardView"`
-	TrackExistence bool        `json:"trackExistence"`
-	TimeUnit       string      `json:"timeUnit"`
+	FieldType      FieldType     `json:"type"`
+	CacheType      string        `json:"cacheType"`
+	CacheSize      uint          `json:"cacheSize"`
+	TimeQuantum    string        `json:"timeQuantum"`
+	Ttl            time.Duration `json:"ttl"`
+	Min            pql.Decimal   `json:"min"`
+	Max            pql.Decimal   `json:"max"`
+	Scale          int64         `json:"scale"`
+	Keys           bool          `json:"keys"`
+	NoStandardView bool          `json:"noStandardView"`
+	TrackExistence bool          `json:"trackExistence"`
+	TimeUnit       string        `json:"timeUnit"`
 }
 
 func (so SchemaOptions) asIndexOptions() *IndexOptions {
@@ -1702,6 +1696,7 @@ func (so SchemaOptions) asFieldOptions() *FieldOptions {
 		cacheSize:      int(so.CacheSize),
 		cacheType:      CacheType(so.CacheType),
 		timeQuantum:    TimeQuantum(so.TimeQuantum),
+		ttl:            so.Ttl,
 		min:            so.Min,
 		max:            so.Max,
 		scale:          so.Scale,
diff --git a/client/client_it_test.go b/client/client_it_test.go
index ff8614d78..a58622bc8 100644
--- a/client/client_it_test.go
+++ b/client/client_it_test.go
@@ -497,7 +497,7 @@ func TestClientAgainstCluster(t *testing.T) {
 				tmpcli, _ := NewClient(NewClusterWithHost(uri, uri, uri, uri), OptClientRetries(0))
 
 				_, err := tmpcli.Query(testIndex.All())
-				require.Error(t, err, ErrTriedMaxHosts)
+				require.Error(t, err, ErrHTTPRequest)
 			})
 
 			t.Run("InvalidQuery", func(t *testing.T) {
diff --git a/client/cluster.go b/client/cluster.go
index 0f1230583..cda424905 100644
--- a/client/cluster.go
+++ b/client/cluster.go
@@ -65,18 +65,6 @@ func (c *Cluster) Host() *pnet.URI {
 	return host
 }
 
-// RemoveHost black lists the host with the given pnet.URI from the cluster.
-func (c *Cluster) RemoveHost(address *pnet.URI) {
-	c.mutex.Lock()
-	defer c.mutex.Unlock()
-	for i, uri := range c.hosts {
-		if uri.Equals(address) {
-			c.okList[i] = false
-			break
-		}
-	}
-}
-
 // Hosts returns all available hosts in the cluster.
 func (c *Cluster) Hosts() []pnet.URI {
 	c.mutex.RLock()
diff --git a/client/cluster_test.go b/client/cluster_test.go
index 36790b7f8..53d63222a 100644
--- a/client/cluster_test.go
+++ b/client/cluster_test.go
@@ -49,22 +49,3 @@ func TestHosts(t *testing.T) {
 		t.Fatalf("Host should return a value if there are hosts in the cluster")
 	}
 }
-
-func TestRemoveHost(t *testing.T) {
-	uri, err := pnet.NewURIFromAddress("index1.pilosa.com:9999")
-	if err != nil {
-		t.Fatal(err)
-	}
-	c := NewClusterWithHost(uri)
-	if len(c.hosts) != 1 {
-		t.Fatalf("The cluster should contain the host")
-	}
-	uri, err = pnet.NewURIFromAddress("index1.pilosa.com:9999")
-	if err != nil {
-		t.Fatal(err)
-	}
-	c.RemoveHost(uri)
-	if len(c.Hosts()) != 0 {
-		t.Fatalf("The cluster should not contain the host")
-	}
-}
diff --git a/client/error.go b/client/error.go
index 3c6685b62..f0fbb873f 100644
--- a/client/error.go
+++ b/client/error.go
@@ -12,7 +12,7 @@ var (
 	ErrInvalidFieldName            = errors.New("Invalid field name")
 	ErrInvalidLabel                = errors.New("Invalid label")
 	ErrInvalidKey                  = errors.New("Invalid key")
-	ErrTriedMaxHosts               = errors.New("Tried max hosts, still failing")
+	ErrHTTPRequest                 = errors.New("Failed all HTTP retries")
 	ErrAddrURIClusterExpected      = errors.New("Addresses, URIs or a cluster is expected")
 	ErrInvalidQueryOption          = errors.New("Invalid query option")
 	ErrInvalidIndexOption          = errors.New("Invalid index option")
diff --git a/client/ingest_api_batch_test.go b/client/ingest_api_batch_test.go
index 9abfa15c6..bc6858c12 100644
--- a/client/ingest_api_batch_test.go
+++ b/client/ingest_api_batch_test.go
@@ -133,7 +133,6 @@ func TestIngestAPIBatchAdd(t *testing.T) {
 }
 
 func TestIngestAPIBatch(t *testing.T) {
-	t.Skip("causing sporadic CI failures... on my list to debug, but this code doesn't affect anyone's production anyhow (jaffee)")
 	c := test.MustRunCluster(t, 3)
 	defer c.Close()
 
diff --git a/client/orm.go b/client/orm.go
index ddb77bbd4..5035cc59c 100644
--- a/client/orm.go
+++ b/client/orm.go
@@ -728,6 +728,7 @@ type FieldInfo struct {
 type FieldOptions struct {
 	fieldType      FieldType
 	timeQuantum    TimeQuantum
+	ttl            time.Duration
 	cacheType      CacheType
 	cacheSize      int
 	min            pql.Decimal
@@ -751,6 +752,11 @@ func (fo FieldOptions) TimeQuantum() TimeQuantum {
 	return fo.timeQuantum
 }
 
+// Ttl returns the configured ttl for a time field.
+func (fo FieldOptions) Ttl() time.Duration {
+	return fo.ttl
+}
+
 // CacheType returns the configured cache type for a "set" field. Empty string
 // otherwise.
 func (fo FieldOptions) CacheType() CacheType {
@@ -826,6 +832,7 @@ func (fo FieldOptions) String() string {
 	case FieldTypeTime:
 		mopt["timeQuantum"] = string(fo.timeQuantum)
 		mopt["noStandardView"] = fo.noStandardView
+		mopt["ttl"] = fo.ttl.String()
 	case FieldTypeTimestamp:
 		mopt["min"] = fo.min
 		mopt["max"] = fo.max
@@ -913,6 +920,12 @@ func OptFieldTypeTime(quantum TimeQuantum, opts ...bool) FieldOption {
 	}
 }
 
+func OptFieldTtl(dur time.Duration) FieldOption {
+	return func(options *FieldOptions) {
+		options.ttl = dur
+	}
+}
+
 // Timestamp field range.
 var (
 	DefaultEpoch = time.Unix(0, 0).UTC() // 1970-01-01T00:00:00Z
diff --git a/client/orm_test.go b/client/orm_test.go
index 650d113c3..29256a23c 100644
--- a/client/orm_test.go
+++ b/client/orm_test.go
@@ -925,7 +925,8 @@ func TestORM(t *testing.T) {
 			pql.NewDecimal(0, 0),
 			pql.NewDecimal(0, 0),
 			"",
-			"")
+			"",
+			0)
 	})
 
 	t.Run("IntFieldOptions", func(t *testing.T) {
@@ -944,7 +945,8 @@ func TestORM(t *testing.T) {
 			pql.NewDecimal(-10, 0),
 			pql.NewDecimal(100, 0),
 			"",
-			"")
+			"",
+			0)
 
 		field = sampleIndex.Field("int-field2", OptFieldTypeInt(-10))
 		jsonString = field.options.String()
@@ -962,7 +964,8 @@ func TestORM(t *testing.T) {
 			pql.NewDecimal(-10, 0),
 			pql.NewDecimal(math.MaxInt64, 0),
 			"",
-			"")
+			"",
+			0)
 		field = sampleIndex.Field("int-field3", OptFieldTypeInt())
 		jsonString = field.options.String()
 		targetString = fmt.Sprintf(`{"options":{"type":"int","min":%d,"max":%d}}`, math.MinInt64, math.MaxInt64)
@@ -978,7 +981,8 @@ func TestORM(t *testing.T) {
 			pql.NewDecimal(math.MinInt64, 0),
 			pql.NewDecimal(math.MaxInt64, 0),
 			"",
-			"")
+			"",
+			0)
 
 		field = sampleIndex.Field("int-field4", OptFieldTypeInt(), OptFieldForeignIndex("blerg"))
 		jsonString = field.options.String()
@@ -995,7 +999,8 @@ func TestORM(t *testing.T) {
 			pql.NewDecimal(math.MinInt64, 0),
 			pql.NewDecimal(math.MaxInt64, 0),
 			"blerg",
-			"")
+			"",
+			0)
 	})
 
 	t.Run("TimeFieldOptions", func(t *testing.T) {
@@ -1004,7 +1009,7 @@ func TestORM(t *testing.T) {
 			t.Fatalf("field noStandardView %v != %v", true, field.Opts().NoStandardView())
 		}
 		jsonString := field.options.String()
-		targetString := `{"options":{"noStandardView":true,"type":"time","timeQuantum":"DH"}}`
+		targetString := `{"options":{"noStandardView":true,"type":"time","timeQuantum":"DH","ttl":"0s"}}`
 		if sortedString(targetString) != sortedString(jsonString) {
 			t.Fatalf("`%s` != `%s`", targetString, jsonString)
 		}
@@ -1017,7 +1022,31 @@ func TestORM(t *testing.T) {
 			pql.NewDecimal(0, 0),
 			pql.NewDecimal(0, 0),
 			"",
-			"")
+			"",
+			0)
+	})
+
+	t.Run("TtlOptions", func(t *testing.T) {
+		field := sampleIndex.Field("ttl-field", OptFieldTypeTime(TimeQuantumDayHour, true), OptFieldTtl(0))
+		if true != field.Opts().NoStandardView() {
+			t.Fatalf("field noStandardView %v != %v", true, field.Opts().NoStandardView())
+		}
+		jsonString := field.options.String()
+		targetString := `{"options":{"noStandardView":true,"type":"time","timeQuantum":"DH","ttl":"0s"}}`
+		if sortedString(targetString) != sortedString(jsonString) {
+			t.Fatalf("`%s` != `%s`", targetString, jsonString)
+		}
+		compareFieldOptions(t,
+			field.Options(),
+			FieldTypeTime,
+			TimeQuantumDayHour,
+			CacheTypeDefault,
+			0,
+			pql.NewDecimal(0, 0),
+			pql.NewDecimal(0, 0),
+			"",
+			"",
+			0)
 	})
 
 	t.Run("MutexFieldOptions", func(t *testing.T) {
@@ -1036,7 +1065,8 @@ func TestORM(t *testing.T) {
 			pql.NewDecimal(0, 0),
 			pql.NewDecimal(0, 0),
 			"",
-			"")
+			"",
+			0)
 	})
 
 	t.Run("BoolFieldOptions", func(t *testing.T) {
@@ -1055,7 +1085,8 @@ func TestORM(t *testing.T) {
 			pql.NewDecimal(0, 0),
 			pql.NewDecimal(0, 0),
 			"",
-			"")
+			"",
+			0)
 	})
 
 	t.Run("DecimalFieldOptions", func(t *testing.T) {
@@ -1074,7 +1105,8 @@ func TestORM(t *testing.T) {
 			pql.NewDecimal(7, 3),
 			pql.NewDecimal(999, 3),
 			"",
-			"")
+			"",
+			0)
 	})
 
 	t.Run("DecimalFieldOptions", func(t *testing.T) {
@@ -1093,7 +1125,8 @@ func TestORM(t *testing.T) {
 			pql.NewDecimal(7, 3),
 			pql.NewDecimal(999, 3),
 			"",
-			"")
+			"",
+			0)
 	})
 
 	t.Run("TimestampFieldOptions", func(t *testing.T) {
@@ -1114,7 +1147,8 @@ func TestORM(t *testing.T) {
 			pql.NewDecimal(MinTimestamp.UnixNano()/TimeUnitNanos(pilosa.TimeUnitSeconds), 0),
 			pql.NewDecimal(MaxTimestamp.UnixNano()/TimeUnitNanos(pilosa.TimeUnitSeconds), 0),
 			"",
-			pilosa.TimeUnitSeconds)
+			pilosa.TimeUnitSeconds,
+			0)
 
 	})
 
@@ -1163,7 +1197,7 @@ func comparePQL(t *testing.T, target string, q PQLQuery) {
 	}
 }
 
-func compareFieldOptions(t *testing.T, opts *FieldOptions, fieldType FieldType, timeQuantum TimeQuantum, cacheType CacheType, cacheSize int, min pql.Decimal, max pql.Decimal, foreignIndex string, timeUnit string) {
+func compareFieldOptions(t *testing.T, opts *FieldOptions, fieldType FieldType, timeQuantum TimeQuantum, cacheType CacheType, cacheSize int, min pql.Decimal, max pql.Decimal, foreignIndex string, timeUnit string, ttl time.Duration) {
 	if fieldType != opts.Type() {
 		t.Fatalf("%s != %s", fieldType, opts.Type())
 	}
@@ -1188,6 +1222,9 @@ func compareFieldOptions(t *testing.T, opts *FieldOptions, fieldType FieldType,
 	if timeUnit != opts.TimeUnit() {
 		t.Fatalf("%s != %s", timeUnit, opts.TimeUnit())
 	}
+	if ttl != opts.Ttl() {
+		t.Fatalf("%s != %s", ttl, opts.Ttl())
+	}
 }
 
 func sortedString(s string) string {
diff --git a/cmd/import.go b/cmd/import.go
index d3f50dd27..77dfbb7f0 100644
--- a/cmd/import.go
+++ b/cmd/import.go
@@ -46,6 +46,7 @@ omitted. If it is present then its format should be YYYY-MM-DDTHH:MM.
 	flags.StringVar(&Importer.FieldOptions.CacheType, "field-cache-type", pilosa.CacheTypeRanked, "Specify the cache type for a set field on creation. One of: none, lru, ranked")
 	flags.Uint32Var(&Importer.FieldOptions.CacheSize, "field-cache-size", 50000, "Specify the cache size for a set field on creation")
 	flags.Var(&Importer.FieldOptions.TimeQuantum, "field-time-quantum", "Specify the time quantum for a time field on creation. One of: D, DH, H, M, MD, MDH, Y, YM, YMD, YMDH")
+	flags.DurationVarP(&Importer.FieldOptions.Ttl, "time-to-live", "t", 0, "Specify the time to live for views created by time quantum. Supported time unit: \"s\", \"m\", \"h\"") // \"ns\", \"us\" (or \"µs\"), \"ms\" also supported but ommitted for simplicity
 	flags.IntVarP(&Importer.BufferSize, "buffer-size", "s", 10000000, "Number of bits to buffer/sort before importing.")
 	flags.BoolVarP(&Importer.Sort, "sort", "", false, "Enables sorting before import.")
 	flags.BoolVarP(&Importer.CreateSchema, "create", "e", false, "Create the schema if it does not exist before import.")
diff --git a/cmd/roaring-migrate/main.go b/cmd/roaring-migrate/main.go
index 72e6fa94a..129159f2b 100644
--- a/cmd/roaring-migrate/main.go
+++ b/cmd/roaring-migrate/main.go
@@ -4,6 +4,7 @@ package main
 import (
 	"encoding/json"
 	"fmt"
+	"io"
 	"io/ioutil"
 	"os"
 	"path/filepath"
@@ -13,25 +14,42 @@ import (
 	"syscall"
 
 	pilosa "github.com/molecula/featurebase/v3"
+	"github.com/molecula/featurebase/v3/logger"
 	"github.com/molecula/featurebase/v3/rbf"
 	"github.com/molecula/featurebase/v3/rbf/cfg"
 	"github.com/molecula/featurebase/v3/roaring"
 	txkey "github.com/molecula/featurebase/v3/short_txkey"
+	"github.com/molecula/featurebase/v3/vprint"
 	"github.com/spf13/cobra"
 )
 
+var visited map[string]int64
+var glogger = logger.NewStandardLogger(os.Stdout)
+
+const (
+	Version = "1.0"
+)
+
 func main() {
+	os.Exit(realMain())
+}
+func realMain() int {
+	visited = make(map[string]int64)
 	var dataDir, backupPath string
+	var verbose bool
 	cmdMigrate := &cobra.Command{
 		Use:   "roaring-migrate",
 		Short: "convert roaring pilosa backup to rbf",
 		Long:  `roaring-migrate uses the pilosa data-dir for each node, and produces a new backup that is able to be restored from utilizing the new pilosa restore tool.`,
 		Run: func(cmd *cobra.Command, args []string) {
+			if verbose {
+				glogger.Infof("Version: %v", Version)
+			}
 			nodes := strings.Split(dataDir, ",")
 			for _, nodePath := range nodes {
-				err := Migrate(nodePath, backupPath)
+				err := Migrate(nodePath, backupPath, verbose)
 				if err != nil {
-					fmt.Println("Error", err)
+					glogger.Errorf("%v", Version)
 					return
 				}
 
@@ -40,24 +58,24 @@ func main() {
 	}
 	cmdMigrate.Flags().StringVarP(&dataDir, "data-dir", "d", "", "source directories for each node seperated by commas")
 	cmdMigrate.Flags().StringVarP(&backupPath, "backup-dir", "b", "", "location of backup directory")
+	cmdMigrate.Flags().BoolVar(&verbose, "verbose", false, "additional progress information")
 	err := cmdMigrate.MarkFlagRequired("data-dir")
 	if err != nil {
-		fmt.Println("Error setting flag data-dir")
-		os.Exit(1)
-		return
+		glogger.Errorf("Error setting flag data-dir")
+		return 1
 	}
 	err = cmdMigrate.MarkFlagRequired("backup-dir")
 	if err != nil {
-		fmt.Println("Error setting flag backup-dir")
-		os.Exit(1)
-		return
+		glogger.Errorf("Error setting flag backup-dir")
+		return 1
 	}
 
 	err = cmdMigrate.Execute()
 	if err != nil {
-		fmt.Println("exec error", err)
-		os.Exit(1)
+		glogger.Errorf("exec error %v", err)
+		return 1
 	}
+	return 0
 }
 
 func FetchFragments(base string) []string {
@@ -67,7 +85,7 @@ func FetchFragments(base string) []string {
 
 		// first thing to do, check error. and decide what to do about it
 		if errX != nil {
-			fmt.Printf("error 「%v」 at a path 「%q」\n", errX, pathX)
+			glogger.Errorf("error 「%v」 at a path 「%q」\n", errX, pathX)
 			return errX
 		}
 		pathX = pathX[len(base):]
@@ -82,7 +100,7 @@ func FetchFragments(base string) []string {
 	err := filepath.Walk(base, ff)
 
 	if err != nil {
-		fmt.Printf("error walking the path %q: %v\n", base, err)
+		glogger.Errorf("error walking the path %q: %v\n", base, err)
 	}
 	return fragments
 }
@@ -94,6 +112,14 @@ type local struct {
 	Fields    []*pilosa.FieldInfo `json:"fields,omitempty"`
 }
 
+func fileExists(filename string) (bool, int64) {
+	info, err := os.Stat(filename)
+	if os.IsNotExist(err) {
+		return false, 0
+	}
+	return !info.IsDir(), info.Size()
+}
+
 func BuildSchema(dataDir string) ([]byte, error) {
 	//need to find all the ".meta" files and load as field options
 
@@ -105,7 +131,7 @@ func BuildSchema(dataDir string) ([]byte, error) {
 
 		// first thing to do, check error. and decide what to do about it
 		if errX != nil {
-			fmt.Printf("error 「%v」 at a path 「%q」\n", errX, pathX)
+			glogger.Infof("error 「%v」 at a path 「%q」\n", errX, pathX)
 			return errX
 		}
 		pathX = pathX[len(dataDir):]
@@ -115,7 +141,7 @@ func BuildSchema(dataDir string) ([]byte, error) {
 			if strings.Contains(pathX, ".meta") {
 				//convert the file to a fieldOptions
 				// ex: metaPath /trait_store/aba/.meta
-				fmt.Println("PATHX", pathX)
+				glogger.Infof("PATHX %v", pathX)
 				t := strings.Split(pathX, "/")
 				index := t[1]
 				src := dataDir + pathX
@@ -160,7 +186,7 @@ func BuildSchema(dataDir string) ([]byte, error) {
 	err := filepath.Walk(dataDir, ff)
 
 	if err != nil {
-		fmt.Printf("error walking the path %q: %v\n", dataDir, err)
+		glogger.Errorf("error walking the path %q: %v\n", dataDir, err)
 	}
 	return json.MarshalIndent(schemaSerializer, "", "    ")
 }
@@ -183,7 +209,7 @@ func (d *rbfFile) getDB(path, index string, shard uint64) (*rbf.DB, error) {
 	if d.last != src {
 		d.Close()
 		d.last = src
-		fmt.Println("RBF:", src)
+		glogger.Infof("RBF: %v", src)
 		c := cfg.NewDefaultConfig()
 		c.FsyncEnabled = false
 		c.MinWALCheckpointSize = 0
@@ -197,20 +223,34 @@ func (d *rbfFile) getDB(path, index string, shard uint64) (*rbf.DB, error) {
 	return d.working, nil
 }
 func (d *rbfFile) Close() error {
+	defer func() error {
+		// clean up the temp directory
+		err := os.RemoveAll(d.temp)
+		if err != nil {
+			return err
+		}
+		return nil
+	}()
+
 	if d.last != "" {
 		d.working.Close()
+
 		//if d.last exists only keep the biggest
-		err := os.MkdirAll(filepath.Dir(d.last), 0777)
-		if err != nil {
-			return err
+		exists, sz := fileExists(d.last)
+		src := filepath.Join(d.temp, "data")
+		if !exists {
+			err := os.MkdirAll(filepath.Dir(d.last), 0777)
+			if err != nil {
+				return err
+			}
+		} else {
+			_, sz2 := fileExists(src)
+			if sz > sz2 {
+				return nil
+			}
 		}
 		// move the datafile backup shard
-		err = os.Rename(filepath.Join(d.temp, "data"), d.last)
-		if err != nil {
-			return err
-		}
-		//cleanup the tempdirectory
-		err = os.RemoveAll(d.temp)
+		err := os.Rename(src, d.last)
 		if err != nil {
 			return err
 		}
@@ -218,19 +258,26 @@ func (d *rbfFile) Close() error {
 	return nil
 }
 func copyFile(src, dest string) error {
-	input, err := ioutil.ReadFile(src)
+	from, err := os.Open(src)
 	if err != nil {
 		return err
 	}
+	defer from.Close()
 
-	err = ioutil.WriteFile(dest, input, 0644)
+	to, err := os.OpenFile(dest, os.O_RDWR|os.O_CREATE, 0644)
+	if err != nil {
+		return err
+	}
+	defer to.Close()
+
+	_, err = io.Copy(to, from)
 	if err != nil {
 		return err
 	}
 	return nil
 }
 
-func Migrate(dataDir, backupPath string) error {
+func Migrate(dataDir, backupPath string, verbose bool) error {
 	dataDir = strings.TrimSuffix(dataDir, "/")
 
 	err := os.MkdirAll(backupPath, 0777)
@@ -279,7 +326,21 @@ func Migrate(dataDir, backupPath string) error {
 	bm := roaring.NewSliceBitmap()
 	for _, filename := range raw {
 		index, field, view, shard := Extract(filename)
-
+		sz, before := visited[filename]
+		fi, _ := os.Stat(dataDir + filename)
+		if field != "_exists" {
+			if !before {
+				visited[filename] = fi.Size()
+			} else {
+				if fi.Size() <= sz {
+					continue // skip it
+				}
+				visited[filename] = fi.Size()
+			}
+		}
+		if verbose {
+			glogger.Infof("processing: %v", dataDir+filename)
+		}
 		content, err := ioutil.ReadFile(dataDir + filename)
 		if err != nil {
 			return err
@@ -293,35 +354,19 @@ func Migrate(dataDir, backupPath string) error {
 		if err != nil {
 			return err
 		}
-		tx, err := db.Begin(true)
-		if err != nil {
-			return err
-		}
 		key := string(txkey.Prefix(index, field, view, shard))
-		itr, ok := bm.Containers.Iterator(0)
-		if ok {
-			for itr.Next() {
-				k, v := itr.Value()
-				tx.PutContainer(key, k, v)
-
-			}
-		}
+		tx, err := db.Begin(true)
+		tx.AddRoaring(key, bm)
 		err = tx.Commit()
-		if err != nil {
-			return err
-		}
 	}
 	cache.Close()
 	keys := FetchIndexKeys(dataDir)
 	for _, filename := range keys {
-		fmt.Println("index keys", filename)
-		content, err := ioutil.ReadFile(filepath.Join(dataDir, filename))
-		if err != nil {
-			return err
-		}
+		glogger.Infof("index keys %v", filename)
+		srcFile := filepath.Join(dataDir, filename)
 		parts := strings.Split(filename, "/")
 		destFile := filepath.Join(backupPath, "indexes", parts[1], "translate", parts[3])
-		err = writeIfBigger(destFile, content)
+		err = writeIfBigger(destFile, srcFile)
 		if err != nil {
 			return err
 		}
@@ -330,14 +375,11 @@ func Migrate(dataDir, backupPath string) error {
 	//deal with index field(row)keys
 	keys = FetchRowkeys(dataDir)
 	for _, filename := range keys {
-		fmt.Println("field", filename)
-		content, err := ioutil.ReadFile(dataDir + filename)
-		if err != nil {
-			return err
-		}
+		glogger.Infof("field %v", filename)
+		srcFile := dataDir + filename
 		parts := strings.Split(filename, "/")
 		destFile := filepath.Join(backupPath, "indexes", parts[1], "fields", parts[2], "translate")
-		err = writeIfBigger(destFile, content)
+		err = writeIfBigger(destFile, srcFile)
 		if err != nil {
 			return err
 		}
@@ -345,16 +387,21 @@ func Migrate(dataDir, backupPath string) error {
 	return nil
 }
 
-func writeIfBigger(dst string, content []byte) error {
+func writeIfBigger(dst string, srcFile string) error {
 	if stats, err := os.Stat(dst); os.IsNotExist(err) {
 		err = os.MkdirAll(filepath.Dir(dst), 0777)
 		if err != nil {
 			return err
 		}
-		return ioutil.WriteFile(dst, content, 0644)
+		return copyFile(srcFile, dst)
 	} else {
-		if stats.Size() < int64(len(content)) {
-			return ioutil.WriteFile(dst, content, 0644)
+		stats2, err := os.Stat(srcFile)
+		if err != nil {
+			return err
+		}
+		if stats.Size() < stats2.Size() {
+			vprint.VV("Bigger %v %v", stats.Size(), stats2.Size())
+			return copyFile(srcFile, dst)
 		}
 	}
 	return nil //simply skip it
@@ -376,7 +423,7 @@ func FetchIndexKeys(base string) []string {
 
 		// first thing to do, check error. and decide what to do about it
 		if errX != nil {
-			fmt.Printf("error 「%v」 at a path 「%q」\n", errX, pathX)
+			glogger.Errorf("error 「%v」 at a path 「%q」\n", errX, pathX)
 			return errX
 		}
 		pathX = pathX[len(base):]
@@ -393,7 +440,7 @@ func FetchIndexKeys(base string) []string {
 	err := filepath.Walk(base, ff)
 
 	if err != nil {
-		fmt.Printf("error walking the path %q: %v\n", base, err)
+		glogger.Errorf("error walking the path %q: %v\n", base, err)
 	}
 	return directory
 }
@@ -405,7 +452,7 @@ func FetchRowkeys(base string) []string {
 
 		// first thing to do, check error. and decide what to do about it
 		if errX != nil {
-			fmt.Printf("error 「%v」 at a path 「%q」\n", errX, pathX)
+			glogger.Errorf("error 「%v」 at a path 「%q」\n", errX, pathX)
 			return errX
 		}
 		pathX = pathX[len(base):]
@@ -427,7 +474,7 @@ func FetchRowkeys(base string) []string {
 	err := filepath.Walk(base, ff)
 
 	if err != nil {
-		fmt.Printf("error walking the path %q: %v\n", base, err)
+		glogger.Errorf("error walking the path %q: %v\n", base, err)
 	}
 	return directory
 }
diff --git a/cmd/roaring-migrate/main_test.go b/cmd/roaring-migrate/main_test.go
new file mode 100644
index 000000000..8f452c178
--- /dev/null
+++ b/cmd/roaring-migrate/main_test.go
@@ -0,0 +1,56 @@
+package main
+
+import (
+	"io/ioutil"
+	"os"
+	"testing"
+)
+
+func TestFileExists(t *testing.T) {
+	fileName := "missing"
+	if x, _ := fileExists(fileName); x {
+		t.Fatalf("file %v doesn't exist", fileName)
+	}
+	file, err := os.Create(fileName)
+	if err != nil {
+		t.Fatal(err)
+	}
+	file.Close()
+
+	if x, _ := fileExists(fileName); !x {
+		t.Fatalf("file %v doesn't exist", fileName)
+	}
+
+	t.Cleanup(func() {
+		os.Remove(fileName)
+	})
+}
+
+func TestMainProgram(t *testing.T) {
+	os.Args = []string{"roaring-migrate",
+		"--verbose",
+	}
+	if realMain() == 0 {
+		t.Fatal("should fail and it succeeded")
+	}
+	os.Args = []string{"roaring-migrate",
+		"--verbose",
+	}
+	if realMain() == 0 {
+		t.Fatal("should fail and it succeeded")
+	}
+	dir, err := ioutil.TempDir("", "backup")
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer os.RemoveAll(dir) // clean up
+	os.Args = []string{"roaring-migrate",
+		"--verbose=true",
+		"--data-dir=testdata/data-dir/",
+		"--backup-dir=" + dir,
+	}
+	if realMain() == 1 {
+		t.Fatal("shouldn't fail")
+	}
+
+}
diff --git a/cmd/roaring-migrate/testdata/data-dir/.id b/cmd/roaring-migrate/testdata/data-dir/.id
new file mode 100644
index 000000000..8b78590a2
--- /dev/null
+++ b/cmd/roaring-migrate/testdata/data-dir/.id
@@ -0,0 +1 @@
+6fc20f49-edf3-4211-8f6d-c670258ee6ea
\ No newline at end of file
diff --git a/cmd/roaring-migrate/testdata/data-dir/.startup.log b/cmd/roaring-migrate/testdata/data-dir/.startup.log
new file mode 100644
index 000000000..704761102
--- /dev/null
+++ b/cmd/roaring-migrate/testdata/data-dir/.startup.log
@@ -0,0 +1 @@
+2022-02-14T11:49:34.20065623-06:00	v2.7.0
diff --git a/cmd/roaring-migrate/testdata/data-dir/.topology b/cmd/roaring-migrate/testdata/data-dir/.topology
new file mode 100644
index 000000000..c434c3203
--- /dev/null
+++ b/cmd/roaring-migrate/testdata/data-dir/.topology
@@ -0,0 +1,2 @@
+
+$a317bd70-60ed-4723-99fa-3067563a708e$6fc20f49-edf3-4211-8f6d-c670258ee6ea
\ No newline at end of file
diff --git a/cmd/roaring-migrate/testdata/data-dir/idalloc.db b/cmd/roaring-migrate/testdata/data-dir/idalloc.db
new file mode 100644
index 000000000..e449c2898
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diff --git a/cmd/roaring-migrate/testdata/data-dir/repository/.data b/cmd/roaring-migrate/testdata/data-dir/repository/.data
new file mode 100644
index 000000000..efe3a38f1
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diff --git a/cmd/roaring-migrate/testdata/data-dir/repository/.meta b/cmd/roaring-migrate/testdata/data-dir/repository/.meta
new file mode 100644
index 000000000..af4e17a1c
--- /dev/null
+++ b/cmd/roaring-migrate/testdata/data-dir/repository/.meta
@@ -0,0 +1 @@
+
 

\ No newline at end of file
diff --git a/cmd/roaring-migrate/testdata/data-dir/repository/_exists/.data b/cmd/roaring-migrate/testdata/data-dir/repository/_exists/.data
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diff --git a/cmd/roaring-migrate/testdata/data-dir/repository/_exists/views/standard/fragments/222 b/cmd/roaring-migrate/testdata/data-dir/repository/_exists/views/standard/fragments/222
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diff --git a/cmd/roaring-migrate/testdata/data-dir/repository/language/views/standard/fragments/222 b/cmd/roaring-migrate/testdata/data-dir/repository/language/views/standard/fragments/222
new file mode 100644
index 000000000..f854440ff
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diff --git a/cmd/roaring-migrate/testdata/data-dir/repository/language/views/standard/fragments/222.cache b/cmd/roaring-migrate/testdata/data-dir/repository/language/views/standard/fragments/222.cache
new file mode 100644
index 000000000..160742634
--- /dev/null
+++ b/cmd/roaring-migrate/testdata/data-dir/repository/language/views/standard/fragments/222.cache
@@ -0,0 +1,2 @@
+
+


\ No newline at end of file
diff --git a/cmd/roaring-migrate/testdata/data-dir/repository/stargazer/.data b/cmd/roaring-migrate/testdata/data-dir/repository/stargazer/.data
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diff --git a/ctl/server.go b/ctl/server.go
index 2d8de2df2..497c0087c 100644
--- a/ctl/server.go
+++ b/ctl/server.go
@@ -90,15 +90,9 @@ func BuildServerFlags(cmd *cobra.Command, srv *server.Command) {
 	flags.Uint16Var(&srv.Config.Postgres.ConnectionLimit, "postgres.connection-limit", srv.Config.Postgres.ConnectionLimit, "Maximum number of simultaneous postgres connections to allow. (set 0 to disable)")
 	flags.Uint16Var(&srv.Config.Postgres.SqlVersion, "postgres.sql-version", srv.Config.Postgres.SqlVersion, "Molecula Sql Handling Version (default 1)")
 
-	// Disk and Memory usage cache for ui/usage endpoint
-	flags.Float64Var(&srv.Config.UsageDutyCycle, "usage-duty-cycle", srv.Config.UsageDutyCycle, "Sets the percentage of time that is spent recalculating the disk and memory usage cache. 100.0 for always-running, 0 disables the cache and the /ui/usage endpoint.")
-
 	// Future flags.
 	flags.BoolVar(&srv.Config.Future.Rename, "future.rename", false, "Present application name as FeatureBase. Defaults to false, will default to true in an upcoming release.")
 
-	// Toggle /schema/details endpoint.
-	flags.BoolVar(&srv.Config.SchemaDetailsOn, "schema-details-on", true, "Disable /schema/details endpoint")
-
 	// OAuth2.0 identity provider configuration
 	flags.BoolVar(&srv.Config.Auth.Enable, "auth.enable", false, "Enable AuthN/AuthZ of featurebase, disabled by default.")
 	flags.StringVar(&srv.Config.Auth.ClientId, "auth.client-id", srv.Config.Auth.ClientId, "Identity Provider's Application/Client ID.")
diff --git a/delete_test.go b/delete_test.go
index df977513b..62d39a789 100644
--- a/delete_test.go
+++ b/delete_test.go
@@ -8,7 +8,8 @@ import (
 	"testing"
 	"time"
 
-	"github.com/molecula/featurebase/v3"
+	pilosa "github.com/molecula/featurebase/v3"
+	"github.com/molecula/featurebase/v3/disco"
 	"github.com/molecula/featurebase/v3/test"
 	"github.com/stretchr/testify/require"
 )
@@ -33,7 +34,7 @@ func TestExecutor_DeleteRecords(t *testing.T) {
 			{ID: 0, Val: 4},
 			{ID: 2, Val: 8},
 		})
-		c.CreateField(t, indexName, pilosa.IndexOptions{TrackExistence: true}, "timefield", pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH")))
+		c.CreateField(t, indexName, pilosa.IndexOptions{TrackExistence: true}, "timefield", pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH"), "0"))
 		c.ImportBitsWithTimestamp(t, indexName, "timefield", [][2]uint64{
 			{0, 0},
 			{0, 1},
@@ -49,9 +50,24 @@ func TestExecutor_DeleteRecords(t *testing.T) {
 		})
 
 	}
+	setupBig := func(t *testing.T, r *require.Assertions, c *test.Cluster, Rows uint64) {
+		t.Helper()
+		fieldName := "setfield"
+		c.CreateField(t, indexName, pilosa.IndexOptions{TrackExistence: true}, fieldName)
+		rows := make([][2]uint64, ShardWidth*Rows)
+		for columnID := uint64(0); columnID < ShardWidth; columnID++ {
+			for rowID := uint64(0); rowID < Rows; rowID++ {
+				if rowID == 0 || (columnID%rowID+1) != 0 {
+					rows[rowID] = [2]uint64{rowID, columnID}
+				}
+			}
+		}
+		c.ImportBits(t, indexName, "setfield", rows)
+	}
+
 	setupKeys := func(t *testing.T, r *require.Assertions, c *test.Cluster) {
 		t.Helper()
-		c.CreateField(t, indexName, pilosa.IndexOptions{Keys: true, TrackExistence: true}, "timefield", pilosa.OptFieldKeys(), pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH")))
+		c.CreateField(t, indexName, pilosa.IndexOptions{Keys: true, TrackExistence: true}, "timefield", pilosa.OptFieldKeys(), pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH"), "0"))
 		c.ImportTimeQuantumKey(t, indexName, "timefield", []test.TimeQuantumKey{
 			{RowKey: "fish", ColKey: "one", Ts: time.Date(2019, time.January, 2, 17, 45, 0, 0, time.UTC).Unix()},
 			{RowKey: "fish", ColKey: "one", Ts: time.Date(2020, time.January, 2, 17, 45, 0, 0, time.UTC).Unix()},
@@ -131,6 +147,12 @@ func TestExecutor_DeleteRecords(t *testing.T) {
 			m = resp.Results[0].(pilosa.ExtractedTable)
 			after := convertKey(m.Columns)
 			require.Equal([]string{"B", "C", "D", "two"}, after, "these keyed records after delete")
+			//validate that column keys got deleted
+			node := c.GetNode(0)
+			keys := []string{"A", "one"}
+			res, err := node.API.FindIndexKeys(context.Background(), indexName, keys...)
+			require.Nil(err)
+			require.Empty(res)
 		})
 		t.Run("Delete Row", func(t *testing.T) {
 			setup(t, require, c)
@@ -200,8 +222,33 @@ func TestExecutor_DeleteRecords(t *testing.T) {
 			require.Equal([]uint64{0, 1}, after, "these records should be remaining")
 		})
 	})
+	t.Run("DeleteRecordsBigWithRestart", func(t *testing.T) {
+		c := test.MustNewCluster(t, 1)
+		for _, n := range c.Nodes {
+			n.Config.Cluster.ReplicaN = 1
+		}
+		err := c.Start()
+		defer c.Close()
+		require.NoError(err, "Start cluster DeleteRecordsBig")
+		setupBig(t, require, c, 16)
+		defer tearDown(t, require, c)
+		node := c.GetNode(0)
+		resp := c.Query(t, indexName, `Delete(Row(setfield=12))`)
+		require.NotNil(resp, "Response should not be nil")
+		require.NotEmpty(resp.Results)
+		require.Equal(true, resp.Results[0], "Change should have happened")
+		resp = c.Query(t, indexName, `Count(Row(setfield=12))`)
+		require.NotNil(resp, "Response should not be nil")
+		require.NotEmpty(resp.Results)
+		require.Equal(uint64(0), resp.Results[0], "Should have removed")
+		err = node.Reopen()
+		require.NoError(err, "restart cluster DeleteRecordsBig")
+		err = c.AwaitState(disco.ClusterStateNormal, 10*time.Second)
+		require.NoError(err, "backToNormal")
 
+	})
 }
+
 func convert(before []pilosa.ExtractedTableColumn) []uint64 {
 	result := make([]uint64, 0)
 	for _, i := range before {
diff --git a/encoding/proto/proto.go b/encoding/proto/proto.go
index b9f826938..d0e894cfe 100644
--- a/encoding/proto/proto.go
+++ b/encoding/proto/proto.go
@@ -669,6 +669,7 @@ func (s Serializer) encodeFieldOptions(o *pilosa.FieldOptions) *pb.FieldOptions
 		Scale:        o.Scale,
 		BitDepth:     uint64(o.BitDepth),
 		TimeQuantum:  string(o.TimeQuantum),
+		Ttl:          o.Ttl.String(),
 		TimeUnit:     string(o.TimeUnit),
 		Keys:         o.Keys,
 		ForeignIndex: o.ForeignIndex,
@@ -1072,6 +1073,11 @@ func (s Serializer) decodeFieldOptions(options *pb.FieldOptions, m *pilosa.Field
 	m.Scale = options.Scale
 	m.BitDepth = uint64(options.BitDepth)
 	m.TimeQuantum = pilosa.TimeQuantum(options.TimeQuantum)
+	ttlValue, err := time.ParseDuration(options.Ttl)
+	if err != nil {
+		ttlValue = 0
+	}
+	m.Ttl = ttlValue
 	m.TimeUnit = options.TimeUnit
 	m.Keys = options.Keys
 	m.ForeignIndex = options.ForeignIndex
diff --git a/executor.go b/executor.go
index 232c1984c..136753a65 100644
--- a/executor.go
+++ b/executor.go
@@ -1529,6 +1529,8 @@ func (e *executor) executeDistinctShard(ctx context.Context, qcx *Qcx, index str
 			Index: index,
 			Field: fieldName,
 		}
+	} else if field.Options().Type == FieldTypeTimestamp {
+		result = DistinctTimestamp{Name: fieldName}
 	} else {
 		result = SignedRow{}
 	}
@@ -1564,11 +1566,19 @@ func (e *executor) executeDistinctShard(ctx context.Context, qcx *Qcx, index str
 		if err != nil {
 			return nil, err
 		}
-		results := make([]string, len(r.Pos.Columns()))
-		for i, val := range r.Pos.Columns() {
+		// If we have a filter, or there's just no content for this shard, we
+		// can end up with empty results. Rather than trying to synthesize
+		// a result from this empty set, we just go ahead and use that.
+		if r.Pos == nil {
+			return result, nil
+		}
+		cols := r.Pos.Columns()
+		results := make([]string, len(cols))
+		for i, val := range cols {
 			results[i] = FormatTimestampNano(int64(val), bsig.Base, field.options.TimeUnit)
 		}
-		return DistinctTimestamp{Name: fieldName, Values: results}, nil
+		result = DistinctTimestamp{Name: fieldName, Values: results}
+		return result, nil
 	}
 	return executeDistinctShardBSI(ctx, qcx, idx, fieldName, shard, bsig, filterBitmap)
 }
@@ -5725,7 +5735,7 @@ loop:
 				continue loop
 			}
 		}
-		return nil, errors.Wrapf(errShardUnavailable, "%s:%d:%v:%v", index, shard, shards, nodes)
+		return nil, errors.Wrapf(errShardUnavailable, "%s:%d:%v", index, shard, nodes)
 	}
 	return m, nil
 }
@@ -6721,6 +6731,17 @@ func (e *executor) translateCall(c *pql.Call, index string, columnKeys map[strin
 				}
 			}
 		}
+
+		// Check if "like" argument is applied to keyed fields.
+		if _, found := c.Args["like"].(string); found {
+			fieldName, err := c.FirstStringArg("_field", "field")
+			if err != nil || fieldName == "" {
+				return nil, fmt.Errorf("cannot read field name for Rows call")
+			}
+			if !idx.Field(fieldName).options.Keys {
+				return nil, fmt.Errorf("'%s' is not a set/mutex/time field with a string key", fieldName)
+			}
+		}
 	}
 
 	// Translate child calls.
@@ -8242,70 +8263,128 @@ func (e *executor) executeDeleteRecords(ctx context.Context, qcx *Qcx, index str
 	return n, nil
 }
 
-func (e *executor) executeDeleteRecordFromShard(ctx context.Context, qcx *Qcx, index string, c *pql.Call, shard uint64) (bool, error) {
+func transactExistRow(ctx context.Context, idx *Index, shard uint64, frag *fragment, src *Row) (uint64, error) {
+	tx := idx.Txf().NewTx(Txo{Write: writable, Index: idx, Shard: shard})
+	rows, err := frag.rows(ctx, tx, 1)
+	if err != nil {
+		tx.Rollback()
+		return 0, err
 
+	}
+	rowID := uint64(len(rows) + 1)
+	_, err = frag.setRow(tx, src, rowID)
+	if err != nil {
+		tx.Rollback()
+		return 0, err
+	}
+	return rowID, tx.Commit()
+}
+func (e *executor) executeDeleteRecordFromShard(ctx context.Context, qcx *Qcx, index string, c *pql.Call, shard uint64) (changed bool, err error) {
 	span, _ := tracing.StartSpanFromContext(ctx, "Executor.executeDeleteRecordFromShard")
 	defer span.Finish()
 	//need to build the bitmap in the call
 	child := c.Children[0]
-	row, err := e.executeBitmapCallShard(ctx, qcx, index, child, shard)
-	if err != nil {
-		return false, err
+	src, er := e.executeBitmapCallShard(ctx, qcx, index, child, shard)
+	if er != nil {
+		err = er
+		return
 	}
-	if len(row.segments) == 0 { //nothing to remove
+	if len(src.segments) == 0 { //nothing to remove
+		return
+	}
+	columns := src.segments[0].data //should only be one segment
+	if columns.Count() == 0 {
+		return
+	}
+	// Fetch index.
+	idx := e.Holder.Index(index)
+	if idx == nil {
+		err = newNotFoundError(ErrIndexNotFound, index)
+		return
+	}
+
+	return DeleteRowsWithFlow(ctx, src, idx, shard, true)
+}
+
+func DeleteRows(ctx context.Context, src *Row, idx *Index, shard uint64) (bool, error) {
+	return DeleteRowsWithFlow(ctx, src, idx, shard, false)
+}
+func DeleteRowsWithFlow(ctx context.Context, src *Row, idx *Index, shard uint64, normalFlow bool) (bool, error) {
+	var existenceFragment *fragment
+	var deletedRowID uint64
+	var commitor Commitor = &NopCommitor{}
+	var err error
+	if len(src.segments) == 0 { //nothing to remove
 		return false, nil
 	}
-	columns := row.segments[0].data //should only be one segment
+	columns := src.segments[0].data //should only be one segment
 	if columns.Count() == 0 {
 		return false, nil
 	}
 
-	// Fetch index.
-	idx := e.Holder.Index(index)
-	if idx == nil {
-		return false, newNotFoundError(ErrIndexNotFound, index)
-	}
-
-	columnIDs := make([]uint64, 0)
-	none := make([]uint64, 0) // no bits will be set
-
-	tx, finisher, err := qcx.GetTx(Txo{Write: writable, Index: idx, Shard: shard})
-	if err != nil {
-		return false, err
-	}
-	defer finisher(&err)
-	changed := false
-	colCounts := make([]int, 0)
-	toClear := columnIDs[:0]
-	rowSet := make(map[uint64]struct{})
-	callback := func(pos uint64) error {
-		toClear = append(toClear, pos)
-		rowID := pos / ShardWidth
-		rowSet[rowID] = struct{}{}
-		return nil
-	}
-	findExisting := roaring.NewBitmapBitmapFilter(columns, callback)
-
-	clearFragment := func(frag *fragment) (bool, error) {
-		// re-zero these
-		toClear = columnIDs[:0]
-		rowSet = make(map[uint64]struct{})
-
-		err = tx.ApplyFilter(frag.index(), frag.field(), frag.view(), frag.shard, 0, findExisting)
+	if idx.Keys() {
+		//store columns in exits field ToBeDelete row commited
+		if normalFlow { // normalFlow is the standard path, "not normal" is recoverory
+			existenceFragment = idx.Holder().fragment(idx.Name(), existenceFieldName, viewStandard, shard)
+			if existenceFragment == nil {
+				//no exists field
+				return false, errors.New("can't bulk delete without existence field")
+			}
+			deletedRowID, err = transactExistRow(ctx, idx, shard, existenceFragment, src)
+		}
+		commitor, err = deleteKeyTranslation(ctx, idx, shard, columns)
 		if err != nil {
 			return false, err
 		}
-		colCounts = append(colCounts, len(toClear))
-		// this will be the remove part
-		if len(toClear) > 0 {
-			err = frag.importPositions(tx, none, toClear, rowSet)
-			if err != nil {
-				return false, err
-			}
-			return true, nil
-		}
-		return false, nil
 	}
+	writeTx := idx.Txf().NewTx(Txo{Write: writable, Index: idx, Shard: shard})
+	if err != nil {
+		return false, err
+	}
+	defer writeTx.Rollback()
+	changed := false
+	defer func() {
+		//if there is an error on the bit clearing rollback the keys
+		if err != nil {
+			changed = false
+			commitor.Rollback()
+			return
+		}
+		// if there is an error in the key commit, then rollback the delete
+		// write records before keys to remove possiblity of unmatch keys=records
+		err = writeTx.Commit()
+		if err != nil {
+			changed = false
+			commitor.Rollback()
+			return
+		}
+		if er := commitor.Commit(); er != nil {
+			err = er
+		}
+		if err != nil {
+			idx.Holder().Logger.Errorf("problems committing delete in rbf %v shard %v", err, shard)
+		}
+
+	}()
+	findExisting := roaring.NewBitmapBitmapFilter(columns, func(p uint64) error { return nil })
+	resChan := make(chan countResults)
+	clearFragment := func(frag *fragment) (bool, error) {
+		posChan := make(chan uint64, 8192)
+		findExisting.SetCallback(func(pos uint64) error {
+			posChan <- pos
+			return nil
+		})
+		go writeTx.RemoveChannel(frag.index(), frag.field(), frag.view(), frag.shard, posChan, resChan)
+
+		err = writeTx.ApplyFilter(frag.index(), frag.field(), frag.view(), frag.shard, 0, findExisting)
+		close(posChan)
+		if err != nil {
+			return false, err
+		}
+		r := <-resChan
+		return r.changeCount > 0, r.err
+	}
+
 	for _, field := range idx.Fields() {
 		for _, view := range field.views() {
 
@@ -8320,7 +8399,44 @@ func (e *executor) executeDeleteRecordFromShard(ctx context.Context, qcx *Qcx, i
 			if c {
 				changed = true
 			}
+
+		}
+	}
+	close(resChan)
+	if existenceFragment != nil { //a string keys have been deleted and the deleteRow was created
+		if normalFlow {
+			existenceFragment.clearRow(writeTx, deletedRowID)
+		} else {
+			// this is if we are recovering from failure and cleaning up
+			rows, err := existenceFragment.rows(ctx, writeTx, 1)
+			if err != nil {
+				return false, err
+			}
+			for _, rowId := range rows {
+				existenceFragment.clearRow(writeTx, rowId)
+			}
 		}
 	}
 	return changed, nil
 }
+
+type Commitor interface {
+	Rollback()
+	Commit() error
+}
+type NopCommitor struct {
+}
+
+func (c *NopCommitor) Rollback() {
+
+}
+func (c *NopCommitor) Commit() error {
+	return nil
+}
+
+func deleteKeyTranslation(ctx context.Context, idx *Index, shard uint64, records *roaring.Bitmap) (Commitor, error) {
+	// ShardToShardParition ...
+	paritionID := topology.ShardToShardPartition(idx.name, shard, idx.holder.partitionN)
+
+	return idx.TranslateStore(paritionID).Delete(records)
+}
diff --git a/executor_internal_test.go b/executor_internal_test.go
index 171cb2ae3..0fa10f44e 100644
--- a/executor_internal_test.go
+++ b/executor_internal_test.go
@@ -545,3 +545,54 @@ func TestDistinctTimestampUnion(t *testing.T) {
 		})
 	}
 }
+
+func TestExecutor_DeleteRows(t *testing.T) {
+	path, _ := testhook.TempDir(t, "pilosa-executor-")
+	holder := NewHolder(path, mustHolderConfig())
+	defer holder.Close()
+
+	if err := holder.Open(); err != nil {
+		t.Fatalf("opening holder: %v", err)
+	}
+
+	idx, err := holder.CreateIndex("i", IndexOptions{TrackExistence: true})
+	if err != nil {
+		t.Fatalf("creating index: %v", err)
+	}
+
+	f, err := idx.CreateField("f", OptFieldTypeDefault())
+	if err != nil {
+		t.Fatalf("creating field: %v", err)
+	}
+
+	shard := uint64(0)
+	tx := idx.holder.txf.NewTx(Txo{Write: writable, Index: idx, Shard: shard})
+	defer tx.Rollback()
+
+	if _, err = f.SetBit(tx, 1, 1, nil); err != nil {
+		t.Fatalf("setting bit: %v", err)
+	}
+
+	if err := tx.Commit(); err != nil {
+		t.Fatalf("failed to commit transaction: %v", err)
+	}
+
+	tx = idx.holder.txf.NewTx(Txo{Write: !writable, Index: idx, Shard: shard})
+	defer tx.Rollback()
+
+	row, err := f.Row(tx, 1)
+	if err != nil {
+		t.Fatalf("failed to read row: %v", err)
+	}
+
+	ctx := context.Background()
+	changed, err := DeleteRows(ctx, row, idx, shard)
+	if !changed || err != nil {
+		t.Fatalf("failed to delete row: %v", err)
+	}
+
+	changed, err = DeleteRows(ctx, row, idx, shard)
+	if changed {
+		t.Fatalf("expected delete to not clear bit but it did")
+	}
+}
diff --git a/executor_test.go b/executor_test.go
index f1da0402f..8064a2e5d 100644
--- a/executor_test.go
+++ b/executor_test.go
@@ -490,7 +490,7 @@ func TestExecutor(t *testing.T) {
 				`Row(f=1, from=1999-12-31T00:00, to=2002-01-01T03:00)`,
 			}
 			responses := runCallTest(c, t, writeQuery, readQueries,
-				nil, pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH")))
+				nil, pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH"), "0"))
 
 			t.Run("Standard", func(t *testing.T) {
 				if columns := responses[0].Results[0].(*pilosa.Row).Columns(); !reflect.DeepEqual(columns, []uint64{2, 3, 4, 5, 6, 7}) {
@@ -536,7 +536,7 @@ func TestExecutor(t *testing.T) {
 			}
 			responses := runCallTest(c, t, writeQuery, readQueries,
 				&pilosa.IndexOptions{Keys: true},
-				pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH")))
+				pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH"), "0"))
 
 			t.Run("Standard", func(t *testing.T) {
 				if keys := responses[0].Results[0].(*pilosa.Row).Keys; !reflect.DeepEqual(keys, []string{"six", "four", "five", "seven", "two", "three"}) {
@@ -570,7 +570,7 @@ func TestExecutor(t *testing.T) {
 			}
 			responses := runCallTest(c, t, writeQuery, readQueries,
 				nil,
-				pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH")),
+				pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH"), "0"),
 				pilosa.OptFieldKeys())
 
 			t.Run("Standard", func(t *testing.T) {
@@ -605,7 +605,7 @@ func TestExecutor(t *testing.T) {
 			}
 			responses := runCallTest(c, t, writeQuery, readQueries,
 				&pilosa.IndexOptions{Keys: true},
-				pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH")),
+				pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH"), "0"),
 				pilosa.OptFieldKeys())
 
 			t.Run("Standard", func(t *testing.T) {
@@ -639,7 +639,7 @@ func TestExecutor(t *testing.T) {
 				`Row(f=1, from=946598400, to=1009854000)`,
 			}
 			responses := runCallTest(c, t, writeQuery, readQueries,
-				nil, pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH")))
+				nil, pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH"), "0"))
 
 			t.Run("Standard", func(t *testing.T) {
 				if columns := responses[0].Results[0].(*pilosa.Row).Columns(); !reflect.DeepEqual(columns, []uint64{2, 3, 4, 5, 6, 7}) {
@@ -674,7 +674,7 @@ func TestExecutor(t *testing.T) {
 				`Range(f=1, from=1999-12-31T00:00, to=2002-01-01T03:00)`,
 			}
 			responses := runCallTest(c, t, writeQuery, readQueries,
-				nil, pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH")))
+				nil, pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH"), "0"))
 
 			t.Run("Standard", func(t *testing.T) {
 				if columns := responses[0].Results[0].(*pilosa.Row).Columns(); !reflect.DeepEqual(columns, []uint64{2, 3, 4, 5, 6, 7}) {
@@ -693,7 +693,7 @@ func TestExecutor(t *testing.T) {
 					`Range(f=1, 1999-12-31T00:00, 2002-01-01T03:00)`,
 				}
 				responses = runCallTest(c, t, writeQuery, rq2,
-					nil, pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH")))
+					nil, pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH"), "0"))
 				t.Run("OldRange", func(t *testing.T) {
 					if columns := responses[0].Results[0].(*pilosa.Row).Columns(); !reflect.DeepEqual(columns, []uint64{2, 3, 4, 5, 6, 7}) {
 						t.Fatalf("unexpected columns: %+v", columns)
@@ -721,7 +721,7 @@ func TestExecutor(t *testing.T) {
 			}
 			responses := runCallTest(c, t, writeQuery, readQueries,
 				&pilosa.IndexOptions{Keys: true},
-				pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH")))
+				pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH"), "0"))
 
 			t.Run("Standard", func(t *testing.T) {
 				if keys := responses[0].Results[0].(*pilosa.Row).Keys; !reflect.DeepEqual(keys, []string{"two", "three", "seven", "four", "five", "six"}) {
@@ -755,7 +755,7 @@ func TestExecutor(t *testing.T) {
 			}
 			responses := runCallTest(c, t, writeQuery, readQueries,
 				nil,
-				pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH")),
+				pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH"), "0"),
 				pilosa.OptFieldKeys())
 
 			t.Run("Standard", func(t *testing.T) {
@@ -790,7 +790,7 @@ func TestExecutor(t *testing.T) {
 			}
 			responses := runCallTest(c, t, writeQuery, readQueries,
 				&pilosa.IndexOptions{Keys: true},
-				pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH")),
+				pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH"), "0"),
 				pilosa.OptFieldKeys())
 
 			t.Run("Standard", func(t *testing.T) {
@@ -990,7 +990,7 @@ func TestExecutor(t *testing.T) {
 			}
 			responses := runCallTest(c, t, writeQuery, readQueries,
 				&pilosa.IndexOptions{TrackExistence: true},
-				pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMD")))
+				pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMD"), "0"))
 			if columns := responses[0].Results[0].(*pilosa.Row).Columns(); !reflect.DeepEqual(columns, []uint64{2, 3, 4, 5, 6, 7}) {
 				t.Fatalf("unexpected columns: %+v", columns)
 			}
@@ -1059,7 +1059,7 @@ func TestExecutor(t *testing.T) {
 		}
 
 		responses := runCallTest(c, t, writeQuery, readQueries,
-			nil, pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMD"), true))
+			nil, pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMD"), "0", true))
 
 		for i := range responses {
 			t.Run(fmt.Sprintf("response-%d", i), func(t *testing.T) {
@@ -1730,7 +1730,7 @@ func TestExecutor_Execute_TopK_Time(t *testing.T) {
 	defer c.Close()
 
 	// Load some test data into a time field.
-	c.CreateField(t, "i", pilosa.IndexOptions{TrackExistence: true}, "f", pilosa.OptFieldTypeTime("YMD", true))
+	c.CreateField(t, "i", pilosa.IndexOptions{TrackExistence: true}, "f", pilosa.OptFieldTypeTime("YMD", "0", true))
 	c.Query(t, "i", `
 		Set(0, f=0, 2016-01-02T00:00)
 		Set(0, f=1, 2016-01-02T00:00)
@@ -3413,7 +3413,7 @@ func TestExecutor_Execute_Remote_Row(t *testing.T) {
 	})
 
 	t.Run("remote with timestamp", func(t *testing.T) {
-		_, err = c.GetPrimary().API.CreateField(context.Background(), "i", "z", pilosa.OptFieldTypeTime("Y"))
+		_, err = c.GetPrimary().API.CreateField(context.Background(), "i", "z", pilosa.OptFieldTypeTime("Y", "0"))
 		if err != nil {
 			t.Fatalf("creating field: %v", err)
 		}
@@ -3746,7 +3746,7 @@ func TestExecutor_Time_Clear_Quantums(t *testing.T) {
 			indexName := strings.ToLower(string(tt.quantum))
 			index := hldr.MustCreateIndexIfNotExists(indexName, pilosa.IndexOptions{})
 			// Create field.
-			if _, err := index.CreateFieldIfNotExists("f", pilosa.OptFieldTypeTime(tt.quantum)); err != nil {
+			if _, err := index.CreateFieldIfNotExists("f", pilosa.OptFieldTypeTime(tt.quantum, "0")); err != nil {
 				t.Fatal(err)
 			}
 			// Populate
@@ -4691,14 +4691,14 @@ func TestExecutor_Execute_Extract(t *testing.T) {
 		Set(3, keymutex="plugh")
 	`)
 
-	c.CreateField(t, "i", pilosa.IndexOptions{TrackExistence: true}, "time", pilosa.OptFieldTypeTime("YMDH"))
+	c.CreateField(t, "i", pilosa.IndexOptions{TrackExistence: true}, "time", pilosa.OptFieldTypeTime("YMDH", "0"))
 	c.Query(t, "i", `
 		Set(0, time=1, 2016-01-01T00:00)
 		Set(1, time=2, 2017-01-01T00:00)
 		Set(3, time=3, 2018-01-01T00:00)
 	`)
 
-	c.CreateField(t, "i", pilosa.IndexOptions{TrackExistence: true}, "keytime", pilosa.OptFieldKeys(), pilosa.OptFieldTypeTime("YMDH"))
+	c.CreateField(t, "i", pilosa.IndexOptions{TrackExistence: true}, "keytime", pilosa.OptFieldKeys(), pilosa.OptFieldTypeTime("YMDH", "0"))
 	c.Query(t, "i", `
 		Set(0, keytime="h", 2016-01-01T00:00)
 		Set(1, keytime="xyzzy", 2017-01-01T00:00)
@@ -5087,7 +5087,7 @@ func TestExecutor_Execute_RowsTime(t *testing.T) {
 func TestExecutor_Execute_RowsTimeEmpty(t *testing.T) {
 	c := test.MustRunCluster(t, 1)
 	defer c.Close()
-	c.CreateField(t, "i", pilosa.IndexOptions{}, "x", pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMD"), true))
+	c.CreateField(t, "i", pilosa.IndexOptions{}, "x", pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMD"), "0", true))
 	rows := c.Query(t, "i", `Rows(x, from=1999-12-31T00:00, to=2002-01-01T03:00)`).Results[0].(pilosa.RowIdentifiers).Rows
 	if !reflect.DeepEqual(rows, []uint64{}) {
 		t.Fatalf("unexpected rows: %+v", rows)
@@ -5452,6 +5452,11 @@ func TestExecutor_Execute_Rows_Keys(t *testing.T) {
 		t.Fatalf("creating field: %v", err)
 	}
 
+	_, err = c.GetNode(0).API.CreateField(context.Background(), "i", "f_id")
+	if err != nil {
+		t.Fatalf("creating field: %v", err)
+	}
+
 	// setup some data. 10 bits in each of shards 0 through 9. starting at
 	// row/col shardNum and progressing to row/col shardNum+10. Also set the
 	// previous 2 for each bit if row >0.
@@ -5474,8 +5479,9 @@ func TestExecutor_Execute_Rows_Keys(t *testing.T) {
 	}
 
 	tests := []struct {
-		q   string
-		exp []string
+		q      string
+		exp    []string
+		expErr string
 	}{
 		{
 			q:   `Rows(f)`,
@@ -5557,13 +5563,26 @@ func TestExecutor_Execute_Rows_Keys(t *testing.T) {
 			q:   `Rows(f, like="__")`,
 			exp: []string{"10", "11", "12", "13", "14", "15", "16", "17", "18"},
 		},
+		{
+			q:      `Rows(f_id, like=7)`,
+			expErr: "parsing:",
+		},
+		{
+			q:      `Rows(f_id, like="__")`,
+			expErr: "executing: translating call:",
+		},
 	}
 
 	for i, test := range tests {
 		t.Run(fmt.Sprintf("#%d_%s", i, test.q), func(t *testing.T) {
 			if res, err := c.GetNode(0).API.Query(context.Background(), &pilosa.QueryRequest{Index: "i", Query: test.q}); err != nil {
-				t.Fatal(err)
+				if !strings.HasPrefix(err.Error(), test.expErr) {
+					t.Fatal(err)
+				}
 			} else {
+				if test.expErr != "" {
+					t.Fatalf("got success, expected error similar to: %+v", test.expErr)
+				}
 				rows := res.Results[0].(pilosa.RowIdentifiers)
 				if !reflect.DeepEqual(rows.Keys, test.exp) {
 					t.Fatalf("\ngot: %+v\nexp: %+v", rows.Keys, test.exp)
@@ -6789,13 +6808,16 @@ func variousQueriesCountDistinctTimestamp(t *testing.T, c *test.Cluster) {
 
 	// create an index and timestamp field
 	c.CreateField(t, index, pilosa.IndexOptions{TrackExistence: true}, field, pilosa.OptFieldTypeTimestamp(time.Unix(0, 0), "s"))
+	c.CreateField(t, index, pilosa.IndexOptions{TrackExistence: true}, "set")
 
 	// add some data
 	data := []string{"2010-01-02T12:32:00Z", "2010-04-20T12:32:00Z", "2011-04-20T12:59:00Z", "2011-04-20T12:40:00Z", "2011-04-20T12:32:00Z"}
 
 	for i, datum := range data {
-		c.Query(t, index, fmt.Sprintf("Set(%d, ts=\"%s\")", i*(1<<20), datum))
+		c.Query(t, index, fmt.Sprintf("Set(%d, ts=\"%s\")", i*ShardWidth, datum))
 	}
+	// set something in shard 8 so there's a shard present with no timestamp data
+	c.Query(t, index, fmt.Sprintf("Set(%d, set=0)", 8*ShardWidth))
 
 	// query the Count of Distinct vals in field ts
 	count := c.Query(t, index, "Count(Distinct(field=ts))").Results[0]
@@ -6803,6 +6825,13 @@ func variousQueriesCountDistinctTimestamp(t *testing.T, c *test.Cluster) {
 		t.Fatalf("expected %v got %v", len(data), count)
 	}
 
+	// query the ones that are in or after 2011, expecting 3. this helps us
+	// hit an edge case that only happens if you have no data *because of
+	// a filter*.
+	count = c.Query(t, index, "Count(Distinct(Row(ts > \"2011-01-01T00:00:00Z\"), field=ts))").Results[0]
+	if count != uint64(3) {
+		t.Fatalf("expected %v got %v", 3, count)
+	}
 }
 
 // Ensure that a top-level, bare distinct on multiple nodes
@@ -7327,7 +7356,7 @@ func variousQueriesOnTimeFields(t *testing.T, c *test.Cluster) {
 	// generic index
 	// worth noting, since we are using YMDH resolution, both C4 & C5
 	// get binned to the same hour
-	c.CreateField(t, "t_index", pilosa.IndexOptions{Keys: true, TrackExistence: true}, "f1", pilosa.OptFieldKeys(), pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH")))
+	c.CreateField(t, "t_index", pilosa.IndexOptions{Keys: true, TrackExistence: true}, "f1", pilosa.OptFieldKeys(), pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH"), "0"))
 	c.ImportTimeQuantumKey(t, "t_index", "f1", []test.TimeQuantumKey{
 		// from edge cases
 		{ColKey: "C1", RowKey: "R1", Ts: ts(time.Date(2019, 1, 1, 0, 0, 0, 0, time.UTC))},
@@ -7343,7 +7372,7 @@ func variousQueriesOnTimeFields(t *testing.T, c *test.Cluster) {
 	})
 
 	// in this field, all columns have the same row value to simplify test queries for Row
-	c.CreateField(t, "t_index", pilosa.IndexOptions{Keys: true, TrackExistence: true}, "f2", pilosa.OptFieldKeys(), pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH")))
+	c.CreateField(t, "t_index", pilosa.IndexOptions{Keys: true, TrackExistence: true}, "f2", pilosa.OptFieldKeys(), pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH"), "0"))
 	c.ImportTimeQuantumKey(t, "t_index", "f2", []test.TimeQuantumKey{
 		// from
 		{ColKey: "C1", RowKey: "R", Ts: ts(time.Date(2019, 1, 1, 0, 0, 0, 0, time.UTC))},
@@ -7493,7 +7522,7 @@ func populateTestData(t *testing.T, c *test.Cluster) {
 	})
 
 	// Create and populate "places_visited" time field.
-	c.CreateField(t, usersIndex, pilosa.IndexOptions{Keys: true, TrackExistence: true}, "places_visited", pilosa.OptFieldKeys(), pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YM")))
+	c.CreateField(t, usersIndex, pilosa.IndexOptions{Keys: true, TrackExistence: true}, "places_visited", pilosa.OptFieldKeys(), pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YM"), "0"))
 	ts2019Jan01 := int64(1546300800) * 1e+9 // 2019 January 1st 0:00:00
 	ts2019Aug01 := int64(1564617600) * 1e+9 // 2019 August  1st 0:00:00
 	ts2020Jan01 := int64(1577836800) * 1e+9 // 2020 January 1st 0:00:00
diff --git a/field.go b/field.go
index 5beb2983a..228f18c8a 100644
--- a/field.go
+++ b/field.go
@@ -286,7 +286,7 @@ func OptFieldTypeDecimal(scale int64, minmax ...pql.Decimal) FieldOption {
 // used to specify the field as being type `time` and to
 // provide any respective configuration values.
 // Pass true to skip creation of the standard view.
-func OptFieldTypeTime(timeQuantum TimeQuantum, opt ...bool) FieldOption {
+func OptFieldTypeTime(timeQuantum TimeQuantum, ttl string, opt ...bool) FieldOption {
 	return func(fo *FieldOptions) error {
 		if fo.Type != "" {
 			return errors.Errorf("field type is already set to: %s", fo.Type)
@@ -296,6 +296,11 @@ func OptFieldTypeTime(timeQuantum TimeQuantum, opt ...bool) FieldOption {
 		}
 		fo.Type = FieldTypeTime
 		fo.TimeQuantum = timeQuantum
+		ttlParsed, err := time.ParseDuration(ttl)
+		if err != nil {
+			return errors.Errorf("cannot parse ttl: %s", ttl)
+		}
+		fo.Ttl = ttlParsed
 		fo.NoStandardView = len(opt) >= 1 && opt[0]
 		return nil
 	}
@@ -674,6 +679,11 @@ func (f *Field) ForeignIndex() string {
 	return f.options.ForeignIndex
 }
 
+// Ttl returns the ttl of the field.
+func (f *Field) Ttl() time.Duration {
+	return f.options.Ttl
+}
+
 func (f *Field) bitDepth() (uint64, error) {
 	var maxBitDepth uint64
 
@@ -763,6 +773,7 @@ func (f *Field) applyOptions(opt FieldOptions) error {
 		f.options.Base = 0
 		f.options.BitDepth = 0
 		f.options.TimeQuantum = ""
+		f.options.Ttl = 0
 		f.options.Keys = opt.Keys
 		f.options.ForeignIndex = opt.ForeignIndex
 	case FieldTypeInt, FieldTypeDecimal, FieldTypeTimestamp:
@@ -776,6 +787,7 @@ func (f *Field) applyOptions(opt FieldOptions) error {
 		f.options.BitDepth = opt.BitDepth
 		f.options.TimeUnit = opt.TimeUnit
 		f.options.TimeQuantum = ""
+		f.options.Ttl = 0
 		f.options.Keys = opt.Keys
 		f.options.ForeignIndex = opt.ForeignIndex
 
@@ -809,6 +821,7 @@ func (f *Field) applyOptions(opt FieldOptions) error {
 			return ErrInvalidTimeQuantum
 		}
 		f.options.TimeQuantum = opt.TimeQuantum
+		f.options.Ttl = opt.Ttl
 		f.options.ForeignIndex = opt.ForeignIndex
 	case FieldTypeBool:
 		f.options.Type = FieldTypeBool
@@ -819,6 +832,7 @@ func (f *Field) applyOptions(opt FieldOptions) error {
 		f.options.Base = 0
 		f.options.BitDepth = 0
 		f.options.TimeQuantum = ""
+		f.options.Ttl = 0
 		f.options.Keys = false
 		f.options.ForeignIndex = ""
 	default:
@@ -1831,19 +1845,20 @@ func (p fieldInfoSlice) Less(i, j int) bool { return p[i].Name < p[j].Name }
 
 // FieldOptions represents options to set when initializing a field.
 type FieldOptions struct {
-	Base           int64       `json:"base,omitempty"`
-	BitDepth       uint64      `json:"bitDepth,omitempty"`
-	Min            pql.Decimal `json:"min,omitempty"`
-	Max            pql.Decimal `json:"max,omitempty"`
-	Scale          int64       `json:"scale,omitempty"`
-	Keys           bool        `json:"keys"`
-	NoStandardView bool        `json:"noStandardView,omitempty"`
-	CacheSize      uint32      `json:"cacheSize,omitempty"`
-	CacheType      string      `json:"cacheType,omitempty"`
-	Type           string      `json:"type,omitempty"`
-	TimeUnit       string      `json:"timeUnit,omitempty"`
-	TimeQuantum    TimeQuantum `json:"timeQuantum,omitempty"`
-	ForeignIndex   string      `json:"foreignIndex"`
+	Base           int64         `json:"base,omitempty"`
+	BitDepth       uint64        `json:"bitDepth,omitempty"`
+	Min            pql.Decimal   `json:"min,omitempty"`
+	Max            pql.Decimal   `json:"max,omitempty"`
+	Scale          int64         `json:"scale,omitempty"`
+	Keys           bool          `json:"keys"`
+	NoStandardView bool          `json:"noStandardView,omitempty"`
+	CacheSize      uint32        `json:"cacheSize,omitempty"`
+	CacheType      string        `json:"cacheType,omitempty"`
+	Type           string        `json:"type,omitempty"`
+	TimeUnit       string        `json:"timeUnit,omitempty"`
+	TimeQuantum    TimeQuantum   `json:"timeQuantum,omitempty"`
+	ForeignIndex   string        `json:"foreignIndex"`
+	Ttl            time.Duration `json:"ttl,omitempty"`
 }
 
 // newFieldOptions returns a new instance of FieldOptions
@@ -1954,15 +1969,17 @@ func (o *FieldOptions) MarshalJSON() ([]byte, error) {
 		})
 	case FieldTypeTime:
 		return json.Marshal(struct {
-			Type           string      `json:"type"`
-			TimeQuantum    TimeQuantum `json:"timeQuantum"`
-			Keys           bool        `json:"keys"`
-			NoStandardView bool        `json:"noStandardView"`
+			Type           string        `json:"type"`
+			TimeQuantum    TimeQuantum   `json:"timeQuantum"`
+			Keys           bool          `json:"keys"`
+			NoStandardView bool          `json:"noStandardView"`
+			Ttl            time.Duration `json:"Ttl"`
 		}{
 			o.Type,
 			o.TimeQuantum,
 			o.Keys,
 			o.NoStandardView,
+			o.Ttl,
 		})
 	case FieldTypeMutex:
 		return json.Marshal(struct {
diff --git a/field_internal_test.go b/field_internal_test.go
index 98dea321b..5f0f7d013 100644
--- a/field_internal_test.go
+++ b/field_internal_test.go
@@ -343,7 +343,7 @@ func TestField_CreateViewIfNotExists(t *testing.T) {
 }
 
 func TestField_SetTimeQuantum(t *testing.T) {
-	f := OpenField(t, OptFieldTypeTime(TimeQuantum("YMDH")))
+	f := OpenField(t, OptFieldTypeTime(TimeQuantum("YMDH"), "0"))
 	defer f.Close()
 
 	// Retrieve time quantum.
@@ -360,7 +360,7 @@ func TestField_SetTimeQuantum(t *testing.T) {
 }
 
 func TestField_RowTime(t *testing.T) {
-	f := OpenField(t, OptFieldTypeTime(TimeQuantum("YMDH")))
+	f := OpenField(t, OptFieldTypeTime(TimeQuantum("YMDH"), "0"))
 	defer f.Close()
 
 	// Obtain transaction.
diff --git a/fragment.go b/fragment.go
index 54d68eed9..c02e24699 100644
--- a/fragment.go
+++ b/fragment.go
@@ -770,50 +770,31 @@ func (f *fragment) setValueBase(txOrig Tx, columnID uint64, bitDepth uint64, val
 // sum returns the sum of a given bsiGroup as well as the number of columns involved.
 // A bitmap can be passed in to optionally filter the computed columns.
 func (f *fragment) sum(tx Tx, filter *Row, bitDepth uint64) (sum int64, count uint64, err error) {
-	// Compute count based on the existence row.
-	consider, err := f.row(tx, bsiExistsBit)
-	if err != nil {
-		return sum, count, err
-	} else if filter != nil {
-		consider = consider.Intersect(filter)
-	}
-	count = consider.Count()
-
-	// Get negative set
-	nrow, err := f.row(tx, bsiSignBit)
-	if err != nil {
-		return sum, count, err
-	}
-
-	// Filter negative set
-	nrow = consider.Intersect(nrow)
-
-	// Get postive set
-	prow := consider.Difference(nrow)
-
-	// Compute the sum based on the bit count of each row multiplied by the
-	// place value of each row. For example, 10 bits in the 1's place plus
-	// 4 bits in the 2's place plus 3 bits in the 4's place equals a total
-	// sum of 30:
-	//
-	//   10*(2^0) + 4*(2^1) + 3*(2^2) = 30
-	//
-	// Execute once for positive numbers and once for negative. Subtract the
-	// negative sum from the positive sum.
-	for i := uint64(0); i < bitDepth; i++ {
-		row, err := f.row(tx, uint64(bsiOffsetBit+i))
-		if err != nil {
-			return sum, count, err
+	// If there's a provided filter, but it has no contents for this particular
+	// shard, we're done and can return early. If there's no provided filter,
+	// though, we want to run with no-filter, as opposed to an empty filter.
+	var filterData *roaring.Bitmap
+	if filter != nil {
+		for _, seg := range filter.segments {
+			if seg.shard == f.shard {
+				filterData = seg.data
+				break
+			}
 		}
-
-		psum := int64((1 << i) * row.intersectionCount(prow))
-		nsum := int64((1 << i) * row.intersectionCount(nrow))
-
-		// Squash to reduce the possibility of overflow.
-		sum += psum - nsum
+		// if filter is empty, we're done
+		if filterData == nil {
+			return 0, 0, nil
+		}
+	}
+	bsiFilt := roaring.NewBitmapBSICountFilter(filterData)
+	err = tx.ApplyFilter(f.index(), f.field(), f.view(), f.shard, 0, bsiFilt)
+	if err != nil && err != io.EOF {
+		return sum, count, errors.Wrap(err, "finding existing positions")
 	}
 
-	return sum, count, nil
+	c32, sum := bsiFilt.Total()
+
+	return sum, uint64(c32), nil
 }
 
 // min returns the min of a given bsiGroup as well as the number of columns involved.
diff --git a/fragment_internal_test.go b/fragment_internal_test.go
index 6fd803954..3beea99ec 100644
--- a/fragment_internal_test.go
+++ b/fragment_internal_test.go
@@ -1570,6 +1570,7 @@ func TestFragment_WriteTo_ReadFrom(t *testing.T) {
 	}
 	// make a read-only Tx after ReadFrom has committed.
 	tx = idx.holder.txf.NewTx(Txo{Write: !writable, Index: idx, Fragment: f1, Shard: f1.shard})
+	defer tx.Rollback()
 
 	// Verify cache is in other fragment.
 	if n := f1.cache.Len(); n != 1 {
diff --git a/go.mod b/go.mod
index 529f2a29d..4d1f6361d 100644
--- a/go.mod
+++ b/go.mod
@@ -54,11 +54,12 @@ require (
 	go.etcd.io/etcd v0.0.0-20201125193152-8a03d2e9614b
 	golang.org/x/crypto v0.0.0-20201217014255-9d1352758620 // indirect
 	golang.org/x/exp v0.0.0-20201008143054-e3b2a7f2fdc7
-	golang.org/x/mod v0.4.2
-	golang.org/x/net v0.0.0-20210805182204-aaa1db679c0d // indirect
+	golang.org/x/mod v0.5.1
+	golang.org/x/net v0.0.0-20211015210444-4f30a5c0130f // indirect
 	golang.org/x/oauth2 v0.0.0-20190604053449-0f29369cfe45
 	golang.org/x/sync v0.0.0-20210220032951-036812b2e83c
 	golang.org/x/sys v0.0.0-20220111092808-5a964db01320 // indirect
+	golang.org/x/text v0.3.7 // indirect
 	google.golang.org/grpc v1.28.0
 	gopkg.in/yaml.v2 v2.4.0
 	modernc.org/mathutil v1.0.0
diff --git a/go.sum b/go.sum
index 79fc9f1f6..c89a96884 100644
--- a/go.sum
+++ b/go.sum
@@ -444,8 +444,8 @@ golang.org/x/mod v0.1.1-0.20191105210325-c90efee705ee/go.mod h1:QqPTAvyqsEbceGzB
 golang.org/x/mod v0.2.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
 golang.org/x/mod v0.3.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
 golang.org/x/mod v0.3.1-0.20200828183125-ce943fd02449/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
-golang.org/x/mod v0.4.2 h1:Gz96sIWK3OalVv/I/qNygP42zyoKp3xptRVCWRFEBvo=
-golang.org/x/mod v0.4.2/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
+golang.org/x/mod v0.5.1 h1:OJxoQ/rynoF0dcCdI7cLPktw/hR2cueqYfjm43oqK38=
+golang.org/x/mod v0.5.1/go.mod h1:5OXOZSfqPIIbmVBIIKWRFfZjPR0E5r58TLhUjH0a2Ro=
 golang.org/x/net v0.0.0-20180724234803-3673e40ba225/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
 golang.org/x/net v0.0.0-20180826012351-8a410e7b638d/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
 golang.org/x/net v0.0.0-20181023162649-9b4f9f5ad519/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
@@ -465,8 +465,8 @@ golang.org/x/net v0.0.0-20190813141303-74dc4d7220e7/go.mod h1:z5CRVTTTmAJ677TzLL
 golang.org/x/net v0.0.0-20190827160401-ba9fcec4b297/go.mod h1:z5CRVTTTmAJ677TzLLGU+0bjPO0LkuOLi4/5GtJWs/s=
 golang.org/x/net v0.0.0-20200226121028-0de0cce0169b/go.mod h1:z5CRVTTTmAJ677TzLLGU+0bjPO0LkuOLi4/5GtJWs/s=
 golang.org/x/net v0.0.0-20201021035429-f5854403a974/go.mod h1:sp8m0HH+o8qH0wwXwYZr8TS3Oi6o0r6Gce1SSxlDquU=
-golang.org/x/net v0.0.0-20210805182204-aaa1db679c0d h1:20cMwl2fHAzkJMEA+8J4JgqBQcQGzbisXo31MIeenXI=
-golang.org/x/net v0.0.0-20210805182204-aaa1db679c0d/go.mod h1:9nx3DQGgdP8bBQD5qxJ1jj9UTztislL4KSBs9R2vV5Y=
+golang.org/x/net v0.0.0-20211015210444-4f30a5c0130f h1:OfiFi4JbukWwe3lzw+xunroH1mnC1e2Gy5cxNJApiSY=
+golang.org/x/net v0.0.0-20211015210444-4f30a5c0130f/go.mod h1:9nx3DQGgdP8bBQD5qxJ1jj9UTztislL4KSBs9R2vV5Y=
 golang.org/x/oauth2 v0.0.0-20180821212333-d2e6202438be/go.mod h1:N/0e6XlmueqKjAGxoOufVs8QHGRruUQn6yWY3a++T0U=
 golang.org/x/oauth2 v0.0.0-20190226205417-e64efc72b421/go.mod h1:gOpvHmFTYa4IltrdGE7lF6nIHvwfUNPOp7c8zoXwtLw=
 golang.org/x/oauth2 v0.0.0-20190604053449-0f29369cfe45 h1:SVwTIAaPC2U/AvvLNZ2a7OVsmBpC8L5BlwK1whH3hm0=
@@ -515,8 +515,9 @@ golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.1-0.20180807135948-17ff2d5776d2/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.2/go.mod h1:bEr9sfX3Q8Zfm5fL9x+3itogRgK3+ptLWKqgva+5dAk=
 golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
-golang.org/x/text v0.3.6 h1:aRYxNxv6iGQlyVaZmk6ZgYEDa+Jg18DxebPSrd6bg1M=
 golang.org/x/text v0.3.6/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
+golang.org/x/text v0.3.7 h1:olpwvP2KacW1ZWvsR7uQhoyTYvKAupfQrRGBFM352Gk=
+golang.org/x/text v0.3.7/go.mod h1:u+2+/6zg+i71rQMx5EYifcz6MCKuco9NR6JIITiCfzQ=
 golang.org/x/time v0.0.0-20180412165947-fbb02b2291d2/go.mod h1:tRJNPiyCQ0inRvYxbN9jk5I+vvW/OXSQhTDSoE431IQ=
 golang.org/x/time v0.0.0-20181108054448-85acf8d2951c/go.mod h1:tRJNPiyCQ0inRvYxbN9jk5I+vvW/OXSQhTDSoE431IQ=
 golang.org/x/time v0.0.0-20190308202827-9d24e82272b4 h1:SvFZT6jyqRaOeXpc5h/JSfZenJ2O330aBsf7JfSUXmQ=
diff --git a/hack.go b/hack.go
index 4f8a8a460..eb1f5787b 100644
--- a/hack.go
+++ b/hack.go
@@ -2,6 +2,8 @@
 package pilosa
 
 import (
+	"time"
+
 	"github.com/gogo/protobuf/proto"
 	"github.com/molecula/featurebase/v3/pb"
 	"github.com/molecula/featurebase/v3/pql"
@@ -57,6 +59,11 @@ func UnmarshalFieldOptions(name string, createdAt int64, buf []byte) (*FieldInfo
 	fi.Options.Base = pbi.Base
 	fi.Options.BitDepth = pbi.BitDepth
 	fi.Options.TimeQuantum = TimeQuantum(pbi.TimeQuantum)
+	ttlValue, err := time.ParseDuration(pbi.Ttl)
+	if err != nil {
+		ttlValue = 0
+	}
+	fi.Options.Ttl = ttlValue
 	fi.Options.Keys = pbi.Keys
 	fi.Options.NoStandardView = pbi.NoStandardView
 
diff --git a/holder.go b/holder.go
index db38a6db7..4e9030f40 100644
--- a/holder.go
+++ b/holder.go
@@ -287,6 +287,50 @@ func (h *Holder) IndexesPath() string {
 	return filepath.Join(h.path, IndexesDir)
 }
 
+// processDeleteInflight checks if deletion was in progress when server shutdown
+// the _exists field is set to row+1 when delete is started. Upon completion, the row is deleted.
+// if _exists>=1, we finish deleting the rows
+func (h *Holder) processDeleteInflight() error {
+	for _, index := range h.Indexes() {
+		if index.trackExistence {
+			shards := index.AvailableShards(includeRemote).Slice()
+
+			for _, shard := range shards {
+				inprocessRowIDs := NewRow()
+
+				frag := h.fragment(index.name, existenceFieldName, viewStandard, shard)
+				if frag == nil {
+					continue
+				}
+
+				tx := index.Txf().NewTx(Txo{Write: !writable, Index: index, Shard: shard})
+				defer tx.Rollback()
+
+				// filter rows based on having _exists>=1, which is used to flag delete in-flight
+				rows, err := frag.rows(context.Background(), tx, 1)
+				if err != nil {
+					return err
+				}
+
+				// check if any rows are found
+				if len(rows) == 0 {
+					return nil
+				}
+
+				for _, rowID := range rows {
+					row, err2 := frag.row(tx, rowID)
+					if err2 != nil {
+						return err2
+					}
+					inprocessRowIDs = inprocessRowIDs.Union(row)
+				}
+				DeleteRows(context.Background(), inprocessRowIDs, index, shard)
+			}
+		}
+	}
+	return nil
+}
+
 // Open initializes the root data directory for the holder.
 func (h *Holder) Open() error {
 	h.opening = true
@@ -380,6 +424,9 @@ func (h *Holder) Open() error {
 		return errors.Wrap(err, "processing foreign index fields")
 	}
 
+	// Check if deletion was in progress when server was shutdown
+	h.processDeleteInflight()
+
 	h.Stats.Open()
 
 	h.opened.Close()
diff --git a/holder_internal_test.go b/holder_internal_test.go
index c9e164f27..2fec338af 100644
--- a/holder_internal_test.go
+++ b/holder_internal_test.go
@@ -2,7 +2,10 @@
 package pilosa
 
 import (
+	"testing"
+
 	"github.com/molecula/featurebase/v3/disco"
+	"github.com/molecula/featurebase/v3/testhook"
 )
 
 // mustHolderConfig sets up a default holder config for tests.
@@ -14,3 +17,74 @@ func mustHolderConfig() *HolderConfig {
 	cfg.Sharder = disco.InMemSharder
 	return cfg
 }
+
+func TestHolder_ProcessDeleteInflight(t *testing.T) {
+	path, _ := testhook.TempDir(t, "delete-inflight")
+	h := NewHolder(path, mustHolderConfig())
+	defer h.Close()
+
+	err := h.Open()
+	if err != nil {
+		t.Fatalf("failed to open holder: %v", err)
+	}
+
+	idx, err := h.CreateIndexIfNotExists("i", IndexOptions{TrackExistence: true})
+	if err != nil {
+		t.Fatalf("failed to create index: %v", err)
+	}
+	f, err := idx.CreateFieldIfNotExists("f", OptFieldTypeDefault())
+	if err != nil {
+		t.Fatalf("failed to create field: %v", err)
+	}
+
+	existencefield := idx.existenceFld
+	shard := uint64(0)
+	tx := idx.Txf().NewTx(Txo{Write: true, Index: idx, Shard: shard})
+	defer tx.Rollback()
+
+	rowCol := []struct {
+		row uint64
+		col uint64
+	}{
+		{1, 1},
+		{1, 2},
+		{30, 33},
+		{22, 2},
+	}
+	for _, r := range rowCol {
+		_, err = f.SetBit(tx, r.row, r.col, nil)
+		if err != nil {
+			t.Fatalf("failed to set bit: %v", err)
+		}
+
+		_, err = existencefield.SetBit(tx, r.row, r.col, nil)
+		if err != nil {
+			t.Fatalf("failed to set bit: %v", err)
+		}
+	}
+
+	if err = tx.Commit(); err != nil {
+		t.Fatalf("failed to commit tx: %v", err)
+	}
+
+	err = h.processDeleteInflight()
+	if err != nil {
+		t.Fatalf("failed to delete: %v", err)
+	}
+
+	tx = idx.Txf().NewTx(Txo{Write: false, Index: idx, Shard: shard})
+	defer tx.Rollback()
+	for _, r := range rowCol {
+		row, err := f.Row(tx, r.row)
+		if err != nil {
+			t.Fatalf("failed to get row: %v", err)
+		}
+		existenceRow, err := existencefield.Row(tx, r.row)
+		if err != nil {
+			t.Fatalf("failed to get row: %v", err)
+		}
+		if len(row.Columns()) != 0 || len(existenceRow.Columns()) != 0 {
+			t.Fatalf("expected columns for fields to be empty after delete")
+		}
+	}
+}
diff --git a/holder_test.go b/holder_test.go
index 1485f59fc..bd5edd5d7 100644
--- a/holder_test.go
+++ b/holder_test.go
@@ -453,7 +453,7 @@ func TestHolderSyncer_TimeQuantum(t *testing.T) {
 	if err != nil {
 		t.Fatalf("creating index i: %v", err)
 	}
-	_, err = c.GetNode(0).API.CreateField(context.Background(), "i", "f", pilosa.OptFieldTypeTime(pilosa.TimeQuantum(quantum)))
+	_, err = c.GetNode(0).API.CreateField(context.Background(), "i", "f", pilosa.OptFieldTypeTime(pilosa.TimeQuantum(quantum), "0"))
 	if err != nil {
 		t.Fatalf("creating field f: %v", err)
 	}
diff --git a/http_handler.go b/http_handler.go
index 44663ef14..3fc47cad4 100644
--- a/http_handler.go
+++ b/http_handler.go
@@ -429,6 +429,8 @@ func newRouter(handler *Handler) http.Handler {
 	//router.HandleFunc("/index/{index}/field", handler.chkAuthZ(handler.handleGetFields, authz.Read)).Methods("GET") // Not implemented.
 	router.HandleFunc("/index/{index}/field", handler.chkAuthZ(handler.handlePostField, authz.Write)).Methods("POST").Name("PostField")
 	router.HandleFunc("/index/{index}/field/", handler.chkAuthZ(handler.handlePostField, authz.Write)).Methods("POST").Name("PostField")
+	router.HandleFunc("/index/{index}/field/{field}/view", handler.chkAuthZ(handler.handleGetView, authz.Admin)).Methods("GET")
+	router.HandleFunc("/index/{index}/field/{field}/view/{view}", handler.chkAuthZ(handler.handleDeleteView, authz.Admin)).Methods("DELETE").Name("DeleteView")
 	router.HandleFunc("/index/{index}/field/{field}", handler.chkAuthZ(handler.handlePostField, authz.Write)).Methods("POST").Name("PostField")
 	router.HandleFunc("/index/{index}/field/{field}", handler.chkAuthZ(handler.handleDeleteField, authz.Write)).Methods("DELETE").Name("DeleteField")
 	router.HandleFunc("/index/{index}/field/{field}/import", handler.chkAuthZ(handler.handlePostImport, authz.Write)).Methods("POST").Name("PostImport")
@@ -452,7 +454,6 @@ func newRouter(handler *Handler) http.Handler {
 	router.HandleFunc("/version", handler.handleGetVersion).Methods("GET").Name("GetVersion")
 
 	// /ui endpoints are for UI use; they may change at any time.
-	router.HandleFunc("/ui/usage", handler.chkAuthZ(handler.handleGetUsage, authz.Read)).Methods("GET").Name("GetUsage")
 	router.HandleFunc("/ui/transaction", handler.chkAuthZ(handler.handleGetTransactionList, authz.Read)).Methods("GET").Name("GetTransactionList")
 	router.HandleFunc("/ui/transaction/", handler.chkAuthZ(handler.handleGetTransactionList, authz.Read)).Methods("GET").Name("GetTransactionList")
 	router.HandleFunc("/ui/shard-distribution", handler.chkAuthZ(handler.handleGetShardDistribution, authz.Admin)).Methods("GET").Name("GetShardDistribution")
@@ -466,6 +467,7 @@ func newRouter(handler *Handler) http.Handler {
 	router.HandleFunc("/internal/translate/data", handler.chkAuthZ(handler.handlePostTranslateData, authz.Write)).Methods("POST").Name("PostTranslateData")
 
 	// other ones
+	router.HandleFunc("/internal/mem-usage", handler.chkAuthZ(handler.handleGetMemUsage, authz.Read)).Methods("GET").Name("GetUsage")
 	router.HandleFunc("/internal/fragment/block/data", handler.chkAuthN(handler.handleGetFragmentBlockData)).Methods("GET").Name("GetFragmentBlockData")
 	router.HandleFunc("/internal/fragment/blocks", handler.chkAuthN(handler.handleGetFragmentBlocks)).Methods("GET").Name("GetFragmentBlocks")
 	router.HandleFunc("/internal/fragment/data", handler.chkAuthN(handler.handleGetFragmentData)).Methods("GET").Name("GetFragmentData")
@@ -926,7 +928,12 @@ func (h *Handler) handleGetSchema(w http.ResponseWriter, r *http.Request) {
 	}
 }
 
-// handleGetSchema handles GET /schema/details requests.
+// handleGetSchema handles GET /schema/details requests. This is essentially the
+// same thing as a GET /schema request, except WithViews is turned on by default.
+// Previously, /schema/details returned the cardinality of each field, but this was
+// removed for performance reasons. If, at some point in the future, there is a more
+// performant way to get the cardinality of a field, that information would be
+// included here.
 func (h *Handler) handleGetSchemaDetails(w http.ResponseWriter, r *http.Request) {
 	if !validHeaderAcceptJSON(r.Header) {
 		http.Error(w, "JSON only acceptable response", http.StatusNotAcceptable)
@@ -934,7 +941,7 @@ func (h *Handler) handleGetSchemaDetails(w http.ResponseWriter, r *http.Request)
 	}
 
 	w.Header().Set("Content-Type", "application/json")
-	schema, err := h.api.SchemaDetails(r.Context())
+	schema, err := h.api.Schema(r.Context(), true)
 	if err != nil {
 		h.logger.Printf("error getting detailed schema: %s", err)
 		return
@@ -987,60 +994,22 @@ func (h *Handler) handlePostSchema(w http.ResponseWriter, r *http.Request) {
 	w.WriteHeader(http.StatusNoContent)
 }
 
-// handleGetUsage handles GET /ui/usage requests.
-func (h *Handler) handleGetUsage(w http.ResponseWriter, r *http.Request) {
+// handleGetMemUsage handles GET /internal/mem-usage requests.
+func (h *Handler) handleGetMemUsage(w http.ResponseWriter, r *http.Request) {
 	if !validHeaderAcceptJSON(r.Header) {
 		http.Error(w, "JSON only acceptable response", http.StatusNotAcceptable)
 		return
 	}
 
-	q := r.URL.Query()
-	remoteStr := q.Get("remote")
-	var remote bool
-	if remoteStr == "true" {
-		remote = true
-	}
-
-	nodeUsages, err := h.api.Usage(r.Context(), remote)
+	use, err := GetMemoryUsage()
 	if err != nil {
 		http.Error(w, err.Error(), http.StatusInternalServerError)
-	}
-
-	// if auth is turned on, filter results
-	if h.auth != nil {
-		g := r.Context().Value(contextKeyGroupMembership)
-		if g == nil {
-			http.Error(w, "Forbidden", http.StatusForbidden)
-			return
-		}
-		if !h.permissions.IsAdmin(g.([]authn.Group)) {
-			allowed := h.permissions.GetAuthorizedIndexList(g.([]authn.Group), authz.Read)
-			filteredNodeUsages := map[string]NodeUsage{}
-
-			for nodeId, nodeUsage := range nodeUsages {
-				filteredIndexUsage := NodeUsage{
-					Disk: DiskUsage{
-						IndexUsage: map[string]IndexUsage{},
-					},
-				}
-				for index, idxUsage := range nodeUsage.Disk.IndexUsage {
-					// is it in auth list
-					for _, authd := range allowed {
-						if index == authd {
-							filteredIndexUsage.Disk.IndexUsage[index] = idxUsage
-							break
-						}
-					}
-				}
-				filteredNodeUsages[nodeId] = filteredIndexUsage
-			}
-			nodeUsages = filteredNodeUsages
-		}
+		return
 	}
 
 	w.Header().Set("Content-Type", "application/json")
-	if err := json.NewEncoder(w).Encode(nodeUsages); err != nil {
-		h.logger.Errorf("write status response error: %s", err)
+	if err := json.NewEncoder(w).Encode(use); err != nil {
+		h.logger.Errorf("write mem usage response error: %s", err)
 	}
 }
 
@@ -1314,6 +1283,62 @@ func (h *Handler) handleGetIndex(w http.ResponseWriter, r *http.Request) {
 	http.Error(w, fmt.Sprintf("Index %s Not Found", indexName), http.StatusNotFound)
 }
 
+// handleGetView handles GET /index/<indexname>/field/<fieldname>/view requests.
+func (h *Handler) handleGetView(w http.ResponseWriter, r *http.Request) {
+	if !validHeaderAcceptJSON(r.Header) {
+		http.Error(w, "JSON only acceptable response", http.StatusNotAcceptable)
+		return
+	}
+
+	indexName := mux.Vars(r)["index"]
+	fieldName := mux.Vars(r)["field"]
+	index, err := h.api.Index(r.Context(), indexName)
+
+	if err != nil {
+		http.Error(w, fmt.Sprintf("Index %s Not Found", indexName), http.StatusNotFound)
+		return
+	} else {
+		w.Header().Set("Content-Type", "application/json")
+		var viewsList []viewReponse
+		for _, field := range index.fields {
+			if field.name == fieldName {
+				for _, view := range field.views() {
+					viewsList = append(viewsList, viewReponse{Name: view.name, Type: view.fieldType, Field: view.field, Index: view.index})
+				}
+
+				if err := json.NewEncoder(w).Encode(viewsList); err != nil {
+					h.logger.Errorf("write response error: %s", err)
+				}
+				return
+			}
+		}
+	}
+	http.Error(w, fmt.Sprintf("Field %s Not Found", fieldName), http.StatusNotFound)
+}
+
+type viewReponse struct {
+	Name  string `json:"name"`
+	Type  string `json:"type"`
+	Field string `json:"field"`
+	Index string `json:"index"`
+}
+
+// handleDeleteIndex handles DELETE /index/<indexname>/field/<fieldname>/view/<viewname> request.
+func (h *Handler) handleDeleteView(w http.ResponseWriter, r *http.Request) {
+	if !validHeaderAcceptJSON(r.Header) {
+		http.Error(w, "JSON only acceptable response", http.StatusNotAcceptable)
+		return
+	}
+
+	indexName := mux.Vars(r)["index"]
+	fieldName := mux.Vars(r)["field"]
+	viewName := mux.Vars(r)["view"]
+
+	resp := successResponse{h: h}
+	err := h.api.DeleteView(r.Context(), indexName, fieldName, viewName)
+	resp.write(w, err)
+}
+
 type postIndexRequest struct {
 	Options IndexOptions `json:"options"`
 }
@@ -1557,7 +1582,11 @@ func fieldOptionsToFunctionalOpts(opt fieldOptions) []FieldOption {
 		}
 		fos = append(fos, OptFieldTypeTimestamp(opt.Epoch.UTC(), *opt.TimeUnit))
 	case FieldTypeTime:
-		fos = append(fos, OptFieldTypeTime(*opt.TimeQuantum, opt.NoStandardView))
+		if opt.Ttl != nil {
+			fos = append(fos, OptFieldTypeTime(*opt.TimeQuantum, *opt.Ttl, opt.NoStandardView))
+		} else {
+			fos = append(fos, OptFieldTypeTime(*opt.TimeQuantum, "0", opt.NoStandardView))
+		}
 	case FieldTypeMutex:
 		fos = append(fos, OptFieldTypeMutex(*opt.CacheType, *opt.CacheSize))
 	case FieldTypeBool:
@@ -1643,14 +1672,18 @@ func (h *Handler) handlePostIngestData(w http.ResponseWriter, r *http.Request) {
 
 	qcx := h.api.Txf().NewQcx()
 	err := h.api.IngestOperations(r.Context(), qcx, indexName, r.Body)
-	if err == nil {
-		err = qcx.Finish()
-		if err != nil {
-			http.Error(w, fmt.Sprintf("ingesting: %v", err), http.StatusInternalServerError)
+	if err != nil {
+		qcx.Abort()
+		switch e := err.(type) {
+		case RedirectError:
+			http.Redirect(w, r, e.HostPort+r.URL.Path, http.StatusPermanentRedirect)
 			return
 		}
-	} else {
-		qcx.Abort()
+	}
+	err = qcx.Finish()
+	if err != nil {
+		http.Error(w, fmt.Sprintf("ingesting: %v", err), http.StatusInternalServerError)
+		return
 	}
 
 	resp := successResponse{h: h, Name: indexName}
@@ -1679,6 +1712,7 @@ type fieldOptionSpec struct {
 	Epoch                  *time.Time `json:"epoch"`
 	Unit                   *string    `json:"unit"`
 	TimeQuantum            *string    `json:"time-quantum"`
+	Ttl                    *string    `json:"ttl"`
 }
 
 func fieldSpecToFieldOption(fSpec fieldSpec) fieldOptions {
@@ -1712,159 +1746,11 @@ func fieldSpecToFieldOption(fSpec fieldSpec) fieldOptions {
 		timeQuantumVal := TimeQuantum(*fSpec.FieldOptions.TimeQuantum)
 		opt.TimeQuantum = &timeQuantumVal
 	}
+	opt.Ttl = fSpec.FieldOptions.Ttl
 
 	return opt
 }
 
-// applyOneIngestSchema applies a single ingestSpec, which specifies operations on
-// a single index and possibly fields. If it is successful, it returns the name
-// of the index and an empty slice (if it created the index), or the name of the
-// index and a slice of the fields within that index that it created. If it
-// is unsuccessful, it tries to delete whatever it created.
-//
-// The intended idiom is that if the returned list of fields isn't empty, the index
-// already existed and only those fields need to be cleaned up in the event of
-// a later error, but if the list of fields is empty, the entire index was new,
-// and should be cleaned up, in which case there's no need to track or delete
-// the specific fields separately.
-func (h *Handler) applyOneIngestSchema(ctx context.Context, schema *ingestSpec) (index *Index, returnedFields []string, err error) {
-	// create index
-	indexName := schema.IndexName
-	var createdFields []string
-	var useKeys bool
-	switch schema.PrimaryKeyType {
-	case "string":
-		useKeys = true
-	case "uint":
-		useKeys = false
-	default:
-		return nil, nil, fmt.Errorf("invalid primary key type %q", schema.PrimaryKeyType)
-	}
-	opts := IndexOptions{
-		Keys:           useKeys,
-		TrackExistence: true,
-	}
-	createdIndex := false
-
-	// We check this up here because, if there's at least one field but we don't know what to do with
-	// it, we will necessarily fail, which means we'd delete the index anyway, so there's no point in
-	// trying to create it. We don't care about this if there's no fields specified.
-	if len(schema.Fields) > 0 {
-		switch schema.FieldAction {
-		case "create", "ensure", "require":
-			// do nothing
-		case "":
-			schema.FieldAction = schema.IndexAction
-		default:
-			return nil, nil, fmt.Errorf("invalid field-action %q, expecting create/ensure/require", schema.FieldAction)
-		}
-	}
-
-	switch schema.IndexAction {
-	case "ensure", "require":
-		index, err = h.api.Index(ctx, indexName)
-		if err != nil {
-			if _, ok := err.(NotFoundError); !ok {
-				return nil, nil, fmt.Errorf("checking for existing index %q: %w", indexName, err)
-			} else {
-				err = nil
-			}
-		}
-		if index != nil {
-			existingOpts := index.Options()
-			if existingOpts != opts {
-				return nil, nil, fmt.Errorf("index %q options mismatch: schema %#v, existing %#v", indexName, opts, existingOpts)
-			}
-			break
-		}
-		if schema.IndexAction == "require" {
-			return nil, nil, fmt.Errorf("index %q does not exist", indexName)
-		}
-		fallthrough
-	case "create":
-		index, err = h.api.CreateIndex(ctx, indexName, opts)
-		if err != nil {
-			return nil, nil, err
-		}
-		createdIndex = true
-	default:
-		return nil, nil, fmt.Errorf("invalid index-action %q, need create/ensure/require", schema.IndexAction)
-	}
-
-	// Now we might have an index, so we need our cleanup code.
-	defer func() {
-		if err == nil {
-			return
-		}
-		if createdIndex {
-			err := h.api.DeleteIndex(ctx, indexName)
-			if err != nil {
-				h.logger.Printf("trying to undo failed index %q creation: %v", indexName, err)
-			}
-			return
-		}
-		for _, field := range createdFields {
-			err := h.api.DeleteField(ctx, indexName, field)
-			if err != nil {
-				h.logger.Printf("trying to undo failed field %q creation in index %q: %v", field, indexName, err)
-			}
-		}
-	}()
-
-	// create all the fields specified in the index
-	for _, fSpec := range schema.Fields {
-		fieldName := fSpec.FieldName
-		opt := fieldSpecToFieldOption(fSpec)
-		err = opt.validate()
-		if err != nil {
-			return nil, nil, err
-		}
-		switch schema.FieldAction {
-		case "ensure", "require":
-			field, schemaErr := h.api.Field(ctx, indexName, fieldName)
-			if schemaErr != nil {
-				// NotFoundError is fine
-				if _, ok := schemaErr.(NotFoundError); !ok {
-					return nil, nil, fmt.Errorf("checking for existing field %q in %q: %w", fieldName, indexName, err)
-				}
-			}
-			if field != nil {
-				existing := field.Options()
-				if opt.Type != existing.Type {
-					return nil, nil, fmt.Errorf("existing field %q is %q, not %q", fieldName, existing.Type, opt.Type)
-				}
-				if ((opt.Keys != nil) && *opt.Keys) != existing.Keys {
-					if existing.Keys {
-						return nil, nil, fmt.Errorf("existing field %q in %q uses keys", fieldName, indexName)
-					} else {
-						return nil, nil, fmt.Errorf("existing field %q in %q doesn't use keys", fieldName, indexName)
-					}
-				}
-				// TODO: verify compatibility of other field opts, this is sorta hard
-				break
-			}
-			if schema.FieldAction == "require" {
-				return nil, nil, fmt.Errorf("field %q does not exist in %q", fieldName, indexName)
-			}
-			fallthrough
-		case "create":
-			fos := fieldOptionsToFunctionalOpts(opt)
-			_, err = h.api.CreateField(ctx, indexName, fieldName, fos...)
-			if err != nil {
-				return nil, nil, fmt.Errorf("creating field %q in %q: %v", fieldName, indexName, err)
-			}
-			createdFields = append(createdFields, fieldName)
-		}
-	}
-	// we don't report the fields back, so we can distinguish "created index"
-	// from "created fields within index"
-	if createdIndex {
-		createdFields = nil
-	}
-
-	return index, createdFields, nil
-}
-
 func (h *Handler) handleIngestSchema(w http.ResponseWriter, r *http.Request) {
 	if !validHeaderAcceptJSON(r.Header) {
 		http.Error(w, "JSON only acceptable response", http.StatusNotAcceptable)
@@ -1907,12 +1793,18 @@ func (h *Handler) handleIngestSchema(w http.ResponseWriter, r *http.Request) {
 			resp.write(w, err)
 			return
 		}
-		index, fields, err := h.applyOneIngestSchema(r.Context(), &schema)
+		index, fields, err := h.api.ApplyOneIngestSchema(r.Context(), &schema)
 		if err != nil {
-			// if a previous schema created things, clean them up...
-			schemaErr = err
-			resp.write(w, err)
-			return
+			switch e := err.(type) {
+			case RedirectError:
+				http.Redirect(w, r, e.HostPort+r.URL.Path, http.StatusPermanentRedirect)
+				return
+			default:
+				// if a previous schema created things, clean them up...
+				schemaErr = err
+				resp.write(w, err)
+				return
+			}
 		}
 		// we only have one slot to report these, sorry.
 		resp.Name = index.Name()
@@ -1951,6 +1843,7 @@ type fieldOptions struct {
 	Keys           *bool        `json:"keys,omitempty"`
 	NoStandardView bool         `json:"noStandardView,omitempty"`
 	ForeignIndex   *string      `json:"foreignIndex,omitempty"`
+	Ttl            *string      `json:"ttl,omitempty"`
 }
 
 func (o *fieldOptions) validate() error {
@@ -1978,6 +1871,8 @@ func (o *fieldOptions) validate() error {
 			return NewBadRequestError(errors.New("max does not apply to field type set"))
 		} else if o.TimeQuantum != nil {
 			return NewBadRequestError(errors.New("timeQuantum does not apply to field type set"))
+		} else if o.Ttl != nil {
+			return NewBadRequestError(errors.New("ttl does not apply to field type set"))
 		}
 	case FieldTypeInt:
 		if o.CacheType != nil {
@@ -1986,6 +1881,8 @@ func (o *fieldOptions) validate() error {
 			return NewBadRequestError(errors.New("cacheSize does not apply to field type int"))
 		} else if o.TimeQuantum != nil {
 			return NewBadRequestError(errors.New("timeQuantum does not apply to field type int"))
+		} else if o.Ttl != nil {
+			return NewBadRequestError(errors.New("ttl does not apply to field type int"))
 		}
 	case FieldTypeDecimal:
 		if o.Scale == nil {
@@ -1996,6 +1893,8 @@ func (o *fieldOptions) validate() error {
 			return NewBadRequestError(errors.New("cacheSize does not apply to field type int"))
 		} else if o.TimeQuantum != nil {
 			return NewBadRequestError(errors.New("timeQuantum does not apply to field type int"))
+		} else if o.Ttl != nil {
+			return NewBadRequestError(errors.New("ttl does not apply to field type int"))
 		} else if o.ForeignIndex != nil && o.Type == FieldTypeDecimal {
 			return NewBadRequestError(errors.New("decimal field cannot be a foreign key"))
 		}
@@ -2010,6 +1909,8 @@ func (o *fieldOptions) validate() error {
 			return NewBadRequestError(errors.New("cacheSize does not apply to field type timestamp"))
 		} else if o.TimeQuantum != nil {
 			return NewBadRequestError(errors.New("timeQuantum does not apply to field type timestamp"))
+		} else if o.Ttl != nil {
+			return NewBadRequestError(errors.New("ttl does not apply to field type timestamp"))
 		} else if o.ForeignIndex != nil {
 			return NewBadRequestError(errors.New("timestamp field cannot be a foreign key"))
 		}
@@ -2038,6 +1939,8 @@ func (o *fieldOptions) validate() error {
 			return NewBadRequestError(errors.New("max does not apply to field type mutex"))
 		} else if o.TimeQuantum != nil {
 			return NewBadRequestError(errors.New("timeQuantum does not apply to field type mutex"))
+		} else if o.Ttl != nil {
+			return NewBadRequestError(errors.New("ttl does not apply to field type mutex"))
 		}
 	case FieldTypeBool:
 		if o.CacheType != nil {
@@ -2052,6 +1955,8 @@ func (o *fieldOptions) validate() error {
 			return NewBadRequestError(errors.New("timeQuantum does not apply to field type bool"))
 		} else if o.Keys != nil {
 			return NewBadRequestError(errors.New("keys does not apply to field type bool"))
+		} else if o.Ttl != nil {
+			return NewBadRequestError(errors.New("ttl does not apply to field type bool"))
 		} else if o.ForeignIndex != nil {
 			return NewBadRequestError(errors.New("bool field cannot be a foreign key"))
 		}
diff --git a/http_handler_internal_test.go b/http_handler_internal_test.go
index 455a40c64..30bf3a782 100644
--- a/http_handler_internal_test.go
+++ b/http_handler_internal_test.go
@@ -131,6 +131,7 @@ func TestFieldOptionValidation(t *testing.T) {
 		{json: `{"options": {"type": "set", "min": 0}}`, err: "min does not apply to field type set"},
 		{json: `{"options": {"type": "set", "max": 100}}`, err: "max does not apply to field type set"},
 		{json: `{"options": {"type": "set", "timeQuantum": "YMD"}}`, err: "timeQuantum does not apply to field type set"},
+		{json: `{"options": {"type": "set", "ttl": "1h"}}`, err: "ttl does not apply to field type set"},
 
 		// FieldType: Int
 		{json: `{"options": {"type": "int"}}`, err: "min is required for field type int"},
@@ -143,6 +144,7 @@ func TestFieldOptionValidation(t *testing.T) {
 		{json: `{"options": {"type": "int", "min": 0, "max": 1000, "cacheType": "ranked"}}`, err: "cacheType does not apply to field type int"},
 		{json: `{"options": {"type": "int", "min": 0, "max": 1000, "cacheSize": 1000}}`, err: "cacheSize does not apply to field type int"},
 		{json: `{"options": {"type": "int", "min": 0, "max": 1000, "timeQuantum": "YMD"}}`, err: "timeQuantum does not apply to field type int"},
+		{json: `{"options": {"type": "int", "min": 0, "max": 1000, "ttl": "1h"}}`, err: "ttl does not apply to field type int"},
 
 		// FieldType: Time
 		{json: `{"options": {"type": "time"}}`, err: "timeQuantum is required for field type time"},
@@ -771,3 +773,19 @@ func NewTestAuth(t *testing.T) *authn.Auth {
 	}
 	return a
 }
+
+func TestHandleGetMemUsage(t *testing.T) {
+	h := Handler{
+		logger:      logger.NewStandardLogger(os.Stdout),
+		queryLogger: logger.NewStandardLogger(os.Stdout),
+	}
+	w := httptest.NewRecorder()
+	r := httptest.NewRequest("GET", "/whatever", nil)
+
+	h.handleGetMemUsage(w, r)
+
+	resp := w.Result()
+	if resp.StatusCode != http.StatusOK {
+		t.Fatalf("expected %v, got %v", http.StatusOK, resp.StatusCode)
+	}
+}
diff --git a/http_handler_test.go b/http_handler_test.go
index a692a8435..2a213642b 100644
--- a/http_handler_test.go
+++ b/http_handler_test.go
@@ -6,6 +6,8 @@ import (
 	"fmt"
 	"net"
 	gohttp "net/http"
+	"reflect"
+	"sort"
 	"strings"
 	"testing"
 
@@ -170,6 +172,166 @@ func TestIngestSchemaHandler(t *testing.T) {
 	}
 }
 
+func TestPostFieldWithTtl(t *testing.T) {
+	c := test.MustRunCluster(t, 1)
+	defer c.Close()
+
+	schema := `
+	{
+		"index-name": "example",
+		"primary-key-type": "string",
+		"index-action": "create",
+		"fields":[]
+	 }
+	`
+	m := c.GetPrimary()
+	schemaURL := fmt.Sprintf("%s/internal/schema", m.URL())
+	resp := test.Do(t, "POST", schemaURL, string(schema))
+	if resp.StatusCode != gohttp.StatusOK {
+		t.Errorf("invalid status: %d, body=%s", resp.StatusCode, resp.Body)
+	}
+
+	postFieldTtlUrl := fmt.Sprintf("%s/index/example/field/with_ttl", m.URL())
+
+	// Create new field with ttl but in invalid format
+	fieldOptionInvalidTtl := `
+ 	{ "options": {"timeQuantum":"YMDH","type":"time","ttl":"24hour" }}
+	`
+	respField := test.Do(t, "POST", postFieldTtlUrl, string(fieldOptionInvalidTtl))
+	if (respField.StatusCode != gohttp.StatusBadRequest) &&
+		(respField.Body != "applying option: cannot parse ttl: 24hour") {
+		t.Errorf("expected ttl parse error, got status: %d, body=%s", respField.StatusCode, respField.Body)
+	}
+
+	// Create new field with ttl in invalid format
+	fieldOptionValidTtl := `
+	{ "options": {"timeQuantum":"YMDH","type":"time","ttl":"24h" }}
+	`
+	respField = test.Do(t, "POST", postFieldTtlUrl, string(fieldOptionValidTtl))
+	if resp.StatusCode != gohttp.StatusOK {
+		t.Errorf("creating field with ttl, got status: %d, body=%s", respField.StatusCode, respField.Body)
+	}
+
+	// Create new field without ttl
+	postFieldNoTtlUrl := fmt.Sprintf("%s/index/example/field/no_ttl", m.URL())
+	fieldOptionNoTtl := `
+	{ "options": {"timeQuantum":"YMDH","type":"time" }}
+	`
+	respField = test.Do(t, "POST", postFieldNoTtlUrl, string(fieldOptionNoTtl))
+	if resp.StatusCode != gohttp.StatusOK {
+		t.Errorf("creating field without ttl, status: %d, body=%s", respField.StatusCode, respField.Body)
+	}
+}
+
+func TestGetViewAndDelete(t *testing.T) {
+	c := test.MustRunCluster(t, 1)
+	defer c.Close()
+
+	schema := `
+	{
+		"index-name": "example",
+		"primary-key-type": "string",
+		"index-action": "create",
+		"fields": [
+			{
+				"field-name": "test_view",
+				"field-type": "time",
+				"field-options": {
+					"time-quantum": "YMDH"
+				}
+			}
+		]
+	 }
+	 `
+	m := c.GetPrimary()
+	schemaURL := fmt.Sprintf("%s/internal/schema", m.URL())
+	resp := test.Do(t, "POST", schemaURL, string(schema))
+	if resp.StatusCode != gohttp.StatusOK {
+		t.Errorf("invalid status: %d, body=%s", resp.StatusCode, resp.Body)
+	}
+
+	// Send sample data
+	postQueryUrl := fmt.Sprintf("%s/index/example/query", m.URL())
+	queryOption := `
+	Set(1,test_view=1,2001-02-03T04:05)
+	`
+	respQuery := test.Do(t, "POST", postQueryUrl, string(queryOption))
+	if respQuery.StatusCode != gohttp.StatusOK {
+		t.Errorf("posting query, status: %d, body=%s", respQuery.StatusCode, respQuery.Body)
+	}
+
+	// The above sample data should create these views:
+	expectedViewNames := []string{
+		"standard",
+		"standard_2001",
+		"standard_200102",
+		"standard_20010203",
+		"standard_2001020304",
+	}
+
+	// Call view to get data
+	viewUrl := fmt.Sprintf("%s/index/example/field/test_view/view", m.URL())
+	respView := test.Do(t, "GET", viewUrl, "")
+	if respView.StatusCode != gohttp.StatusOK {
+		t.Errorf("view handler, status: %d, body=%s", respView.StatusCode, respView.Body)
+	}
+
+	type viewReponse struct {
+		Name  string `json:"name"`
+		Type  string `json:"type"`
+		Field string `json:"field"`
+		Index string `json:"index"`
+	}
+
+	var parsedViews []viewReponse
+	if err := json.Unmarshal([]byte(respView.Body), &parsedViews); err != nil {
+		t.Errorf("parsing view, err: %s", err)
+	}
+
+	// check if data from view matches with expectedViewNames
+	parseViewNames := []string{}
+	for _, view := range parsedViews {
+		parseViewNames = append(parseViewNames, view.Name)
+	}
+	sort.Strings(parseViewNames)
+
+	if !reflect.DeepEqual(expectedViewNames, parseViewNames) {
+		t.Fatalf("expected %v, but got %v", expectedViewNames, parseViewNames)
+	}
+
+	// call delete on view standard_2001020304
+	deleteViewUrl := fmt.Sprintf("%s/index/example/field/test_view/view/standard_2001020304", m.URL())
+	respDelete := test.Do(t, "DELETE", deleteViewUrl, "")
+	if respDelete.StatusCode != gohttp.StatusOK {
+		t.Errorf("delete handler, status: %d, body=%s", respDelete.StatusCode, respDelete.Body)
+	}
+
+	// remove view that was deleted (standard_2001020304) from expectedViewNames
+	expectedViewNames = expectedViewNames[:len(expectedViewNames)-1]
+
+	// call view again
+	viewUrl = fmt.Sprintf("%s/index/example/field/test_view/view", m.URL())
+	respView = test.Do(t, "GET", viewUrl, "")
+	if respView.StatusCode != gohttp.StatusOK {
+		t.Errorf("view handler after delete, status: %d, body=%s", respView.StatusCode, respView.Body)
+	}
+
+	if err := json.Unmarshal([]byte(respView.Body), &parsedViews); err != nil {
+		t.Errorf("parsing view, err: %s", err)
+	}
+
+	// check if data from view matches with expectedViewNames
+	parseViewNames = []string{}
+	for _, view := range parsedViews {
+		parseViewNames = append(parseViewNames, view.Name)
+	}
+	sort.Strings(parseViewNames)
+
+	if !reflect.DeepEqual(expectedViewNames, parseViewNames) {
+		t.Fatalf("after delete, expected %v, but got %v", expectedViewNames, parseViewNames)
+	}
+}
+
 func TestTranslationHandlers(t *testing.T) {
 	// reusable data for the tests
 	nameBytes, err := json.Marshal([]string{"a", "b", "c"})
diff --git a/index.go b/index.go
index 0e900cb05..12e0aee68 100644
--- a/index.go
+++ b/index.go
@@ -272,16 +272,14 @@ func (i *Index) openFields(idx *disco.Index) error {
 	}
 fileLoop:
 	for fname, fld := range idx.Fields {
+		lfname := fname
 		select {
 		case <-ctx.Done():
 			break fileLoop
 		default:
-			var cfm *CreateFieldMessage = &CreateFieldMessage{}
-			var err error
-
 			// Decode the CreateFieldMessage from the schema data in order to
 			// get its metadata.
-			cfm, err = decodeCreateFieldMessage(i.holder.serializer, fld.Data)
+			cfm, err := decodeCreateFieldMessage(i.holder.serializer, fld.Data)
 			if err != nil {
 				return errors.Wrap(err, "decoding create field message")
 			}
@@ -291,9 +289,9 @@ fileLoop:
 				defer func() {
 					<-indexQueue
 				}()
-				i.holder.Logger.Debugf("open field: %s", fname)
+				i.holder.Logger.Debugf("open field: %s", lfname)
 
-				_, err := i.openField(&mu, cfm, fname)
+				_, err := i.openField(&mu, cfm, lfname)
 				if err != nil {
 					return errors.Wrap(err, "opening field")
 				}
@@ -505,12 +503,21 @@ func (i *Index) CreateField(name string, opts ...FieldOption) (*Field, error) {
 		return nil, errors.Wrap(err, "validating name")
 	}
 
-	i.mu.Lock()
-	defer i.mu.Unlock()
+	// Grab lock, check for field existing, release lock. We don't want
+	// to stay holding the lock, but we might care about the ErrFieldExists
+	// part of this.
+	err = func() error {
+		i.mu.Lock()
+		defer i.mu.Unlock()
 
-	// Ensure field doesn't already exist.
-	if i.fields[name] != nil {
-		return nil, newConflictError(ErrFieldExists)
+		// Ensure field doesn't already exist.
+		if i.fields[name] != nil {
+			return newConflictError(ErrFieldExists)
+		}
+		return nil
+	}()
+	if err != nil {
+		return nil, err
 	}
 
 	// Apply and validate functional options.
@@ -526,37 +533,26 @@ func (i *Index) CreateField(name string, opts ...FieldOption) (*Field, error) {
 		Meta:      fo,
 	}
 
-	// Create the field in etcd as the system of record.
+	// Create the field in etcd as the system of record. We do this without
+	// the lock held because it can take an arbitrary amount of time...
 	if err := i.persistField(context.Background(), cfm); err != nil {
 		return nil, errors.Wrap(err, "persisting field")
 	}
 
-	return i.createField(cfm, false)
-}
-
-// CreateFieldAndBroadcast creates a field locally, then broadcasts the
-// creation to other nodes so they can create locally as well. An error is
-// returned if the field already exists.
-func (i *Index) CreateFieldAndBroadcast(cfm *CreateFieldMessage) (*Field, error) {
-	err := ValidateName(cfm.Field)
-	if err != nil {
-		return nil, errors.Wrap(err, "validating name")
-	}
-
+	// This is identical to the previous check, because we could get super
+	// unlucky and have the persist-field thing happen, and somehow the field
+	// gets created, before we get to run again, and the specific nature of
+	// the error can matter to the backend.
 	i.mu.Lock()
 	defer i.mu.Unlock()
 
 	// Ensure field doesn't already exist.
-	if i.fields[cfm.Field] != nil {
+	if i.fields[name] != nil {
 		return nil, newConflictError(ErrFieldExists)
 	}
 
-	// Create the field in etcd as the system of record.
-	if err := i.persistField(context.Background(), cfm); err != nil {
-		return nil, errors.Wrap(err, "persisting field")
-	}
-
-	return i.createField(cfm, true)
+	// Actually do the internal bookkeeping.
+	return i.createField(cfm)
 }
 
 // CreateFieldIfNotExists creates a field with the given options if it doesn't exist.
@@ -596,7 +592,7 @@ func (i *Index) CreateFieldIfNotExists(name string, opts ...FieldOption) (*Field
 		return nil, errors.Wrap(err, "persisting field")
 	}
 
-	return i.createField(cfm, false)
+	return i.createField(cfm)
 }
 
 // CreateFieldIfNotExistsWithOptions is a method which I created because I
@@ -634,7 +630,7 @@ func (i *Index) CreateFieldIfNotExistsWithOptions(name string, opt *FieldOptions
 		return nil, errors.Wrap(err, "persisting field")
 	}
 
-	return i.createField(cfm, false)
+	return i.createField(cfm)
 }
 
 // persistField stores the field information in etcd.
@@ -669,14 +665,14 @@ func (i *Index) createFieldIfNotExists(cfm *CreateFieldMessage) (*Field, error)
 		return f, nil
 	}
 
-	return i.createField(cfm, false)
+	return i.createField(cfm)
 }
 
-// createField, in addition to creating a new Field, calls Field.Open which
-// potentially aquires a lock on Index. So until/unless we refactor the
-// Index.createField() function call path, we cannot call Index.createField
-// while holding an Index lock.
-func (i *Index) createField(cfm *CreateFieldMessage, broadcast bool) (*Field, error) {
+// createField does the internal field creation logic, creating the in-memory
+// data structure, and kicking translation sync if appropriate. It does not
+// notify other nodes; that's done from the API's initial CreateField call
+// now.
+func (i *Index) createField(cfm *CreateFieldMessage) (*Field, error) {
 	opt := cfm.Meta
 	if opt == nil {
 		opt = &FieldOptions{}
@@ -713,13 +709,6 @@ func (i *Index) createField(cfm *CreateFieldMessage, broadcast bool) (*Field, er
 	// enable Txf to find the index in field_test.go TestField_SetValue
 	f.idx = i
 
-	if broadcast {
-		// Send the create field message to all nodes.
-		if err := i.holder.sendOrSpool(cfm); err != nil {
-			return nil, errors.Wrap(err, "sending CreateField message")
-		}
-	}
-
 	// Kick off the field's translation sync process.
 	if err := i.translationSyncer.Reset(); err != nil {
 		return nil, errors.Wrap(err, "resetting translation syncer")
diff --git a/index_test.go b/index_test.go
index 67d69ecbe..7d63f8639 100644
--- a/index_test.go
+++ b/index_test.go
@@ -55,7 +55,7 @@ func TestIndex_CreateField(t *testing.T) {
 			defer index.Close()
 
 			// Create field with explicit quantum.
-			f, err := index.CreateField("f", pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH")))
+			f, err := index.CreateField("f", pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH"), "0"))
 			if err != nil {
 				t.Fatal(err)
 			} else if q := f.TimeQuantum(); q != pilosa.TimeQuantum("YMDH") {
@@ -71,7 +71,7 @@ func TestIndex_CreateField(t *testing.T) {
 			defer index.Close()
 
 			// Create field with explicit quantum with no standard view
-			f, err := index.CreateField("f", pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH"), true))
+			f, err := index.CreateField("f", pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH"), "0", true))
 			if err != nil {
 				t.Fatal(err)
 			} else if q := f.TimeQuantum(); q != pilosa.TimeQuantum("YMDH") {
diff --git a/install/featurebase.conf b/install/featurebase.conf
index a8894e8f9..6068046b0 100644
--- a/install/featurebase.conf
+++ b/install/featurebase.conf
@@ -244,28 +244,6 @@ log-path = "/var/log/molecula/featurebase.log"
 #  enable-client-verification = true
 
 
-
-# ==============================================================================
-# Usage Duty Cycle - Featurebase maintains a disk/memory usage cache that is
-# calculated periodically in the background and accessed by the UI/usage 
-# endpoint. Since this disk scan can take a long and unpredictable amount of 
-# time, its timing behavior is specified in a relative, rather than absolute 
-# sense. That is, the duty cycle sets the percentage of time that is spent 
-# recalculating this cache. This setting affects the results received from 
-# the "/ui/usage" http endpoint, as well as all data file and memory usage 
-# values and graphs on the webui "tables" page
-
-# Special considerations:
-#      * If disk usage can be calculated quickly (less than 5 seconds), fresh
-#        results will be calculated when accessed
-#      * When disk usage takes longer to calculate, there is a minimum of one 
-#        hour wait between cache recalculations
-# Setting this value to 0 will completely disable the calculation of disk usage
-#
-# usage-duty-cycle = 20
-
-
-
 # ==============================================================================
 # Use [metric] stanza to define attributes for monitoring.
 # [metric]
diff --git a/internal/clustertests/Dockerfile-fakeIDP b/internal/clustertests/Dockerfile-fakeIDP
index b53d4d2c2..b46556b80 100644
--- a/internal/clustertests/Dockerfile-fakeIDP
+++ b/internal/clustertests/Dockerfile-fakeIDP
@@ -1,4 +1,4 @@
-FROM golang:latest 
+FROM golang:1.16
 
 WORKDIR /
 COPY fakeidp ./
diff --git a/internal/clustertests/testdata/featurebase.conf b/internal/clustertests/testdata/featurebase.conf
index eb587fbcb..e71ac5a9c 100644
--- a/internal/clustertests/testdata/featurebase.conf
+++ b/internal/clustertests/testdata/featurebase.conf
@@ -244,28 +244,6 @@
 #  enable-client-verification = true
 
 
-
-# ==============================================================================
-# Usage Duty Cycle - Featurebase maintains a disk/memory usage cache that is
-# calculated periodically in the background and accessed by the UI/usage 
-# endpoint. Since this disk scan can take a long and unpredictable amount of 
-# time, its timing behavior is specified in a relative, rather than absolute 
-# sense. That is, the duty cycle sets the percentage of time that is spent 
-# recalculating this cache. This setting affects the results received from 
-# the "/ui/usage" http endpoint, as well as all data file and memory usage 
-# values and graphs on the webui "tables" page
-
-# Special considerations:
-#      * If disk usage can be calculated quickly (less than 5 seconds), fresh
-#        results will be calculated when accessed
-#      * When disk usage takes longer to calculate, there is a minimum of one 
-#        hour wait between cache recalculations
-# Setting this value to 0 will completely disable the calculation of disk usage
-#
-# usage-duty-cycle = 20
-
-
-
 # ==============================================================================
 # Use [metric] stanza to define attributes for monitoring.
 # [metric]
diff --git a/internal_client.go b/internal_client.go
index fa1bc6653..1bff1e90a 100644
--- a/internal_client.go
+++ b/internal_client.go
@@ -1094,6 +1094,8 @@ func (c *InternalClient) CreateFieldWithOptions(ctx context.Context, index, fiel
 		fieldOpt.Max = &opt.Max
 	case FieldTypeTime:
 		fieldOpt.TimeQuantum = &opt.TimeQuantum
+		ttlString := opt.Ttl.String()
+		fieldOpt.Ttl = &ttlString
 	case FieldTypeBool:
 		// pass
 	case FieldTypeDecimal:
@@ -1383,38 +1385,6 @@ func (c *InternalClient) TranslateIDsNode(ctx context.Context, uri *pnet.URI, in
 	return tkresp.Keys, nil
 }
 
-// GetNodeUsage retrieves the size-on-disk information for the specified node.
-func (c *InternalClient) GetNodeUsage(ctx context.Context, uri *pnet.URI) (map[string]NodeUsage, error) {
-	u := uri.Path("/ui/usage?remote=true")
-	req, err := http.NewRequest("GET", u, nil)
-	if err != nil {
-		return nil, errors.Wrap(err, "creating request")
-	}
-
-	req.Header.Set("Accept", "application/json")
-	req.Header.Set("User-Agent", "pilosa/"+Version)
-	req = AddAuthToken(ctx, req)
-
-	// Execute request against the host.
-	resp, err := c.executeRequest(req.WithContext(ctx))
-	if err != nil {
-		return nil, err
-	}
-	defer resp.Body.Close()
-
-	// Read body and unmarshal response.
-	body, err := ioutil.ReadAll(resp.Body)
-	if err != nil {
-		return nil, errors.Wrap(err, "reading")
-	}
-
-	nodeUsages := make(map[string]NodeUsage) // map of size 1
-	if err := json.Unmarshal(body, &nodeUsages); err != nil {
-		return nil, fmt.Errorf("unmarshal response: %s", err)
-	}
-	return nodeUsages, nil
-}
-
 // GetPastQueries retrieves the query history log for the specified node.
 func (c *InternalClient) GetPastQueries(ctx context.Context, uri *pnet.URI) ([]PastQueryStatus, error) {
 	u := uri.Path("/query-history?remote=true")
diff --git a/internal_client_test.go b/internal_client_test.go
index 8d1531137..204a85cae 100644
--- a/internal_client_test.go
+++ b/internal_client_test.go
@@ -1175,6 +1175,46 @@ func TestClient_FragmentBlocks(t *testing.T) {
 	}
 }
 
+func TestClient_CreateTimeField(t *testing.T) {
+	cluster := test.MustRunCluster(t, 1)
+	defer cluster.Close()
+	cmd := cluster.GetNode(0)
+
+	c := MustNewClient(cmd.URL(), pilosa.GetHTTPClient(nil))
+
+	index := "cdf"
+	err := c.CreateIndex(context.Background(), index, pilosa.IndexOptions{})
+	if err != nil {
+		t.Fatalf("creating index: %v", err)
+	}
+
+	field := "field"
+	err = c.CreateFieldWithOptions(context.Background(), index, field, pilosa.FieldOptions{Type: pilosa.FieldTypeTime, TimeQuantum: "YMDH"})
+	if err != nil {
+		t.Fatalf("creating field: %v", err)
+	}
+	fld, err := cmd.API.Field(context.Background(), index, field)
+	if err != nil {
+		t.Fatalf("getting field: %v", err)
+	}
+	if fld.Ttl() != 0 {
+		t.Fatalf("expected Ttl to be 0, got: %+v", fld.Options().Ttl.String())
+	}
+
+	fieldTtl := "field_ttl"
+	err = c.CreateFieldWithOptions(context.Background(), index, fieldTtl, pilosa.FieldOptions{Type: pilosa.FieldTypeTime, TimeQuantum: "YMDH", Ttl: time.Hour})
+	if err != nil {
+		t.Fatalf("creating field: %v", err)
+	}
+	fldTtl, err := cmd.API.Field(context.Background(), index, fieldTtl)
+	if err != nil {
+		t.Fatalf("getting field: %v", err)
+	}
+	if fldTtl.Ttl() != time.Hour {
+		t.Fatalf("expected Ttl 1 hour, got: %+v", fldTtl.Ttl().String())
+	}
+}
+
 func TestClient_CreateDecimalField(t *testing.T) {
 	cluster := test.MustRunCluster(t, 1)
 	defer cluster.Close()
diff --git a/lattice/src/App/Home/ClusterHealth/ClusterHealth.tsx b/lattice/src/App/Home/ClusterHealth/ClusterHealth.tsx
index 2809b2fd2..5dc836ad7 100644
--- a/lattice/src/App/Home/ClusterHealth/ClusterHealth.tsx
+++ b/lattice/src/App/Home/ClusterHealth/ClusterHealth.tsx
@@ -19,14 +19,12 @@ export const ClusterHealth: FC = () => {
   const [cluster, setCluster] = useState<any>();
   const [metrics, setMetrics] = useState<any>();
   const [info, setInfo] = useState<any>();
-  const [clusterData, setClusterData] = useState<any>();
   const [expanded, setExpanded] = useState<string[]>([]);
   const [showMetrics, setShowMetrics] = useState<any>();
   const allExpanded = cluster && expanded.length === cluster.nodes.length;
 
   useEffectOnce(() => {
     getClusterHealth();
-    getClusterData();
   });
 
   const refreshMetrics = useCallback(() => {
@@ -38,15 +36,11 @@ export const ClusterHealth: FC = () => {
 
   useEffect(() => {
     const interval = setInterval(() => {
-      if (!clusterData) {
-        getClusterData();
-      }
-
       getClusterHealth();
       refreshMetrics();
     }, 15000);
     return () => clearInterval(interval);
-  }, [refreshMetrics, cluster, clusterData]);
+  }, [refreshMetrics, cluster]);
 
   const getClusterHealth = () => {
     pilosa.get
@@ -76,13 +70,6 @@ export const ClusterHealth: FC = () => {
       .catch(() => setMetrics(undefined));
   };
 
-  const getClusterData = () => {
-    pilosa.get
-      .usage()
-      .then((res) => setClusterData(res.data))
-      .catch(() => setClusterData(undefined));
-  };
-
   const toggleAccordion = (nodeId: string) => {
     const isExpanded = expanded.includes(nodeId);
     if (isExpanded) {
@@ -140,7 +127,6 @@ export const ClusterHealth: FC = () => {
                 key={node.id}
                 node={node}
                 info={info}
-                usage={clusterData ? clusterData[node.id] : undefined}
                 expanded={expanded.includes(node.id)}
                 onToggle={() => toggleAccordion(node.id)}
                 onMetricClick={() => setShowMetrics(node)}
diff --git a/lattice/src/App/Home/ClusterHealth/Node/Node.tsx b/lattice/src/App/Home/ClusterHealth/Node/Node.tsx
index d9a8a5cf3..8d934fac4 100644
--- a/lattice/src/App/Home/ClusterHealth/Node/Node.tsx
+++ b/lattice/src/App/Home/ClusterHealth/Node/Node.tsx
@@ -1,4 +1,4 @@
-import React, { FC, Fragment, useState } from 'react';
+import React, { FC, useState } from 'react';
 import Button from '@material-ui/core/Button';
 import copy from 'copy-to-clipboard';
 import EqualizerIcon from '@material-ui/icons/EqualizerSharp';
@@ -11,7 +11,6 @@ import Find from 'lodash/find';
 import IconButton from '@material-ui/core/IconButton';
 import InfoIcon from '@material-ui/icons/Info';
 import Tooltip from '@material-ui/core/Tooltip';
-import Typography from '@material-ui/core/Typography';
 import { formatBytes } from 'shared/utils/formatBytes';
 import { nodeInfo } from './nodeInfo';
 import { NODE_STATE } from './nodeStatus';
@@ -21,7 +20,6 @@ import css from './Node.module.scss';
 type NodeType = {
   node: any;
   info: any;
-  usage: any;
   expanded: boolean;
   onToggle: () => void;
   onMetricClick: () => void;
@@ -30,24 +28,13 @@ type NodeType = {
 export const Node: FC<NodeType> = ({
   node,
   info,
-  usage,
   expanded,
   onToggle,
-  onMetricClick
+  onMetricClick,
 }) => {
   const [copyHost, setCopyHost] = useState<string>('Copy Host');
   const [copyID, setCopyID] = useState<string>('Click to Copy');
   const { id, isPrimary, state } = node;
-  const diskTotalInUse = usage?.diskUsage?.totalInUse;
-  const diskCapacity = usage?.diskUsage?.capacity;
-  const diskUsagePercentage = diskCapacity
-    ? (diskTotalInUse / diskCapacity) * 100
-    : undefined;
-  const memoryTotalInUse = usage?.memoryUsage?.totalInUse;
-  const memoryCapacity = usage?.memoryUsage?.capacity;
-  const memoryUsagePercentage = memoryCapacity
-    ? (memoryTotalInUse / memoryCapacity) * 100
-    : undefined;
   const keys = Object.keys(info);
 
   const onCopyHostClick = () => {
@@ -103,154 +90,6 @@ export const Node: FC<NodeType> = ({
               </span>
             </Tooltip>
           </div>
-          <div className={css.nodeUsage}>
-            <div>
-              <div className={css.label}>Disk Usage:</div>
-              <div>
-                {usage ? (
-                  <Fragment>
-                    <Typography variant="caption">
-                      {formatBytes(diskTotalInUse)}
-                      {diskCapacity
-                        ? ` used out of ${formatBytes(diskCapacity)}`
-                        : null}
-                    </Typography>
-                    <div className={css.totalCapacity}>
-                      {diskUsagePercentage ? (
-                        <Tooltip
-                          title={
-                            <Typography variant="caption">
-                              {diskUsagePercentage < 1
-                                ? '< 1'
-                                : diskUsagePercentage.toLocaleString(
-                                    undefined,
-                                    { maximumFractionDigits: 1 }
-                                  )}
-                              % used
-                            </Typography>
-                          }
-                          placement="top"
-                          arrow
-                        >
-                          <div
-                            className={css.totalInUse}
-                            style={{
-                              width: `${
-                                diskUsagePercentage < 1
-                                  ? 1
-                                  : diskUsagePercentage
-                              }%`
-                            }}
-                          />
-                        </Tooltip>
-                      ) : (
-                        <Fragment>
-                          <Tooltip
-                            title={
-                              <Typography variant="caption">
-                                {formatBytes(diskTotalInUse)} used
-                              </Typography>
-                            }
-                            placement="top"
-                            arrow
-                          >
-                            <div
-                              className={css.totalInUse}
-                              style={{ width: '2%' }}
-                            />
-                          </Tooltip>
-                          <Typography
-                            className={css.unknownCapacity}
-                            variant="caption"
-                            color="textSecondary"
-                          >
-                            Node disk capacity unknown
-                          </Typography>
-                        </Fragment>
-                      )}
-                    </div>
-                  </Fragment>
-                ) : (
-                  <Typography variant="caption" paragraph>
-                    Calculating...
-                  </Typography>
-                )}
-              </div>
-            </div>
-            <div>
-              <div className={css.label}>Memory Usage:</div>
-              <div>
-                {usage ? (
-                  <Fragment>
-                    <Typography variant="caption">
-                      {formatBytes(memoryTotalInUse)}
-                      {memoryCapacity
-                        ? ` used out of ${formatBytes(memoryCapacity)}`
-                        : null}
-                    </Typography>
-                    <div className={css.totalCapacity}>
-                      {memoryUsagePercentage ? (
-                        <Tooltip
-                          title={
-                            <Typography variant="caption">
-                              {memoryUsagePercentage < 1
-                                ? '< 1'
-                                : memoryUsagePercentage.toLocaleString(
-                                    undefined,
-                                    { maximumFractionDigits: 1 }
-                                  )}
-                              % used
-                            </Typography>
-                          }
-                          placement="top"
-                          arrow
-                        >
-                          <div
-                            className={css.totalInUse}
-                            style={{
-                              width: `${
-                                memoryUsagePercentage < 1
-                                  ? 1
-                                  : memoryUsagePercentage
-                              }%`
-                            }}
-                          />
-                        </Tooltip>
-                      ) : (
-                        <Fragment>
-                          <Tooltip
-                            title={
-                              <Typography variant="caption">
-                                {formatBytes(memoryTotalInUse)} used
-                              </Typography>
-                            }
-                            placement="top"
-                            arrow
-                          >
-                            <div
-                              className={css.totalInUse}
-                              style={{ width: '2%' }}
-                            />
-                          </Tooltip>
-                          <Typography
-                            className={css.unknownCapacity}
-                            variant="caption"
-                            color="textSecondary"
-                          >
-                            Node memory capacity unknown
-                          </Typography>
-                        </Fragment>
-                      )}
-                    </div>
-                  </Fragment>
-                ) : (
-                  <Typography variant="caption" paragraph>
-                    Calculating...
-                  </Typography>
-                )}
-              </div>
-            </div>
-          </div>
           <div className={css.nodeSettings}>
             {keys.map((key) => {
               const showNode = Find(nodeInfo, (node) => node.name === key);
diff --git a/lattice/src/App/MoleculaTables/MoleculaTable/MoleculaTable.tsx b/lattice/src/App/MoleculaTables/MoleculaTable/MoleculaTable.tsx
index 72faaa4c1..6c09fdf27 100644
--- a/lattice/src/App/MoleculaTables/MoleculaTable/MoleculaTable.tsx
+++ b/lattice/src/App/MoleculaTables/MoleculaTable/MoleculaTable.tsx
@@ -4,75 +4,38 @@ import Breadcrumbs from '@material-ui/core/Breadcrumbs';
 import classNames from 'classnames';
 import Fuse from 'fuse.js';
 import Highlighter from 'react-highlight-words';
-import isEmpty from 'lodash/isEmpty';
 import Link from '@material-ui/core/Link';
 import map from 'lodash/map';
 import moment from 'moment';
 import OrderBy from 'lodash/orderBy';
-import Reduce from 'lodash/reduce';
 import Table from '@material-ui/core/Table';
 import TableBody from '@material-ui/core/TableBody';
 import TableCell from '@material-ui/core/TableCell';
 import TableHead from '@material-ui/core/TableHead';
 import TableRow from '@material-ui/core/TableRow';
 import TextField from '@material-ui/core/TextField';
-import Tooltip from '@material-ui/core/Tooltip';
 import Typography from '@material-ui/core/Typography';
 import { Block } from 'shared/Block';
 import { Pager } from 'shared/Pager';
-import { UsageBreakdown } from '../UsageBreakdown';
 import css from './MoleculaTable.module.scss';
 
 type MoleculaTableProps = {
   table: any;
-  dataDistribution: any;
   lastUpdated: string;
 };
 
 export const MoleculaTable: FC<MoleculaTableProps> = ({
   table,
-  dataDistribution,
-  lastUpdated
+  lastUpdated,
 }) => {
   const [page, setPage] = useState<number>(1);
   const [resultsPerPage, setResultsPerPage] = useState<number>(10);
   const sliceStart = (page - 1) * resultsPerPage;
   const [searchText, setSearchText] = useState<string>('');
   const [filteredFields, setFiltereedFields] = useState(table.fields);
-  const [fieldsData, setFieldsData] = useState<{}>({});
-  const [maxFieldSize, setMaxFieldSize] = useState<number>(0);
+  const [fieldsData] = useState<{}>({});
   const [sort, setSort] = useState<string>('total');
   const [sortDir, setSortDir] = useState<'asc' | 'desc'>('desc');
-  const lastUpdatedMoment = lastUpdated ? moment(lastUpdated).utc() : undefined;
-
-  useEffect(() => {
-    if (dataDistribution && !dataDistribution.uncached) {
-      const aggregatedFieldsData = Reduce(
-        dataDistribution.fields,
-        (result, value) => {
-          let newResult = {};
-          const keys = Object.keys(value);
-          keys.forEach(
-            (key) =>
-              (newResult[key] = {
-                total: result[key].total + value[key].total,
-                fragments: result[key].fragments + value[key].fragments,
-                keys: result[key].keys + value[key].keys,
-                metadata: result[key].metadata + value[key].metadata
-              })
-          );
-          return newResult;
-        }
-      );
-
-      const sorted = OrderBy(aggregatedFieldsData, ['total'], ['desc']);
-      if (sorted.length > 0) {
-        setMaxFieldSize(sorted[0].total);
-      }
-
-      setFieldsData(aggregatedFieldsData);
-    }
-  }, [dataDistribution]);
 
   useEffect(() => {
     if (searchText.length > 1) {
@@ -80,7 +43,7 @@ export const MoleculaTable: FC<MoleculaTableProps> = ({
         keys: ['name'],
         minMatchCharLength: 2,
         ignoreLocation: true,
-        threshold: 0
+        threshold: 0,
       });
       const result = fuse.search(searchText);
 
@@ -131,46 +94,6 @@ export const MoleculaTable: FC<MoleculaTableProps> = ({
       <Typography variant="h5" color="textSecondary">
         {table.name}
       </Typography>
-      {lastUpdatedMoment ? (
-        <div className={css.infoMessage}>
-          {dataDistribution && dataDistribution.uncached ? (
-            <Fragment>
-              Disk usage will be calculated at the next{` `}
-              <Tooltip
-                title={
-                  <Fragment>
-                    Disk and memory information shown here are read from a
-                    cache, the behavior of which can be controlled with the{` `}
-                    <code style={{ whiteSpace: 'nowrap' }}>
-                      --usage-duty-cycle
-                    </code>{' '}
-                    command line flag.
-                  </Fragment>
-                }
-                placement="top"
-                arrow
-              >
-                <span className={css.infoTooltip}>cache refresh</span>
-              </Tooltip>
-              .
-            </Fragment>
-          ) : (
-            <Fragment>
-              Disk usage last updated{' '}
-              <Tooltip
-                title={`${lastUpdatedMoment.format('M/D/YYYY hh:mm a')} UTC`}
-                placement="top"
-                arrow
-              >
-                <span className={css.infoTooltip}>
-                  {lastUpdatedMoment.fromNow()}
-                </span>
-              </Tooltip>
-              .
-            </Fragment>
-          )}
-        </div>
-      ) : null}
       <div className={css.layout}>
         <div>
           <label className={css.label}>keys</label>
@@ -180,9 +103,6 @@ export const MoleculaTable: FC<MoleculaTableProps> = ({
             </code>
           </div>
         </div>
-        <div className={css.breakdown}>
-          <UsageBreakdown data={dataDistribution} />
-        </div>
       </div>
       <div>
         <div>
@@ -211,36 +131,20 @@ export const MoleculaTable: FC<MoleculaTableProps> = ({
               <TableCell className={css.tableHeader}>
                 <span
                   className={classNames(css.sortable, {
-                    [css.currentSort]: sort === 'name'
+                    [css.currentSort]: sort === 'name',
                   })}
                   onClick={() => onSortClick('name')}
                 >
                   Name{' '}
                   <ArrowDropDownIcon
                     className={classNames(css.sortArrow, {
-                      [css.asc]: sortDir === 'asc'
+                      [css.asc]: sortDir === 'asc',
                     })}
                   />
                 </span>
               </TableCell>
               <TableCell className={css.tableHeader}>Type</TableCell>
-              <TableCell className={css.tableHeader}>Cardinality</TableCell>
               <TableCell className={css.tableHeader}>Options</TableCell>
-              <TableCell className={css.tableHeader}>
-                <span
-                  className={classNames(css.sortable, {
-                    [css.currentSort]: sort === 'total'
-                  })}
-                  onClick={() => onSortClick('total')}
-                >
-                  Disk Usage{' '}
-                  <ArrowDropDownIcon
-                    className={classNames(css.sortArrow, {
-                      [css.asc]: sortDir === 'asc'
-                    })}
-                  />
-                </span>
-              </TableCell>
             </TableRow>
           </TableHead>
           <TableBody>
@@ -266,9 +170,6 @@ export const MoleculaTable: FC<MoleculaTableProps> = ({
                         {type} {showKeys ? (keys ? '(keys)' : '(ID)') : null}
                       </code>
                     </TableCell>
-                    <TableCell className={css.tableCell}>
-                      {cardinality ? cardinality.toLocaleString() : '-'}
-                    </TableCell>
                     <TableCell className={css.tableCell}>
                       <div className={css.optionsTable}>
                         {map(rest, (value, key) => {
@@ -295,22 +196,6 @@ export const MoleculaTable: FC<MoleculaTableProps> = ({
                         })}
                       </div>
                     </TableCell>
-                    <TableCell className={css.tableCell}>
-                      <UsageBreakdown
-                        data={
-                          isEmpty(field)
-                            ? field
-                            : dataDistribution
-                            ? dataDistribution.uncached
-                              ? dataDistribution
-                              : field
-                            : field
-                        }
-                        width={`${(field.total / maxFieldSize) * 150}px`}
-                        showLabel={false}
-                        usageValueSize="small"
-                      />
-                    </TableCell>
                   </TableRow>
                 );
               })}
diff --git a/lattice/src/App/MoleculaTables/MoleculaTables.tsx b/lattice/src/App/MoleculaTables/MoleculaTables.tsx
index cae1590fb..083c095d6 100644
--- a/lattice/src/App/MoleculaTables/MoleculaTables.tsx
+++ b/lattice/src/App/MoleculaTables/MoleculaTables.tsx
@@ -8,42 +8,29 @@ import Tooltip from '@material-ui/core/Tooltip';
 import Typography from '@material-ui/core/Typography';
 import { Block } from 'shared/Block';
 import { SortBy } from 'shared/SortBy';
-import { UsageBreakdown } from './UsageBreakdown';
 import { useHistory } from 'react-router-dom';
 import css from './MoleculaTables.module.scss';
 
 type MoleculaTablesProps = {
   tables: any;
-  dataDistribution: any;
   lastUpdated: string;
   maxSize: number;
 };
 
 export const MoleculaTables: FC<MoleculaTablesProps> = ({
   tables,
-  dataDistribution,
   lastUpdated,
-  maxSize
+  maxSize,
 }) => {
   const history = useHistory();
   const [sortedTables, setSortedTables] = useState<any>([]);
   const lastUpdatedMoment = lastUpdated ? moment(lastUpdated).utc() : undefined;
 
   useEffect(() => {
-    if (tables && dataDistribution) {
-      let aggregatedData: any[] = [];
-      tables.forEach((i) =>
-        aggregatedData.push({
-          ...dataDistribution[i.name],
-          ...i
-        })
-      );
-
-      setSortedTables(aggregatedData);
-    } else if (tables) {
+    if (tables) {
       setSortedTables(tables);
     }
-  }, [tables, dataDistribution]);
+  }, [tables]);
 
   const handleSortChange = (value: any) => {
     const sortDirection = value === 'name' ? 'asc' : 'desc';
@@ -96,7 +83,7 @@ export const MoleculaTables: FC<MoleculaTablesProps> = ({
               { label: 'Index Keys Size', value: 'indexKeys' },
               { label: 'Fragment Size', value: 'fragments' },
               { label: 'Field Keys Size', value: 'fieldKeysTotal' },
-              { label: 'Metadata Size', value: 'metadata' }
+              { label: 'Metadata Size', value: 'metadata' },
             ]}
             defaultValue="name"
             onChange={handleSortChange}
@@ -111,22 +98,6 @@ export const MoleculaTables: FC<MoleculaTablesProps> = ({
               <Card key={name} className={css.tableTile}>
                 <CardContent>
                   <div className={css.header}>{name}</div>
-                  <div className={css.section}>
-                    <UsageBreakdown
-                      data={
-                        dataDistribution
-                          ? dataDistribution[name]
-                            ? dataDistribution[name]
-                            : { uncached: true }
-                          : undefined
-                      }
-                      width={
-                        dataDistribution && dataDistribution[name]
-                          ? `${(dataDistribution[name].total / maxSize) * 100}%`
-                          : '0px'
-                      }
-                    />
-                  </div>
                   <label className={css.label}>Options</label>
                   <div className={css.cell}>
                     <span className={css.label}>keys</span>
diff --git a/lattice/src/App/MoleculaTables/MoleculaTablesContainer.tsx b/lattice/src/App/MoleculaTables/MoleculaTablesContainer.tsx
index 0e88eddfd..c84a84243 100644
--- a/lattice/src/App/MoleculaTables/MoleculaTablesContainer.tsx
+++ b/lattice/src/App/MoleculaTables/MoleculaTablesContainer.tsx
@@ -1,5 +1,4 @@
 import React, { useEffect, useState } from 'react';
-import OrderBy from 'lodash/orderBy';
 import { MoleculaTable } from './MoleculaTable';
 import { MoleculaTables } from './MoleculaTables';
 import { pilosa } from 'services/eventServices';
@@ -12,9 +11,8 @@ export const MoleculaTablesContainer = () => {
   const history = useHistory();
   const [tables, setTables] = useState<any>();
   const [selectedTable, setSelectedTable] = useState<any>();
-  const [dataDistribution, setDataDistribution] = useState<any>();
-  const [maxSize, setMaxSize] = useState<number>(0);
-  const [lastUpdated, setLastUpdated] = useState<string>('');
+  const [maxSize] = useState<number>(0);
+  const [lastUpdated] = useState<string>('');
 
   useEffectOnce(() => {
     pilosa.get
@@ -26,48 +24,6 @@ export const MoleculaTablesContainer = () => {
           .then((res) => setTables(res.data.indexes))
           .catch((err) => console.log(err))
       );
-
-    pilosa.get.usage().then((res) => {
-      const nodes = Object.keys(res.data);
-      let data = {};
-      nodes.forEach((node) => {
-        const nodeIndexes = res.data[node].diskUsage.indexes;
-        const indexList = Object.keys(nodeIndexes);
-        indexList.forEach((i) => {
-          const nodeData = nodeIndexes[i];
-          if (data[i]) {
-            data[i] = {
-              total: data[i].total + nodeData.total,
-              fieldKeysTotal: data[i].fieldKeysTotal + nodeData.fieldKeysTotal,
-              indexKeys: data[i].indexKeys + nodeData.indexKeys,
-              fragments: data[i].fragments + nodeData.fragments,
-              metadata: data[i].metadata + nodeData.metadata,
-              fields: [...data[i].fields, nodeData.fields]
-            };
-          } else {
-            data[i] = {
-              total: nodeData.total,
-              fieldKeysTotal: nodeData.fieldKeysTotal,
-              indexKeys: nodeData.indexKeys,
-              fragments: nodeData.fragments,
-              metadata: nodeData.metadata,
-              fields: [nodeData.fields]
-            };
-          }
-        });
-
-        if(!lastUpdated) {
-          setLastUpdated(res.data[node].lastUpdated);
-        }
-      });
-
-      const sorted = OrderBy(data, ['total'], ['desc']);
-      if (sorted.length > 0) {
-        setMaxSize(sorted[0].total);
-      }
-
-      setDataDistribution(data);
-    });
   });
 
   useEffect(() => {
@@ -85,21 +41,10 @@ export const MoleculaTablesContainer = () => {
   }, [match, tables, history]);
 
   return selectedTable ? (
-    <MoleculaTable
-      table={selectedTable}
-      dataDistribution={
-        dataDistribution
-          ? dataDistribution[selectedTable.name]
-            ? dataDistribution[selectedTable.name]
-            : { uncached: true }
-          : undefined
-      }
-      lastUpdated={lastUpdated}
-    />
+    <MoleculaTable table={selectedTable} lastUpdated={lastUpdated} />
   ) : (
     <MoleculaTables
       tables={tables}
-      dataDistribution={dataDistribution}
       lastUpdated={lastUpdated}
       maxSize={maxSize}
     />
diff --git a/lattice/src/App/MoleculaTables/UsageBreakdown/UsageBreakdown.module.scss b/lattice/src/App/MoleculaTables/UsageBreakdown/UsageBreakdown.module.scss
deleted file mode 100644
index 6e3cf558f..000000000
--- a/lattice/src/App/MoleculaTables/UsageBreakdown/UsageBreakdown.module.scss
+++ /dev/null
@@ -1,62 +0,0 @@
-.label {
-  font-size: 0.75rem;
-  color: var(--text-secondary);
-  margin-bottom: 4px;
-  font-weight: 400;
-}
-
-.usageBreakdown {
-  display: flex;
-  align-items: center;
-
-  .usageBreakdownLabel {
-    white-space: nowrap;
-    margin-right: 8px;
-
-    &.smallLabel {
-      font-size: 12px;
-    }
-  }
-}
-
-.breakdown {
-  display: flex;
-  align-items: center;
-  height: 13px;
-  border-radius: 4px;
-  background: rgba(var(--contrast-rgb), 0.1);
-
-  .fieldKeysTotal {
-    height: 13px;
-    background: rgba(88, 80, 141, 0.7);
-  }
-
-  .indexKeys {
-    height: 13px;
-    background: rgba(255, 99, 97, 0.7);
-  }
-
-  .keys {
-    height: 13px;
-    background: rgba(88, 80, 141, 0.7);
-  }
-
-  .fragments {
-    height: 13px;
-    background: rgba(255, 166, 0, 0.7);
-  }
-
-  .metadata {
-    height: 13px;
-    background: rgba(188, 80, 144, 0.7);
-  }
-
-  .bar:first-child {
-    border-top-left-radius: 4px;
-    border-bottom-left-radius: 4px;
-  }
-  .bar:last-child {
-    border-top-right-radius: 4px;
-    border-bottom-right-radius: 4px;
-  }
-}
diff --git a/lattice/src/App/MoleculaTables/UsageBreakdown/UsageBreakdown.tsx b/lattice/src/App/MoleculaTables/UsageBreakdown/UsageBreakdown.tsx
deleted file mode 100644
index 78cc13c3d..000000000
--- a/lattice/src/App/MoleculaTables/UsageBreakdown/UsageBreakdown.tsx
+++ /dev/null
@@ -1,183 +0,0 @@
-import React, { FC, Fragment } from 'react';
-import classNames from 'classnames';
-import Tooltip from '@material-ui/core/Tooltip';
-import Typography from '@material-ui/core/Typography';
-import { formatBytes } from 'shared/utils/formatBytes';
-import css from './UsageBreakdown.module.scss';
-
-type UsageBreakdownProps = {
-  data: any;
-  width?: string;
-  showLabel?: boolean;
-  usageValueSize?: 'small' | 'medium';
-};
-
-export const UsageBreakdown: FC<UsageBreakdownProps> = ({
-  data = {},
-  width,
-  showLabel = true,
-  usageValueSize = 'medium'
-}) => {
-  const {
-    total,
-    fieldKeysTotal,
-    indexKeys,
-    fragments,
-    metadata,
-    keys,
-    uncached
-  } = data;
-  const fieldKeysPercentage =
-    fieldKeysTotal && total ? (fieldKeysTotal / total) * 100 : 0;
-  const indexKeysPercentage = indexKeys ? (indexKeys / total) * 100 : 0;
-  const fragmentsPercentage = fragments ? (fragments / total) * 100 : 0;
-  const metadataPercentage = metadata ? (metadata / total) * 100 : 0;
-  const keysPercentage = keys && total ? (keys / total) * 100 : 0;
-
-  return (
-    <Fragment>
-      {showLabel ? <label className={css.label}>Data</label> : null}
-      <div className={css.usageBreakdown}>
-        {total ? (
-          <Fragment>
-            <span
-              className={classNames(css.usageBreakdownLabel, {
-                [css.smallLabel]: usageValueSize === 'small'
-              })}
-            >
-              {formatBytes(total)}
-            </span>
-            <div
-              className={css.breakdown}
-              style={{ width: width ? width : '100%' }}
-            >
-              {fieldKeysTotal ? (
-                <Tooltip
-                  title={
-                    <Fragment>
-                      <label>Field Keys:</label>
-                      <Typography variant="caption" component="div">
-                        {formatBytes(fieldKeysTotal)} (
-                        {fieldKeysPercentage.toLocaleString(undefined, {
-                          maximumFractionDigits: 1
-                        })}
-                        %)
-                      </Typography>
-                    </Fragment>
-                  }
-                  placement="top"
-                  arrow
-                >
-                  <div
-                    className={classNames(css.bar, css.fieldKeysTotal)}
-                    style={{ width: `${fieldKeysPercentage}%` }}
-                  />
-                </Tooltip>
-              ) : null}
-              {indexKeys ? (
-                <Tooltip
-                  title={
-                    <Fragment>
-                      <label>Index Keys:</label>
-                      <Typography variant="caption" component="div">
-                        {formatBytes(indexKeys)} (
-                        {indexKeysPercentage.toLocaleString(undefined, {
-                          maximumFractionDigits: 1
-                        })}
-                        %)
-                      </Typography>
-                    </Fragment>
-                  }
-                  placement="top"
-                  arrow
-                >
-                  <div
-                    className={classNames(css.bar, css.indexKeys)}
-                    style={{ width: `${indexKeysPercentage}%` }}
-                  />
-                </Tooltip>
-              ) : null}
-              {keys ? (
-                <Tooltip
-                  title={
-                    <Fragment>
-                      <label>Keys:</label>
-                      <Typography variant="caption" component="div">
-                        {formatBytes(keys)} (
-                        {keysPercentage.toLocaleString(undefined, {
-                          maximumFractionDigits: 1
-                        })}
-                        %)
-                      </Typography>
-                    </Fragment>
-                  }
-                  placement="top"
-                  arrow
-                >
-                  <div
-                    className={classNames(css.bar, css.keys)}
-                    style={{ width: `${keysPercentage}%` }}
-                  />
-                </Tooltip>
-              ) : null}
-              {fragments ? (
-                <Tooltip
-                  title={
-                    <Fragment>
-                      <label>Fragments:</label>
-                      <Typography variant="caption" component="div">
-                        {formatBytes(fragments)} (
-                        {fragmentsPercentage.toLocaleString(undefined, {
-                          maximumFractionDigits: 1
-                        })}
-                        %)
-                      </Typography>
-                    </Fragment>
-                  }
-                  placement="top"
-                  arrow
-                >
-                  <div
-                    className={classNames(css.bar, css.fragments)}
-                    style={{ width: `${fragmentsPercentage}%` }}
-                  />
-                </Tooltip>
-              ) : null}
-              {metadata ? (
-                <Tooltip
-                  title={
-                    <Fragment>
-                      <label>Metadata:</label>
-                      <Typography variant="caption" component="div">
-                        {formatBytes(metadata)} (
-                        {metadataPercentage.toLocaleString(undefined, {
-                          maximumFractionDigits: 1
-                        })}
-                        %)
-                      </Typography>
-                    </Fragment>
-                  }
-                  placement="top"
-                  arrow
-                >
-                  <div
-                    className={classNames(css.bar, css.metadata)}
-                    style={{ width: `${metadataPercentage}%` }}
-                  />
-                </Tooltip>
-              ) : null}
-            </div>
-          </Fragment>
-        ) : uncached ? (
-          <Typography variant="caption" component="div">
-            Waiting...
-          </Typography>
-        ) : (
-          <Typography variant="caption" component="div">
-            Calculating...
-          </Typography>
-        )}
-      </div>
-    </Fragment>
-  );
-};
diff --git a/lattice/src/App/MoleculaTables/UsageBreakdown/index.ts b/lattice/src/App/MoleculaTables/UsageBreakdown/index.ts
deleted file mode 100644
index 36362bf49..000000000
--- a/lattice/src/App/MoleculaTables/UsageBreakdown/index.ts
+++ /dev/null
@@ -1 +0,0 @@
-export * from './UsageBreakdown';
diff --git a/lattice/src/App/Query/QueryContainer.tsx b/lattice/src/App/Query/QueryContainer.tsx
index a26190eb0..45401a7ca 100644
--- a/lattice/src/App/Query/QueryContainer.tsx
+++ b/lattice/src/App/Query/QueryContainer.tsx
@@ -119,19 +119,7 @@ export const QueryContainer: FC<{}> = () => {
           setLoading(false);
         }
       } else {
-        let queryArr = query.split(' ');
-        queryArr.forEach((word, idx) => {
-          if (word.includes('-')) {
-            let wordArr = word.split('.');
-            wordArr.forEach((section, idx) => {
-              if (section.includes('-') && !word.includes('`')) {
-                wordArr[idx] = `\`${wordArr[idx]}\``;
-              }
-            });
-            queryArr[idx] = wordArr.join('.');
-          }
-        });
-        querySQL(queryArr.join(' '), handleQueryMessages, handleQueryEnd);
+        querySQL(query, handleQueryMessages, handleQueryEnd);
       }
     }
   };
diff --git a/lattice/src/services/eventServices.tsx b/lattice/src/services/eventServices.tsx
index b2adcfd33..a3a56e189 100644
--- a/lattice/src/services/eventServices.tsx
+++ b/lattice/src/services/eventServices.tsx
@@ -42,9 +42,6 @@ export const pilosa = {
     metrics() {
       return api.get('/metrics.json');
     },
-    usage() {
-      return api.get('/ui/usage');
-    },
     queryHistory() {
       return api.get('/query-history');
     },
diff --git a/pb/private.pb.go b/pb/private.pb.go
index 3a2807420..21d27da12 100644
--- a/pb/private.pb.go
+++ b/pb/private.pb.go
@@ -93,6 +93,7 @@ type FieldOptions struct {
 	Min                  *Decimal `protobuf:"bytes,17,opt,name=Min,proto3" json:"Min,omitempty"`
 	Max                  *Decimal `protobuf:"bytes,18,opt,name=Max,proto3" json:"Max,omitempty"`
 	TimeUnit             string   `protobuf:"bytes,19,opt,name=TimeUnit,proto3" json:"TimeUnit,omitempty"`
+	Ttl                  string   `protobuf:"bytes,20,opt,name=Ttl,proto3" json:"Ttl,omitempty"`
 	XXX_NoUnkeyedLiteral struct{} `json:"-"`
 	XXX_unrecognized     []byte   `json:"-"`
 	XXX_sizecache        int32    `json:"-"`
@@ -236,6 +237,13 @@ func (m *FieldOptions) GetTimeUnit() string {
 	return ""
 }
 
+func (m *FieldOptions) GetTtl() string {
+	if m != nil {
+		return m.Ttl
+	}
+	return ""
+}
+
 type ImportResponse struct {
 	Err                  string   `protobuf:"bytes,1,opt,name=Err,proto3" json:"Err,omitempty"`
 	XXX_NoUnkeyedLiteral struct{} `json:"-"`
@@ -2759,110 +2767,111 @@ func init() {
 func init() { proto.RegisterFile("private.proto", fileDescriptor_d2a91b51c7bdc125) }
 
 var fileDescriptor_d2a91b51c7bdc125 = []byte{
-	// 1639 bytes of a gzipped FileDescriptorProto
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+	0xa6, 0xb0, 0xde, 0xc9, 0x0a, 0x4b, 0xed, 0xe7, 0x72, 0xba, 0xef, 0xca, 0x46, 0x56, 0x5e, 0xe7,
+	0x50, 0xcd, 0xe1, 0x33, 0x6b, 0xec, 0x6e, 0x5a, 0x1c, 0x76, 0xa6, 0x0c, 0x11, 0xad, 0x4c, 0xb3,
+	0xe7, 0x34, 0x27, 0x0f, 0xaa, 0xb9, 0x45, 0x33, 0x2d, 0x35, 0x61, 0x79, 0xf2, 0xc0, 0x9b, 0x3b,
+	0x67, 0x1a, 0x9e, 0x63, 0xea, 0x3b, 0x0b, 0x6a, 0x2d, 0x7f, 0x18, 0x27, 0x22, 0x4a, 0x73, 0x5a,
+	0xd1, 0x40, 0xba, 0xb5, 0x19, 0x30, 0x7b, 0x77, 0xc9, 0x06, 0x14, 0x65, 0xc6, 0xd5, 0xe1, 0xce,
+	0x6f, 0x84, 0x82, 0x73, 0x3b, 0x51, 0xb8, 0x6a, 0x27, 0xe8, 0x09, 0x94, 0xf7, 0x8e, 0x3a, 0x8f,
+	0xa2, 0x70, 0x38, 0x98, 0x19, 0xb1, 0x19, 0xf2, 0xec, 0xdc, 0x90, 0x57, 0x57, 0x03, 0x8b, 0x8a,
+	0x0a, 0x67, 0x94, 0xba, 0x9a, 0x51, 0x0a, 0x1a, 0xe1, 0x23, 0x7a, 0x04, 0x2b, 0x2a, 0x5c, 0xd9,
+	0x71, 0xae, 0xd3, 0x16, 0xcd, 0x14, 0xe1, 0x64, 0x53, 0x84, 0x54, 0xaa, 0xba, 0xee, 0xbf, 0xa9,
+	0xf4, 0x37, 0x1b, 0x56, 0x98, 0x88, 0xbd, 0x97, 0xa2, 0x13, 0xc4, 0x49, 0x34, 0xec, 0xca, 0x8e,
+	0x23, 0xd7, 0x7f, 0x12, 0x9e, 0xea, 0xbd, 0x70, 0x98, 0x22, 0xde, 0x7c, 0x4a, 0x08, 0x85, 0x52,
+	0xbe, 0x09, 0xe4, 0x05, 0x0c, 0x83, 0x6c, 0x41, 0xe9, 0x28, 0x1c, 0x46, 0xdd, 0xb4, 0xf2, 0xb1,
+	0x73, 0x2b, 0xfb, 0x8a, 0xc1, 0x8c, 0x00, 0x79, 0x0c, 0xe4, 0x38, 0xe2, 0x41, 0xec, 0x73, 0xe9,
+	0x92, 0x59, 0x56, 0xce, 0xc6, 0x93, 0x1c, 0x77, 0x42, 0xc3, 0x8c, 0x65, 0x64, 0x3b, 0x7f, 0x84,
+	0xdd, 0x12, 0xfa, 0xb7, 0x64, 0xfc, 0xd3, 0xe7, 0x24, 0x7f, 0xc8, 0xef, 0x4f, 0x55, 0xa8, 0xbb,
+	0x80, 0x4b, 0x56, 0xe4, 0x92, 0x09, 0x06, 0x9b, 0x94, 0xa3, 0x5f, 0x5b, 0xb0, 0x98, 0xf7, 0x66,
+	0x4e, 0xbb, 0x48, 0xb7, 0xcf, 0x9e, 0x3f, 0xed, 0x98, 0xed, 0x2b, 0xcc, 0x9a, 0x2c, 0x8b, 0xf9,
+	0x09, 0x28, 0x84, 0xff, 0x5d, 0x91, 0x9c, 0x6b, 0xb9, 0xd3, 0x80, 0xea, 0x21, 0x8f, 0x12, 0x4f,
+	0x2a, 0xd3, 0xf7, 0x74, 0x91, 0xe5, 0x21, 0x2a, 0x60, 0xed, 0xb5, 0x22, 0x6a, 0x85, 0xfd, 0x81,
+	0xac, 0xd6, 0x6b, 0x15, 0x93, 0x6c, 0xd3, 0x51, 0x14, 0x46, 0x26, 0x03, 0x48, 0xd0, 0x3d, 0x28,
+	0x1f, 0x87, 0x83, 0xd0, 0x0f, 0xcf, 0xc6, 0x73, 0x5a, 0x86, 0x0b, 0x25, 0x75, 0x35, 0xa8, 0x16,
+	0x55, 0x61, 0x86, 0xa4, 0x37, 0x64, 0xbd, 0x77, 0xb9, 0xdf, 0x1d, 0xfa, 0x3c, 0x11, 0x38, 0x1f,
+	0x23, 0xf8, 0x69, 0xc8, 0x7b, 0xaa, 0x2b, 0xe8, 0xa3, 0x45, 0x3f, 0xd7, 0x05, 0xc8, 0x31, 0x9c,
+	0xdc, 0x15, 0xb4, 0x8b, 0x80, 0xb9, 0x82, 0x14, 0x45, 0xde, 0x87, 0x6a, 0x4e, 0x5a, 0x87, 0xb5,
+	0x9c, 0xd6, 0xa9, 0x82, 0x59, 0x5e, 0x86, 0xfe, 0x6c, 0x4d, 0xac, 0x79, 0xed, 0xce, 0xd5, 0xa6,
+	0x2e, 0x55, 0x92, 0xca, 0x4c, 0x53, 0x32, 0xf4, 0xfd, 0x51, 0xd7, 0x1f, 0xc6, 0x92, 0xa5, 0x2f,
+	0xdc, 0x14, 0x90, 0xa1, 0xcb, 0x27, 0x50, 0x38, 0x34, 0xc3, 0x8d, 0x21, 0xe5, 0x63, 0xa9, 0x2d,
+	0x78, 0xcf, 0xf7, 0x02, 0x81, 0xf5, 0xe2, 0xb0, 0x94, 0x26, 0x5b, 0xaa, 0xc7, 0x9a, 0x42, 0x5f,
+	0x9d, 0x72, 0x1c, 0x79, 0xaa, 0xf3, 0xc6, 0x94, 0x40, 0x7d, 0x9a, 0x45, 0x57, 0x81, 0xa8, 0x0a,
+	0xd8, 0x3d, 0x0d, 0x23, 0x73, 0xdb, 0xd2, 0x96, 0x69, 0x2e, 0x32, 0xfb, 0xf3, 0x2e, 0xf1, 0x2c,
+	0xb3, 0x76, 0x3e, 0xb3, 0xf4, 0x33, 0x58, 0xd2, 0xb3, 0x9d, 0x88, 0xb0, 0xa0, 0x65, 0x02, 0x98,
+	0xe8, 0x86, 0x72, 0x4c, 0x34, 0xaf, 0x9a, 0x0c, 0x90, 0x7a, 0x4e, 0xe4, 0x23, 0xc3, 0xdc, 0x4e,
+	0x9a, 0xc2, 0xd9, 0xc8, 0x3b, 0x0b, 0x44, 0x0f, 0x6f, 0x0c, 0x87, 0x69, 0x8a, 0xfe, 0x60, 0xc3,
+	0xaa, 0x1a, 0x3a, 0x83, 0x33, 0x11, 0x27, 0x99, 0x19, 0xf9, 0xb0, 0x1e, 0x60, 0xff, 0xd7, 0x8e,
+	0x2a, 0x4a, 0x3e, 0xa2, 0x5b, 0xbe, 0xe0, 0x51, 0xe6, 0x83, 0x32, 0x34, 0x85, 0xca, 0x73, 0x83,
+	0x88, 0xbe, 0x9e, 0xd5, 0x10, 0x9a, 0x87, 0xc8, 0x1e, 0x94, 0x75, 0x68, 0xa6, 0x21, 0xde, 0xc1,
+	0x5b, 0x6a, 0x86, 0x37, 0x66, 0xbe, 0x8d, 0xf5, 0x1b, 0xcc, 0x90, 0xeb, 0x4f, 0xa1, 0x36, 0xc1,
+	0x9a, 0xf1, 0x06, 0x6b, 0xe6, 0xdf, 0x60, 0xd5, 0x1d, 0x92, 0x1b, 0x97, 0xb5, 0xf6, 0xfc, 0xbb,
+	0xac, 0x05, 0xff, 0x9d, 0xe5, 0x40, 0x4c, 0xb6, 0xc0, 0x91, 0x8e, 0xaa, 0x61, 0xd8, 0xbd, 0xca,
+	0x51, 0x26, 0x85, 0xe8, 0x4f, 0x96, 0x4e, 0xaa, 0xd0, 0x7c, 0xf3, 0x96, 0xbe, 0x97, 0x57, 0xb2,
+	0x99, 0x2a, 0x99, 0x12, 0xdb, 0x4e, 0x03, 0x95, 0xd2, 0xeb, 0xcf, 0xa0, 0x3c, 0x2b, 0xbc, 0x82,
+	0x0a, 0xef, 0xbd, 0xc9, 0xf0, 0xd6, 0xae, 0xf2, 0x2c, 0xce, 0x45, 0xb9, 0x57, 0xff, 0xf5, 0xd5,
+	0x86, 0xf5, 0xfb, 0xab, 0x0d, 0xeb, 0x8f, 0x57, 0x1b, 0xd6, 0x8f, 0x7f, 0x6e, 0xfc, 0xe7, 0x74,
+	0x01, 0x7f, 0x19, 0xdd, 0xfb, 0x2b, 0x00, 0x00, 0xff, 0xff, 0xcf, 0xdb, 0x63, 0xcd, 0x55, 0x12,
+	0x00, 0x00,
 }
 
 func (m *IndexMeta) Marshal() (dAtA []byte, err error) {
@@ -2936,6 +2945,15 @@ func (m *FieldOptions) MarshalToSizedBuffer(dAtA []byte) (int, error) {
 		i -= len(m.XXX_unrecognized)
 		copy(dAtA[i:], m.XXX_unrecognized)
 	}
+	if len(m.Ttl) > 0 {
+		i -= len(m.Ttl)
+		copy(dAtA[i:], m.Ttl)
+		i = encodeVarintPrivate(dAtA, i, uint64(len(m.Ttl)))
+		i--
+		dAtA[i] = 0x1
+		i--
+		dAtA[i] = 0xa2
+	}
 	if len(m.TimeUnit) > 0 {
 		i -= len(m.TimeUnit)
 		copy(dAtA[i:], m.TimeUnit)
@@ -5274,6 +5292,10 @@ func (m *FieldOptions) Size() (n int) {
 	if l > 0 {
 		n += 2 + l + sovPrivate(uint64(l))
 	}
+	l = len(m.Ttl)
+	if l > 0 {
+		n += 2 + l + sovPrivate(uint64(l))
+	}
 	if m.XXX_unrecognized != nil {
 		n += len(m.XXX_unrecognized)
 	}
@@ -6765,6 +6787,38 @@ func (m *FieldOptions) Unmarshal(dAtA []byte) error {
 			}
 			m.TimeUnit = string(dAtA[iNdEx:postIndex])
 			iNdEx = postIndex
+		case 20:
+			if wireType != 2 {
+				return fmt.Errorf("proto: wrong wireType = %d for field Ttl", wireType)
+			}
+			var stringLen uint64
+			for shift := uint(0); ; shift += 7 {
+				if shift >= 64 {
+					return ErrIntOverflowPrivate
+				}
+				if iNdEx >= l {
+					return io.ErrUnexpectedEOF
+				}
+				b := dAtA[iNdEx]
+				iNdEx++
+				stringLen |= uint64(b&0x7F) << shift
+				if b < 0x80 {
+					break
+				}
+			}
+			intStringLen := int(stringLen)
+			if intStringLen < 0 {
+				return ErrInvalidLengthPrivate
+			}
+			postIndex := iNdEx + intStringLen
+			if postIndex < 0 {
+				return ErrInvalidLengthPrivate
+			}
+			if postIndex > l {
+				return io.ErrUnexpectedEOF
+			}
+			m.Ttl = string(dAtA[iNdEx:postIndex])
+			iNdEx = postIndex
 		default:
 			iNdEx = preIndex
 			skippy, err := skipPrivate(dAtA[iNdEx:])
diff --git a/pb/private.proto b/pb/private.proto
index 9f15939c7..9c4c37f25 100644
--- a/pb/private.proto
+++ b/pb/private.proto
@@ -25,6 +25,7 @@ message FieldOptions {
 	Decimal Min = 17;
 	Decimal Max = 18;
 	string TimeUnit = 19;
+	string Ttl = 20;
 }
 
 message ImportResponse {
diff --git a/pilosa.go b/pilosa.go
index 9cf4f715f..218e37491 100644
--- a/pilosa.go
+++ b/pilosa.go
@@ -111,6 +111,12 @@ func newConflictError(err error) ConflictError {
 	return ConflictError{err}
 }
 
+// Unwrap makes it so that a ConflictError wrapping ErrFieldExists gets a
+// true from errors.Is(ErrFieldExists).
+func (c ConflictError) Unwrap() error {
+	return c.error
+}
+
 // NotFoundError wraps an error value to signify that a resource was not found
 // such that in an HTTP scenario, http.StatusNotFound would be returned.
 type NotFoundError error
diff --git a/pql/parser.go b/pql/parser.go
index 514870503..57f0d22ab 100644
--- a/pql/parser.go
+++ b/pql/parser.go
@@ -15,7 +15,7 @@ import (
 // error strings in the parser
 const duplicateArgErrorMessage = "duplicate argument provided"
 const intOutOfRangeError = "integer is not in signed 64-bit range"
-const invalidTimestampError = "string is not a timestamp"
+const invalidTimestampError = "string is not a valid timestamp"
 
 // parser represents a parser for the PQL language.
 type parser struct {
@@ -66,7 +66,7 @@ func (p *parser) Parse() (*Query, error) {
 		if !ok {
 			return nil, fmt.Errorf("unexpected parser error of type %T: %[1]v", v)
 		}
-		if strings.HasPrefix(errorMessage, duplicateArgErrorMessage) || strings.HasPrefix(errorMessage, intOutOfRangeError) {
+		if strings.HasPrefix(errorMessage, duplicateArgErrorMessage) || strings.HasPrefix(errorMessage, intOutOfRangeError) || strings.HasPrefix(errorMessage, invalidTimestampError) {
 			return nil, fmt.Errorf("%s", v)
 		} else {
 			panic(v)
diff --git a/pql/parser_test.go b/pql/parser_test.go
index 3cfa612a8..b829d6079 100644
--- a/pql/parser_test.go
+++ b/pql/parser_test.go
@@ -5,6 +5,7 @@ import (
 	"reflect"
 	"strings"
 	"testing"
+	"time"
 
 	"github.com/molecula/featurebase/v3/pql"
 	_ "github.com/molecula/featurebase/v3/test"
@@ -197,6 +198,33 @@ func TestParser_Parse(t *testing.T) {
 		}
 	})
 
+	t.Run("Timestamp", func(t *testing.T) {
+		twos := "2022-02-22T22:22:22Z"
+		date, err := time.Parse(time.RFC3339, twos)
+		if err != nil {
+			t.Fatal(err)
+		}
+		q, err := pql.ParseString(`Row(x>'2022-02-22T22:22:22Z')`)
+		if err != nil {
+			t.Fatal(err)
+		} else if !reflect.DeepEqual(q.Calls[0],
+			&pql.Call{
+				Name: "Row",
+				Args: map[string]interface{}{
+					"x": &pql.Condition{Op: pql.GT, Value: date},
+				},
+			},
+		) {
+			t.Fatalf("unexpected call: %#v", q.Calls[0])
+		}
+		q, err = pql.ParseString(`Row(x>'2024-04-24T24:24:24Z')`)
+		if err == nil {
+			t.Fatal("no error parsing invalid date")
+		} else if !strings.Contains(err.Error(), "not a valid timestamp") {
+			t.Fatalf("expected error for invalid timestamp, got: %s", err.Error())
+		}
+	})
+
 	t.Run("VariousSpaces", func(t *testing.T) {
 		q, err := pql.ParseString(`TopN( x )`)
 		if err != nil {
diff --git a/qa/scripts/perf/able/able.yaml b/qa/scripts/perf/able/able.yaml
new file mode 100644
index 000000000..07365f90b
--- /dev/null
+++ b/qa/scripts/perf/able/able.yaml
@@ -0,0 +1,96 @@
+fields:
+  - name: "id"
+    type: uint # (default IDField (non-mutex))
+    distribution: "sequential"
+    min: 0
+    max: 1000000000 # 1B
+    repeat: false # if false, data generation stops when we hit >= max. only available with sequential
+    step: 1
+  - name: "age"
+    type: int
+    distribution: "uniform" # uniform or zipfian # TODO should totally add some kind of poission, normal, gaussian, bimodal
+    min: 15
+    max: 107
+    null_chance: 0.01
+  - name: "education_level"
+    type: string
+    source_file: "values/education.txt"
+    distribution: "zipfian"
+    s: 1.1
+    v: 5.1
+  - name: "gender"
+    type: string
+    source_file: "values/gender.txt"
+    distribution: "fixed"
+  - name: "income_bracket"
+    type: string
+    source_file: "values/income.txt"
+  - name: "domain"
+    type: "string-set"
+    min_num: 1
+    max_num: 6
+    source_file: "values/opendns-top-domains-10K.txt"
+    distribution: "zipfian"
+    s: 1.5
+    v: 4.3
+  - name: "timestamp"
+    type: "timestamp" # (default TimestampField)
+    min_date: 2006-01-02T15:04:05.001Z # RFC3339Nano
+    max_date: 2010-01-02T15:04:05.001Z # RFC3339Nano
+    distribution: "increasing" # only "increasing" is supported right now
+    min_step_duration: "10us"
+    max_step_duration: "100ms" # generated values will add randomly between 1s and 1h to previous value starting at min_date.
+    repeat: false # stop at > max_date unless repeat=true... then go back to min.
+  - name: "political_party"
+    type: "string"
+    source_file: "values/political_parties.txt"
+    distribution: "zipfian"
+    s: 1.0001
+    v: 1.0001
+  - name: "ltv"
+    type: "float" # use idk_params to choose a scale
+    min_float: 0.2
+    max_float: 1500
+    distribution: "uniform" # only supported value
+  - name: "hobby"
+    type: "string-set"
+    source_file: "values/hobbies.txt"
+    distribution: "zipfian"
+    min_num: 0
+    max_num: 4
+    s: 1.3
+    v: 2.5
+
+# idk_params describe how data from "fields" should be ingested by IDK
+idk_params:
+  primary_key_config:
+    field: "id" # if this is a single field named "id" then we'll use uint IDs, if it's empty we'll autogen ids, and if it's anything else we'll do string keys... yes this is a bit hacky, needs to be cleaned up.
+  # fields is keyed by names of fields from top level "fields". It is
+  # not required that all fields appear here, those that don't will
+  # use the default ingestion.
+  fields:
+    id:
+      - type: "ID"
+    timestamp:
+      - type: "RecordTime"
+        layout: "2006-01-02T15:04:05Z"
+        epoch: 1970-01-01T00:00:00.0Z
+        name: "na"
+    domain:
+      - type: "StringArray"
+        time_quantum: "YMD"
+    ltv:
+      - type: "Decimal"
+        scale: 2
+    income_bracket:
+      - type: "String"
+        mutex: true
+    education_level:
+      - type: "String"
+        mutex: true
+    gender:
+      - type: "String"
+        mutex: true
+    political_party:
+      - type: "String"
+        mutex: true
diff --git a/qa/scripts/perf/able/ableRun.sh b/qa/scripts/perf/able/ableRun.sh
new file mode 100644
index 000000000..92ca26987
--- /dev/null
+++ b/qa/scripts/perf/able/ableRun.sh
@@ -0,0 +1,16 @@
+#!/bin/bash
+
+SCRIPT_DIR=$( cd -- "$( dirname -- "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )
+
+# requires TF_VAR_cluster_prefix env var to be set
+if [ -z ${TF_VAR_cluster_prefix+x} ]; then 
+    echo "setting TF_VAR_cluster_prefix";
+    export TF_VAR_cluster_prefix="able-$(openssl rand -base64 12 | tr -d /=+ | cut -c -16)"
+    echo "TF_VAR_cluster_prefix is set to '$TF_VAR_cluster_prefix'";  
+else 
+    echo "TF_VAR_cluster_prefix is set to '$TF_VAR_cluster_prefix'"; 
+fi
+
+$SCRIPT_DIR/ableSetup.sh
+$SCRIPT_DIR/ableTest.sh
+$SCRIPT_DIR/ableTeardown.sh
diff --git a/qa/scripts/perf/able/ableSetup.sh b/qa/scripts/perf/able/ableSetup.sh
new file mode 100755
index 000000000..8ba9a4f54
--- /dev/null
+++ b/qa/scripts/perf/able/ableSetup.sh
@@ -0,0 +1,86 @@
+#!/bin/bash
+
+# To run script: ./ableSetup.sh
+export TF_IN_AUTOMATION=1
+
+if [ -z ${TF_VAR_cluster_prefix+x} ]; then 
+    echo "TF_VAR_cluster_prefix is unset";
+    exit 1
+else 
+    echo "TF_VAR_cluster_prefix is set to '$TF_VAR_cluster_prefix'"; 
+fi
+
+SCRIPT_DIR=$( cd -- "$( dirname -- "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )
+source $SCRIPT_DIR/../../utilCluster.sh
+
+pushd ./qa/tf/perf/able
+echo "Running terraform init..."
+terraform init -input=false
+echo "Running terraform apply..."
+terraform apply -input=false -auto-approve
+terraform output -json > outputs.json
+popd
+
+# get the first ingest host
+INGESTNODE0=$(cat ./qa/tf/perf/able/outputs.json | jq -r '[.ingest_ips][0]["value"][0]')
+echo "using INGESTNODE0 ${INGESTNODE0}"
+
+# get the first data host
+DATANODE0=$(cat ./qa/tf/perf/able/outputs.json | jq -r '[.data_node_ips][0]["value"][0]')
+echo "using DATANODE0 ${DATANODE0}"
+
+
+DEPLOYED_CLUSTER_PREFIX=$(cat ./qa/tf/perf/able/outputs.json | jq -r '[.cluster_prefix][0]["value"]')
+echo "Using DEPLOYED_CLUSTER_PREFIX: ${DEPLOYED_CLUSTER_PREFIX}"
+
+DEPLOYED_CLUSTER_REPLICA_COUNT=$(cat ./qa/tf/perf/able/outputs.json | jq -r '[.fb_cluster_replica_count][0]["value"]')
+echo "Using DEPLOYED_CLUSTER_REPLICA_COUNT: ${DEPLOYED_CLUSTDEPLOYED_CLUSTER_REPLICA_COUNTER_PREFIX}"
+
+DEPLOYED_DATA_IPS=$(cat ./qa/tf/perf/able/outputs.json | jq -r '[.data_node_ips][0]["value"][]')
+echo "DEPLOYED_DATA_IPS: {"
+echo "${DEPLOYED_DATA_IPS}"
+echo "}"
+
+DEPLOYED_DATA_IPS_LEN=`echo "$DEPLOYED_DATA_IPS" | wc -l`
+
+DEPLOYED_INGEST_IPS=$(cat ./qa/tf/perf/able/outputs.json | jq -r '[.ingest_ips][0]["value"][]')
+echo "DEPLOYED_INGEST_IPS: {"
+echo "${DEPLOYED_INGEST_IPS}"
+echo "}"
+
+DEPLOYED_INGEST_IPS_LEN=`echo "$DEPLOYED_INGEST_IPS" | wc -l`
+
+#wait until we can connect to one of the hosts
+for i in {0..24}
+do 
+    ssh -A -i ~/.ssh/gitlab-featurebase-ci.pem -o StrictHostKeyChecking=no -o ConnectTimeout=10 ec2-user@${DATANODE0} "pwd"
+    if [ $? -eq 0 ]
+    then
+        echo "Cluster is up after ${i} tries." 
+        break
+    fi
+    sleep 10
+done
+
+ssh -A -i ~/.ssh/gitlab-featurebase-ci.pem -o StrictHostKeyChecking=no -o ConnectTimeout=10 ec2-user@${DATANODE0} "pwd"
+if [ $? -ne 0 ]
+then
+    echo "Unable to connect to cluster - giving up" 
+    exit 1
+fi
+
+setupClusterNodes
+
+# verify featurebase running
+echo "Verifying featurebase cluster running..."
+curl -s http://${DATANODE0}:10101/status
+if (( $? != 0 )) 
+then 
+    echo "Featurebase cluster not running"
+    exit 1
+fi
+
+echo "Cluster running."
+
+
+
diff --git a/qa/scripts/perf/able/ableTeardown.sh b/qa/scripts/perf/able/ableTeardown.sh
new file mode 100755
index 000000000..c95aae6b3
--- /dev/null
+++ b/qa/scripts/perf/able/ableTeardown.sh
@@ -0,0 +1,7 @@
+#!/bin/bash
+
+# To run script: ./ableTeardown.sh
+
+cd qa/tf/perf/able
+export TF_IN_AUTOMATION=1
+terraform destroy -auto-approve
diff --git a/qa/scripts/perf/able/ableTest.sh b/qa/scripts/perf/able/ableTest.sh
new file mode 100755
index 000000000..d81ec2f51
--- /dev/null
+++ b/qa/scripts/perf/able/ableTest.sh
@@ -0,0 +1,66 @@
+#!/bin/bash
+
+# get the first ingest host
+INGESTNODE0=$(cat ./qa/tf/perf/able/outputs.json | jq -r '[.ingest_ips][0]["value"][0]')
+echo "using INGESTNODE0 ${INGESTNODE0}"
+
+# get the first data host
+DATANODE0=$(cat ./qa/tf/perf/able/outputs.json | jq -r '[.data_node_ips][0]["value"][0]')
+echo "using DATANODE0 ${DATANODE0}"
+
+# leaving this here because K6 is timing out and need to work out why
+# ssh -A -i ~/.ssh/gitlab-featurebase-ci.pem -o "StrictHostKeyChecking no" ec2-user@${INGESTNODE0} "wget https://github.com/grafana/k6/releases/download/v0.36.0/k6-v0.36.0-linux-arm64.tar.gz"
+# ssh -A -i ~/.ssh/gitlab-featurebase-ci.pem -o "StrictHostKeyChecking no" ec2-user@${INGESTNODE0} "tar -xvf k6-v0.36.0-linux-arm64.tar.gz"
+# ssh -A -i ~/.ssh/gitlab-featurebase-ci.pem -o "StrictHostKeyChecking no" ec2-user@${INGESTNODE0} "mkdir bin"
+# ssh -A -i ~/.ssh/gitlab-featurebase-ci.pem -o "StrictHostKeyChecking no" ec2-user@${INGESTNODE0} "mv ./k6-v0.36.0-linux-arm64/k6 ./bin"
+
+echo "Copying tests to remote"
+scp -r -i ~/.ssh/gitlab-featurebase-ci.pem ./qa/scripts/perf/able/*.js ec2-user@${INGESTNODE0}:/data
+if (( $? != 0 )) 
+then 
+    echo "Copy failed"
+    exit 1
+fi
+
+# copy restore data to ingest node
+echo "Copying restore data from S3"
+ssh -A -i ~/.ssh/gitlab-featurebase-ci.pem -o "StrictHostKeyChecking no" ec2-user@${INGESTNODE0} "aws s3 cp s3://molecula-perf-storage/able/perf-able-seg.tar.xz /data/perf-able-seg.tar.xz --no-progress" 
+if (( $? != 0 )) 
+then 
+    echo "Copy failed"
+    exit 1
+fi
+
+# untar data
+echo "Untarring data"
+ssh -A -i ~/.ssh/gitlab-featurebase-ci.pem -o "StrictHostKeyChecking no" ec2-user@${INGESTNODE0} "cd /data; tar -xf perf-able-seg.tar.xz" 
+if (( $? != 0 )) 
+then 
+    echo "Untarring failed"
+    exit 1
+fi
+
+# restore data
+echo "Restoring data"
+ssh -A -i ~/.ssh/gitlab-featurebase-ci.pem -o "StrictHostKeyChecking no" ec2-user@${INGESTNODE0} "cd /data; featurebase restore --host http://${DATANODE0}:10101 -s /data/data/backup > restore.out" 
+if (( $? != 0 )) 
+then 
+    echo "Restoring failed"
+    exit 1
+fi
+
+# run test
+echo "Running perf test"
+# leaving this here because K6 is timing out and need to work out why
+#ssh -A -i ~/.ssh/gitlab-featurebase-ci.pem -o "StrictHostKeyChecking no" ec2-user@${INGESTNODE0} "/home/ec2-user/bin/k6 run -e DATANODE0=test.k6.io /data/highcardinalitygroupby.js" 
+ssh -A -i ~/.ssh/gitlab-featurebase-ci.pem -o "StrictHostKeyChecking no" ec2-user@${INGESTNODE0} "curl ${DATANODE0}:10101/index/seg/query -X POST -o /data/response.json -d 'GroupBy(Rows(education_level), Rows(gender), Rows(domain), aggregate=Sum(field=age))'" 
+ABLETESTRESULT=$?
+
+if (( $ABLETESTRESULT != 0 )) 
+then 
+    echo "able perf test complete with failures"
+else
+    echo "able test complete"
+fi
+
+exit $ABLETESTRESULT 
\ No newline at end of file
diff --git a/qa/scripts/perf/able/generateTestData.sh b/qa/scripts/perf/able/generateTestData.sh
new file mode 100755
index 000000000..3193050fa
--- /dev/null
+++ b/qa/scripts/perf/able/generateTestData.sh
@@ -0,0 +1,33 @@
+#!/bin/bash
+
+
+# for --pilosa.hosts
+PILOSA_HOSTS=""
+
+DEPLOYED_DATA_IPS=$(cat ./qa/tf/perf/able/outputs.json | jq -r '[.data_node_ips][0]["value"][]')
+echo "DEPLOYED_DATA_IPS: {"
+echo "${DEPLOYED_DATA_IPS}"
+echo "}"
+
+DEPLOYED_DATA_IPS_LEN=`echo "$DEPLOYED_DATA_IPS" | wc -l`
+
+generatePilosaHostsString() {
+    IFS=$'\n'
+    cnt=0
+    for ip in $DEPLOYED_DATA_IPS
+    do
+        if (($cnt + 1 != $DEPLOYED_DATA_IPS_LEN)) 
+        then
+            PILOSA_HOSTS="${PILOSA_HOSTS}p${cnt}=$ip:10101,"
+        else
+            PILOSA_HOSTS="${PILOSA_HOSTS}p${cnt}=$ip:10101"
+        fi
+        cnt=$((cnt+1))
+    done
+
+    echo "PILOSA_HOSTS: ${PILOSA_HOSTS}"
+}
+
+generatePilosaHostsString
+
+datagen -s custom --custom-config=./able.yaml --pilosa.index=seg --pilosa.batch-size=1048576 --pilosa.hosts ${PILOSA_HOSTS}
\ No newline at end of file
diff --git a/qa/scripts/perf/able/highcardinalitygroupby.js b/qa/scripts/perf/able/highcardinalitygroupby.js
new file mode 100644
index 000000000..da8e32d8f
--- /dev/null
+++ b/qa/scripts/perf/able/highcardinalitygroupby.js
@@ -0,0 +1,11 @@
+import http from 'k6/http';
+import { sleep } from 'k6';
+	
+export default function () {
+    const params = {
+        timeout: '1800s',
+    };
+
+    let res = http.post(`http://${__ENV.DATANODE0}:10101/index/seg/query`, "GroupBy(Rows(education_level), Rows(gender), Rows(political_party), Rows(domain), aggregate=Sum(field=age))", params);
+    sleep(1);
+}
\ No newline at end of file
diff --git a/qa/scripts/perf/able/values/education.txt b/qa/scripts/perf/able/values/education.txt
new file mode 100644
index 000000000..4e7c28b29
--- /dev/null
+++ b/qa/scripts/perf/able/values/education.txt
@@ -0,0 +1,6 @@
+Some High School
+High School
+Some College
+College
+Master's
+Doctorate
\ No newline at end of file
diff --git a/qa/scripts/perf/able/values/gender.txt b/qa/scripts/perf/able/values/gender.txt
new file mode 100644
index 000000000..4ae957346
--- /dev/null
+++ b/qa/scripts/perf/able/values/gender.txt
@@ -0,0 +1,5 @@
+Male,0.48
+Female,0.48
+Transgender,0.01
+Other,0.01
+Unspecified,0.02
\ No newline at end of file
diff --git a/qa/scripts/perf/able/values/hobbies.txt b/qa/scripts/perf/able/values/hobbies.txt
new file mode 100644
index 000000000..3da9bdee2
--- /dev/null
+++ b/qa/scripts/perf/able/values/hobbies.txt
@@ -0,0 +1,642 @@
+Lego building
+Watching movies
+Watch making
+Slacklining
+BMX
+Cricket
+Sketching
+Satellite watching
+Volunteering
+Radio-controlled model playing
+Stone collecting
+Picnicking
+Hydroponics
+Karate
+Roller skating
+Skateboarding
+Element collecting
+Weaving
+Beach volleyball
+Archery
+Livestreaming
+Stone skipping
+Trapshooting
+Filmmaking
+Diorama
+Makeup
+Rugby league football
+Community activism
+Field hockey
+Backpacking
+Slot car
+Insect collecting
+VR Gaming
+Video making
+Bowling
+Sled dog racing
+Skiing
+Web design
+Sand art
+Public speaking
+Movie memorabilia collecting
+Gardening
+Wikipedia editing
+Croquet
+Mathematics
+Rail transport modeling
+Darts
+Judo
+Equestrianism
+Figure Skating
+Scrapbooking
+Airbrushing
+Photography
+Climbing
+Tourism
+Journaling
+Flower growing
+Wood carving
+Fashion design
+Polo
+Slot car racing
+Reading
+Electronic games
+Martial arts
+Bell ringing
+ Air sports
+Skipping rope
+Bowling
+Caving
+Leather crafting
+Construction
+Bus riding
+Flag football
+Anime
+Whittling
+Aerospace
+Sun bathing
+Music
+Running
+Diving
+Plastic art
+Stamp collecting
+Gymnastics
+Kabaddi
+Coin collecting
+Video editing
+Stripping
+Cribbage
+Candy making
+Amateur geology
+Motor sports
+Sculpting
+Transit map collecting
+Refinishing
+Surfing
+Swimming
+Skateboarding
+Knowledge/word games
+Tether car
+Poi
+Manga
+ Action figure
+Teaching
+Blacksmithing
+Fingerpainting
+Audiophile
+Spreadsheets
+Scouting
+Frisbee
+Metal detecting
+Book collecting
+Radio-controlled model playing
+Films
+Karaoke
+Wargaming
+Biology
+DJing
+Axe throwing
+Volleyball
+Life Science
+Fossil hunting
+Beachcombing
+Sudoku
+Cross-stitch
+Ephemera collecting
+Puzzles
+Hiking/backpacking
+Digital hoarding
+Horseshoes
+Amateur astronomy
+Book discussion clubs
+Model building
+Ceramics
+Telling jokes
+Gardening
+Renaissance fair
+Record collecting
+Collecting
+Taxidermy
+Flying
+Zumba
+ Archaeology
+Quidditch
+Playing musical instruments
+Tapestry
+Perfume
+Philately
+Business
+Microbiology
+Rafting
+Postcrossing
+Whisky
+Botany
+Badminton
+Chatting
+Board sports
+Groundhopping
+Inventing
+Paragliding
+Shooting sport
+Esports
+Sport stacking
+Proverbs
+Marching band
+Feng shui decorating
+Car tuning
+Sociology
+Writing music
+Robot combat
+Parkour
+Shogi
+Weightlifting
+Fashion
+Safari
+Motorcycling
+Pool
+Meteorology
+Auto audiophilia
+Mushroom hunting/mycology
+Radio-controlled model playing
+Miniature art
+Video game developing
+Medical science
+Herp keeping
+Shoemaking
+Gongfu tea
+Dowsing
+Microscopy
+Welding
+Woodworking
+Clothesmaking
+Fingerprint collecting
+Crossword puzzles
+Breadmaking
+Ice hockey
+Dolls
+Curling
+Sailing
+Mazes (indoor/outdoor)
+Fishkeeping
+Ticket collecting
+Flower arranging
+Nail art
+Couponing
+Skimboarding
+Fishing
+Figure skating
+Herping
+Surfing
+Go
+Vintage clothing
+Shortwave listening
+Water sports
+Darts
+Bonsai
+Lomography
+Crocheting
+Meditation
+Cornhole
+Railway journeys
+Cardistry
+Book restoration
+Graffiti
+Decorating
+Yo-yoing
+Speedcubing
+Lotology (lottery ticket collecting)
+Houseplant care
+Cryptography
+Quilling
+Powerlifting
+Cheesemaking
+Table tennis
+Public transport riding
+Pet adoption & fostering
+Magnet fishing
+Hooping
+Bridge
+Rubik's Cube
+Beekeeping
+Digital arts
+Foreign language learning
+Race walking
+Fusilately (phonecard collecting)
+Fishfarming
+Jigsaw puzzles
+Reviewing Gadgets
+Entrepreneurship
+Pickleball
+Wine tasting
+Footbag
+Astronomy
+Stuffed toy collecting
+Roller derby
+Astrology
+Furniture building
+Lapidary
+Iceboat racing
+High-power rocketry
+Reiki
+Baking
+Automobilism
+Witchcraft
+Walking
+Aerial silk
+Gongoozling
+Learning
+Cartophily (card collecting)
+Paintball
+Genealogy
+Do it yourself
+Volleyball
+Science and technology studies
+Horsemanship
+Swimming
+Needlepoint
+Fishkeeping
+Vintage cars
+Basketball
+Qigong
+Video game collecting
+Writing
+Vacation
+Nordic skating
+Powerboat racing
+Baseball
+Candle making
+Whale watching
+Knot tying
+Ice skating
+Debate
+Checkers (draughts)
+Board/tabletop games
+Model engineering
+VR Gaming
+Palmistry
+Air hockey
+Pole dancing
+Modeling
+Puppetry
+Memory training
+Sculling or rowing
+Seashell collecting
+Poetry
+Role-playing games
+Flying model planes
+Tennis polo
+Gymnastics
+Metalworking
+Scutelliphily
+Eating
+Pet sitting
+Fruit picking
+Farming
+Survivalism
+Fly tying
+Wax sealing
+Sea glass collecting
+Antiquing
+Metal detecting
+Guerrilla gardening
+Dance
+Birdwatching
+Skiing
+Jujitsu
+Hiking
+Model aircraft
+Model United Nations
+Jukskei
+Leaves
+Drama
+Lacrosse
+LARPing
+Home improvement
+Skydiving
+Snowmobiling
+Meteorology
+Fantasy sports
+Blogging
+Hobby horsing
+Knife throwing
+English
+Soapmaking
+Talking
+Lace making
+Driving
+Engraving
+Kung fu
+Laser tag
+Composting
+Sledding
+Croquet
+Railway studies
+Magic
+Kite flying
+Acting
+Juggling
+Travel
+Glassblowing
+Baton twirling
+Boxing
+Kart racing
+Comic book collecting
+Meditation
+Mineral collecting
+Dancing
+Antiquities
+Ultimate frisbee
+Planning
+Pole dancing
+Snorkeling
+Zoo visiting
+Animation
+Rock painting
+Exhibition drill
+Stamp collecting
+People-watching
+Knife collecting
+Herbalism
+Knitting
+Karting
+Tennis
+Drink mixing
+Kombucha brewing
+Chemistry
+Badminton
+Lock picking
+Letterboxing
+Storm chasing
+Sports memorabilia
+Tai chi
+Calligraphy
+Weight training
+Pin (lapel)
+Coffee roasting
+Unicycling
+Ghost hunting
+Archery
+Museum visiting
+Card games
+Dog sport
+Herping
+Netball
+Video gaming
+Trade fair visiting
+Baseball
+plush collecting
+Car fixing & building
+Tatebanko
+BASE jumping
+Gold prospecting
+Animal fancy
+Jogging
+Gunsmithing
+Shooting
+Long-distance running
+Quizzes
+Canoeing
+Aquascaping
+Practical jokes
+Tattooing
+Social studies
+Vehicle restoration
+Cheerleading
+Proofreading and editing
+Fishing
+Squash
+Tarot
+Sewing
+Birdwatching
+Cycling
+Button collecting
+Animation
+Art
+Giving advice
+Handball
+Die-cast toy
+Jewelry making
+Deltiology (postcard collecting)
+Brazilian jiu-jitsu
+Coloring
+Podcast hosting
+Couch surfing
+Reading
+Compact discs
+Bullet journaling
+Hunting
+Australian rules football
+Origami
+Tea bag collecting
+Webtooning
+Longboarding
+Auto detailing
+Hacking
+Kendama
+Photography
+Pilates
+Snowboarding
+Pressed flower craft
+Conlanging
+Beatboxing
+Amateur radio
+Freestyle football
+Mountaineering
+Rock tumbling
+Yoga
+Bus spotting
+Tour skating
+Rock balancing
+Camping
+Sculling or rowing
+Performance
+Djembe
+Entertaining
+Chess
+Cleaning
+Electronics
+Vinyl Records
+Beauty pageants
+Auto racing
+Climbing
+Road biking
+Gingerbread house making
+Distro Hopping
+Geocaching
+Snowshoeing
+Creative writing
+Taekwondo
+Radio-controlled car racing
+Worldbuilding
+Car riding
+Stand-up comedy
+Flying disc
+Dog walking
+Phillumeny
+Foraging
+Singing
+Barbershop Music
+Confectionery
+Amusement park visiting
+Inline skating
+Knife making
+History
+Breakdancing
+Experimenting
+Color guard
+Painting
+Soccer
+Backgammon
+City trip
+Marbles
+Renovating
+Speed skating
+Handball
+Gaming
+Triathlon
+Mountain biking
+Machining
+Art collecting
+Baton twirling
+Horseback riding
+Benchmarking
+Philately
+Tourism
+Wrestling
+Disc golf
+Flower collecting and pressing
+Fitness
+Acroyoga
+Beer tasting
+Video gaming
+Lacrosse
+Bodybuilding
+Thrifting
+Topiary
+3D printing
+Crystals
+Orienteering
+Noodling
+Geocaching
+Orienteering
+Winemaking
+Watching documentaries
+Pet
+Drawing
+Photography
+Airsoft
+Homebrewing
+Aircraft spotting
+Mini Golf
+Storytelling
+Pickleball
+Shuffleboard
+Cooking
+Rock climbing
+Vegetable farming
+Radio-controlled model playing
+Billiards
+Association football
+Embroidery
+Waxing
+Physics
+Hobby tunneling
+Scuba diving
+Kayaking
+Videography
+Tennis
+Slot car
+Table tennis
+Golfing
+Dog training
+Craft
+Mahjong
+Cycling
+Thru-hiking
+Fencing
+Airsoft
+Humor
+Mycology
+Rail transport modelling
+Sports science
+Table football
+Trainspotting
+Minimalism
+Urban exploration
+Macrame
+Computer programming
+Horseback riding
+Cue sports
+Magic
+Pyrography
+Ice skating
+Upcycling
+Shoes
+Power Nap
+Pen Spinning
+Jumping rope
+Astronomy
+Pottery
+Martial arts
+Butterfly watching
+Hula hooping
+Water polo
+Geography
+Chess
+Rugby
+Cosplaying
+Racquetball
+Shopping
+Graphic design
+Binge-watching
+Kitesurfing
+Research
+Model racing
+Listening to podcasts
+Radio-controlled model collecting
+Research
+Rapping
+Poker
+Rappelling
+Watching television
+Listening to music
+Mechanics
+Philosophy
+Recipe creation
+Quilting
+Fossicking
+Social media
+Word searches
+Massaging
+Dominoes
+Longboarding
+Scuba Diving
+Dining
+Hardware
+Communication
+Ant-keeping
+Canyoning
+Dandyism
+Psychology
+Softball
+Table tennis playing
diff --git a/qa/scripts/perf/able/values/income.txt b/qa/scripts/perf/able/values/income.txt
new file mode 100644
index 000000000..c7149440d
--- /dev/null
+++ b/qa/scripts/perf/able/values/income.txt
@@ -0,0 +1,7 @@
+$0-$14,200
+$14,201-$54,200
+$54,201-$86,350
+$86,351-$164,900
+$164,901-$209,400
+$209,401-$523,600
+$523,601 or more
\ No newline at end of file
diff --git a/qa/scripts/perf/able/values/opendns-top-domains-10K.txt b/qa/scripts/perf/able/values/opendns-top-domains-10K.txt
new file mode 100644
index 000000000..23ca2c898
--- /dev/null
+++ b/qa/scripts/perf/able/values/opendns-top-domains-10K.txt
@@ -0,0 +1,10000 @@
+google.com
+facebook.com
+doubleclick.net
+google-analytics.com
+akamaihd.net
+googlesyndication.com
+googleapis.com
+googleadservices.com
+facebook.net
+youtube.com
+twitter.com
+scorecardresearch.com
+microsoft.com
+ytimg.com
+googleusercontent.com
+apple.com
+msftncsi.com
+2mdn.net
+googletagservices.com
+adnxs.com
+yahoo.com
+serving-sys.com
+akadns.net
+bluekai.com
+ggpht.com
+rubiconproject.com
+verisign.com
+addthis.com
+crashlytics.com
+amazonaws.com
+quantserve.com
+akamaiedge.net
+live.com
+googletagmanager.com
+revsci.net
+adadvisor.net
+openx.net
+digicert.com
+pubmatic.com
+agkn.com
+instagram.com
+mathtag.com
+gmail.com
+rlcdn.com
+linkedin.com
+yahooapis.com
+chartbeat.net
+twimg.com
+turn.com
+crwdcntrl.net
+demdex.net
+betrad.com
+flurry.com
+newrelic.com
+yimg.com
+youtube-nocookie.com
+exelator.com
+acxiom-online.com
+imrworldwide.com
+amazon.com
+fbcdn.net
+windowsupdate.com
+mookie1.com
+rfihub.com
+omniroot.com
+adsrvr.org
+nexac.com
+bing.com
+skype.com
+godaddy.com
+sitescout.com
+tubemogul.com
+contextweb.com
+w55c.net
+chartbeat.com
+akamai.net
+jquery.com
+adap.tv
+criteo.com
+krxd.net
+optimizely.com
+macromedia.com
+comodoca.com
+casalemedia.com
+pinterest.com
+adsymptotic.com
+symcd.com
+atwola.com
+adobe.com
+msn.com
+adsafeprotected.com
+tapad.com
+truste.com
+symantecliveupdate.com
+atdmt.com
+t.co
+avast.com
+google.co.in
+spotxchange.com
+tidaltv.com
+adtechus.com
+everesttech.net
+addthisedge.com
+hola.org
+btrll.com
+gwallet.com
+liverail.com
+windows.com
+burstnet.com
+disqus.com
+nr-data.net
+p-td.com
+geotrust.com
+admob.com
+crittercism.com
+bizographics.com
+ru4.com
+wtp101.com
+ksmobile.com
+msads.net
+thawte.com
+lijit.com
+cloudflare.com
+360yield.com
+dropbox.com
+simpli.fi
+smartadserver.com
+globalsign.com
+mlnadvertising.com
+chango.com
+connexity.net
+moatads.com
+s-msn.com
+entrust.net
+tribalfusion.com
+domdex.com
+google.com.tr
+whatsapp.net
+ntp.org
+amazon-adsystem.com
+viber.com
+disquscdn.com
+yandex.ru
+doubleverify.com
+bkrtx.com
+criteo.net
+outbrain.com
+questionmarket.com
+adform.net
+yieldmanager.com
+typekit.net
+goo.gl
+voicefive.com
+owneriq.net
+media6degrees.com
+tynt.com
+symcb.com
+advertising.com
+audienceiq.com
+wp.com
+rtbidder.net
+wikipedia.org
+adroll.com
+icloud.com
+gravatar.com
+collective-media.net
+appsflyer.com
+dmtry.com
+blogger.com
+taboola.com
+legolas-media.com
+images-amazon.com
+afy11.net
+aspnetcdn.com
+hike.in
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+flwarmwg.cn
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+eemqepu.cn
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+grandparents.com
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+delivery53.com
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+twenga.it
+aa.com.tr
+btmbxiacvl.cn
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+bradescorural.com.br
+govtrack.us
+cb2.com
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+hitsk.in
+ehealthcaresolutions.com
+wowinterface.com
+schwabcdn.com
+frenchmid.eu
+newsbytes.com
+betterbythemin.com
+bigfishsites.com
+booksamillion.com
+spigjs.info
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+supertelafilmesonlinegratis.com
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+minhavida.com.br
+dietaesaude.com.br
+kameleoon.com
+livepromotools.com
+perfectcitytime.com
+hunts.com
+molliemakes.com
+bloggercomment.com
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+intsig.net
+mirror-image.net
+foodonthetable.com
+ticketmaster.com.au
+kernel.org
+vancouversun.com
+adtegrity.net
+brightcloud.com
+swappa.com
+politiken.dk
+hollywoodtuna.com
+popfixx.com
+fareportal.com
+followhorseracing.com
+immunet.com
+sterling-adventures.co.uk
+mgyun.com
+baofeng.com
+mastercms.org
+magiq.com
+projone.net
+anchorfree.net
+usafis.org
+salaodocarro.com.br
+consumerinput.com
+linkonlineworld.com
+cc.com
+futurity.org
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+adelixir.com
+arenafootball.com
+mawaly.com
+cloudantivirus.com
+albawabhnews.com
+istoedinheiro.com.br
+self.com
+pushauction.com
+qnsr.com
+enchantedlearning.com
+gigenet.com
+crimtan.com
+skem1.com
+leaseweb.com
+noobmeter.com
+idexx.com
+theaccept.net
+extra.com.br
+bimedia.net
+thepennyhoarder.com
+trackeame.com
+gophoto.it
+vt.edu
+doveclub.it
+fptshop.com.vn
+gamebaby.net
+pangora.com
+friv-games.com
+locaweb.com.br
+polarnavy.com
+ado-global.com
+incmd07.com
+sancohuyenthoai.vn
+ulketv.com.tr
+esa.int
+rescuetime.com
+trustedform.com
+hotlog.ru
+privacystar.com
+trademob.com
+ssrn.com
+kidshealth.org
+dostor.org
+hotair.com
+kidsfootlocker.com
+ebay-mediacentre.co.uk
+mapmyfitness.com
+adform.com
+society6.com
+hotdeal.vn
+thevideo.me
+duolingo.com
+gossipcenter.com
+checkpointsys.com
+swacargo.com
+cpcache.com
+goobzo.com
+gtburst.com
+cameraprive.com.br
+2dopeboyz.com
+admixclicks.com
+aggeliopolis.gr
+fa8072.com
+lowescreativeideas.com
+playerio.com
+findthebest.com
+tira.cn
+plentyoffish.com
+ximad.com
+csnne.com
+golden-goose-method.com
+opm.gov
+quattroruote.it
+faqs.org
+snssdk.com
+vdict.com
+wpimg.pl
+doubletwist.com
+inbox.com
+cdn-redfin.com
+bluecoat.com
+kayak.co.uk
+cwmods.com
+timesonline.co.uk
+direcpc.com
+redtailtechnology.com
+wayreview.com
+h12-media.net
+meterserver.vn
+cisp.com
+dulichhue.com.vn
+sannhac.com
+buenosearch.com
+technetevents.com
+michaels.com
+thesimplethings.com
+scoutanalytics.net
+laptopmag.com
+ticketmaster.es
+aerisapi.com
+groupon.co.uk
+hotukdeals.com
+ofuxico.com.br
+vidyomani.com
+yahoo.co.uk
+ledsmagazine.com
+blogsonyxperia.com.br
+docusign.net
+good.com
+blogcatalog.com
+dhl.com
+tagesschau.de
+hulatoo.net
+sonypictures.com
+masralarabia.com
+spigtrdpjs.info
+berkeley.edu
+corrieredellosport.it
+guitarbattle.com.br
+smartorrent.com
+dattobackup.com
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+netvigator.com
+genius.com
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+panorama.it
+beaconads.com
+hostingxtreme.com
+sohu.com.cn
+hanmail.net
+rhapsody.com
+esoui.com
+picasion.com
+parade.com
+socialgrowthtechnologies.com
+saigonamthuc.vn
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+supereva.com
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+maquinadevendas.com.br
+staticontent.com
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+85dcf732d593.se
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+lapresse.ca
+bluehornet.com
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+rainbowtgx.com
+fastrapid.in
+locamail.com.br
+tachthongtin.com
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+activejunky.com
+celebrityhd.tv
+lifehack.org
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+addictinggames.com
+digitalfuture.com
+beedoctor.vn
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+eqinterface.com
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+policypedia.org
+triradar.com
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+developermedia.com
+easportsfifaworld.com
+letv.cn
+laposte.net
+weather.ca
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+fedoraproject.org
+thegrio.com
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+kayak.it
+sigalert.com
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+shopzilla.com
+p0y.cn
+lilluna.com
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+riftui.com
+catalinahub.com
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+vitalk.vn
+whydoiseetheads.info
+dvdvideosoft.com
+duke.edu
+bubblestat.com
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+gazeteoku.com
+sleazyneasy.com
+ecbsn.com
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+immobiliare.it
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+costcophotocenter.com
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+landsofamerica.com
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+247msg.com
+assoc-amazon.co.uk
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+gryphonet.com
+geewa.net
+catve.tv
+lemde.fr
+vstarcam.com
+thezoereport.com
+channel4.com
+stroeerdigitalmedia.de
+pornleech.ru
+radikal.ru
+benjerry.com
+homedesigntreasure.com
+katestube.com
+hiconversion.com
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+kayak.com.mx
+maximumpc.com
+modcloth.com
+800hosting.com
+eyeblaster.com
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+datamind.ru
+fvap.gov
+yieidmanager.com
+kayak.dk
+listhub.com
+tns-cs.net
+kayak.fr
+udemy.com
+bancodoplaneta.com.br
+lpcdn.ca
+gourmetads.com
+aastocks.com
+architecturaldigest.com
+mnetads.com
+barracudacentral.com
+comingsoon.net
+kayak.com.tr
+vizio.com
+leonardoadv.it
+freeskreen.com
+inn.ru
+trckng.net
+pixstatic.com
+staplesrewardscenter.com
+ezanga.com
+fastcolabs.com
+teklinks.com
+iprimus.com.au
+c4tw.net
+cms.gov
+host-engine.com
+umtrack.com
+zacks.com
+di.sn
+ietf.org
+camdolls.com
+oyungemisi.com
+disneylandparis.com
+appgratuites-network.com
+townsquaremedia.com
+mediative.com
+commentarymagazine.com
+crazycashformula.net
+grupaonet.pl
+playnomics.net
+icann.org
+bikeqwikfix.com
+mobtada.com
+vrbo.com
+silkroad.com
+123c.vn
+vietad.vn
+edline.net
+yesadsrv.com
+getfirebug.com
+markandgraham.com
+newegg.ca
+swafreedomshop.com
+com.com
+formesuabanda.com.br
+magisto.com
+mapbar.com
+brimg.net
+canlibahissiteleri24.com
+synxis.com
+adyoulike.com
+costco.ca
+pressly.com
+doorsteps.com
+clkbid.com
+cyveillance.com
+musicnet.com
+mrnumber.com
+arenabg.com
\ No newline at end of file
diff --git a/qa/scripts/perf/able/values/political_parties.txt b/qa/scripts/perf/able/values/political_parties.txt
new file mode 100644
index 000000000..d8a9434b8
--- /dev/null
+++ b/qa/scripts/perf/able/values/political_parties.txt
@@ -0,0 +1,7 @@
+Democrat
+Republican
+Independent
+Libertarian
+Green
+Federalist
+Whig
\ No newline at end of file
diff --git a/qa/scripts/runSamsungGauntlet.sh b/qa/scripts/runSamsungGauntlet.sh
index 37cc0a930..6c1822c91 100644
--- a/qa/scripts/runSamsungGauntlet.sh
+++ b/qa/scripts/runSamsungGauntlet.sh
@@ -2,9 +2,6 @@
 
 SCRIPT_DIR=$( cd -- "$( dirname -- "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )
 
-# requires TF_VAR_branch env var to be set
-if [ -z ${TF_VAR_branch+x} ]; then echo "TF_VAR_branch is unset"; else echo "TF_VAR_branch is set to '$TF_VAR_branch'"; fi
-
 # requires TF_VAR_cluster_prefix env var to be set
 if [ -z ${TF_VAR_cluster_prefix+x} ]; then 
     echo "setting TF_VAR_cluster_prefix";
diff --git a/qa/scripts/runSmokeTest.sh b/qa/scripts/runSmokeTest.sh
index 6b598995e..8d4ff1923 100755
--- a/qa/scripts/runSmokeTest.sh
+++ b/qa/scripts/runSmokeTest.sh
@@ -2,10 +2,6 @@
 
 SCRIPT_DIR=$( cd -- "$( dirname -- "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )
 
-
-# requires TF_VAR_branch env var to be set
-if [ -z ${TF_VAR_branch+x} ]; then echo "TF_VAR_branch is unset"; else echo "TF_VAR_branch is set to '$TF_VAR_branch'"; fi
-
 # requires TF_VAR_cluster_prefix env var to be set
 if [ -z ${TF_VAR_cluster_prefix+x} ]; then 
     echo "setting TF_VAR_cluster_prefix";
diff --git a/qa/scripts/setupSamsungGauntlet.sh b/qa/scripts/setupSamsungGauntlet.sh
index e7929ea9f..1e6060f2e 100755
--- a/qa/scripts/setupSamsungGauntlet.sh
+++ b/qa/scripts/setupSamsungGauntlet.sh
@@ -3,9 +3,6 @@
 # To run script: ./setupSamsungGauntlet.sh
 export TF_IN_AUTOMATION=1
 
-# requires TF_VAR_branch env var to be set
-if [ -z ${TF_VAR_branch+x} ]; then echo "TF_VAR_branch is unset"; else echo "TF_VAR_branch is set to '$TF_VAR_branch'"; fi
-
 SCRIPT_DIR=$( cd -- "$( dirname -- "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )
 source $SCRIPT_DIR/utilCluster.sh
 
diff --git a/qa/scripts/setupSmokeTest.sh b/qa/scripts/setupSmokeTest.sh
index 1059e5f29..997974494 100755
--- a/qa/scripts/setupSmokeTest.sh
+++ b/qa/scripts/setupSmokeTest.sh
@@ -3,9 +3,6 @@
 # To run script: ./setupSmokeTest.sh
 export TF_IN_AUTOMATION=1
 
-# requires TF_VAR_branch env var to be set
-if [ -z ${TF_VAR_branch+x} ]; then echo "TF_VAR_branch is unset"; else echo "TF_VAR_branch is set to '$TF_VAR_branch'"; fi
-
 SCRIPT_DIR=$( cd -- "$( dirname -- "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )
 source $SCRIPT_DIR/utilCluster.sh
 
diff --git a/qa/scripts/teardownSmokeTest.sh b/qa/scripts/teardownSmokeTest.sh
index 76eeb564b..21e9f390a 100755
--- a/qa/scripts/teardownSmokeTest.sh
+++ b/qa/scripts/teardownSmokeTest.sh
@@ -2,9 +2,6 @@
 
 # To run script: ./teardownSmokeTest.sh
 
-# requires TF_VAR_branch env var to be set
-if [ -z ${TF_VAR_branch+x} ]; then echo "TF_VAR_branch is unset"; else echo "TF_VAR_branch is set to '$TF_VAR_branch'"; fi
-
 cd qa/tf/ci/smoketest
 export TF_IN_AUTOMATION=1
 terraform destroy -auto-approve
diff --git a/qa/scripts/testSmokeTest.sh b/qa/scripts/testSmokeTest.sh
index b6ba34e7f..b27b12931 100755
--- a/qa/scripts/testSmokeTest.sh
+++ b/qa/scripts/testSmokeTest.sh
@@ -1,8 +1,5 @@
 #!/bin/bash
 
-# requires TF_VAR_branch env var to be set
-if [ -z ${TF_VAR_branch+x} ]; then echo "TF_VAR_branch is unset"; else echo "TF_VAR_branch is set to '$TF_VAR_branch'"; fi
-
 SCRIPT_DIR=$( cd -- "$( dirname -- "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )
 source $SCRIPT_DIR/utilCluster.sh
 
diff --git a/qa/tf/.modules/featurebase-cluster/main.tf b/qa/tf/.modules/featurebase-cluster/main.tf
index d21fbd4df..c06576025 100644
--- a/qa/tf/.modules/featurebase-cluster/main.tf
+++ b/qa/tf/.modules/featurebase-cluster/main.tf
@@ -13,7 +13,7 @@ data "aws_ami" "amazon_linux_2" {
 
   filter {
     name   = "architecture"
-    values = ["arm64"]
+    values = var.fb_cluster_arch
   }
 }
 
@@ -38,6 +38,7 @@ resource "aws_instance" "fb_cluster_nodes" {
     volume_type = var.fb_data_disk_type
     volume_size = var.fb_data_disk_size_gb
     iops        = var.fb_data_disk_iops
+    encrypted   = true 
   }
 
   tags = {
@@ -70,6 +71,7 @@ resource "aws_instance" "fb_ingest" {
     volume_type = var.fb_ingest_disk_type
     volume_size = var.fb_ingest_disk_size_gb
     iops        = var.fb_ingest_disk_iops
+    encrypted   = true
   }
 
   tags = {
@@ -255,6 +257,27 @@ resource "aws_iam_role" "fb_cluster_node_role" {
     })
   }
 
+  inline_policy {
+    name = "s3_perms"
+    policy = jsonencode({
+      Version = "2012-10-17"
+      Statement = [
+        {
+            Sid = "VisualEditor0",
+            Effect = "Allow",
+            Action = ["s3:PutObject", "s3:GetObject"],
+            Resource = "arn:aws:s3:::molecula-perf-storage/*"
+        },
+        {
+            Sid = "VisualEditor1",
+            Effect = "Allow",
+            Action = "s3:PutObject",
+            Resource = "arn:aws:s3:::molecula-artifact-storage/*"
+        }
+      ]
+    })
+  }
+
   tags = {
     Prefix = "${var.cluster_prefix}"
     Name   = "${var.cluster_prefix}-fb_cluster_node_role"
diff --git a/qa/tf/.modules/featurebase-cluster/variables.tf b/qa/tf/.modules/featurebase-cluster/variables.tf
index 4d7762d7e..7f7bf2e95 100644
--- a/qa/tf/.modules/featurebase-cluster/variables.tf
+++ b/qa/tf/.modules/featurebase-cluster/variables.tf
@@ -3,6 +3,11 @@ variable "cluster_prefix" {
   description = "This is a identifier that will be prefixed to created resources"
 }
 
+variable "fb_cluster_arch" {
+  type    = list(string)
+  default = ["arm64"]
+}
+
 variable "fb_ingest_type" {
   type    = string
   default = "c6g.2xlarge"
diff --git a/qa/tf/ci/smoketest/terraform.tfstate.backup b/qa/tf/ci/smoketest/terraform.tfstate.backup
deleted file mode 100644
index bc199358f..000000000
--- a/qa/tf/ci/smoketest/terraform.tfstate.backup
+++ /dev/null
@@ -1,710 +0,0 @@
-{
-  "version": 4,
-  "terraform_version": "1.1.2",
-  "serial": 220,
-  "lineage": "0f5e8a05-0e94-e86f-f384-26086bd40585",
-  "outputs": {
-    "cluster_prefix": {
-      "value": "gauntlet-wFQOOzXB51R3ebr",
-      "type": "string"
-    },
-    "data_node_ips": {
-      "value": [
-        "10.0.1.16"
-      ],
-      "type": [
-        "tuple",
-        [
-          "string"
-        ]
-      ]
-    },
-    "fb_cluster_replica_count": {
-      "value": 1,
-      "type": "number"
-    },
-    "ingest_ips": {
-      "value": [
-        "3.142.172.86"
-      ],
-      "type": [
-        "tuple",
-        [
-          "string"
-        ]
-      ]
-    }
-  },
-  "resources": [
-    {
-      "module": "module.ci-cluster",
-      "mode": "data",
-      "type": "aws_ami",
-      "name": "amazon_linux_2",
-      "provider": "provider[\"registry.terraform.io/hashicorp/aws\"]",
-      "instances": [
-        {
-          "schema_version": 0,
-          "attributes": {
-            "architecture": "arm64",
-            "arn": "arn:aws:ec2:us-east-2::image/ami-088e1f338c3b87d1a",
-            "block_device_mappings": [
-              {
-                "device_name": "/dev/xvda",
-                "ebs": {
-                  "delete_on_termination": "true",
-                  "encrypted": "false",
-                  "iops": "0",
-                  "snapshot_id": "snap-0f9ae89577e61b172",
-                  "throughput": "0",
-                  "volume_size": "8",
-                  "volume_type": "gp2"
-                },
-                "no_device": "",
-                "virtual_name": ""
-              }
-            ],
-            "creation_date": "2022-01-05T21:55:03.000Z",
-            "description": "Amazon Linux 2 LTS Arm64 AMI 2.0.20211223.0 arm64 HVM gp2",
-            "ena_support": true,
-            "executable_users": null,
-            "filter": [
-              {
-                "name": "architecture",
-                "values": [
-                  "arm64"
-                ]
-              },
-              {
-                "name": "name",
-                "values": [
-                  "amzn2-ami-hvm-*"
-                ]
-              },
-              {
-                "name": "virtualization-type",
-                "values": [
-                  "hvm"
-                ]
-              }
-            ],
-            "hypervisor": "xen",
-            "id": "ami-088e1f338c3b87d1a",
-            "image_id": "ami-088e1f338c3b87d1a",
-            "image_location": "amazon/amzn2-ami-hvm-2.0.20211223.0-arm64-gp2",
-            "image_owner_alias": "amazon",
-            "image_type": "machine",
-            "kernel_id": null,
-            "most_recent": true,
-            "name": "amzn2-ami-hvm-2.0.20211223.0-arm64-gp2",
-            "name_regex": null,
-            "owner_id": "137112412989",
-            "owners": [
-              "amazon"
-            ],
-            "platform": null,
-            "platform_details": "Linux/UNIX",
-            "product_codes": [],
-            "public": true,
-            "ramdisk_id": null,
-            "root_device_name": "/dev/xvda",
-            "root_device_type": "ebs",
-            "root_snapshot_id": "snap-0f9ae89577e61b172",
-            "sriov_net_support": "simple",
-            "state": "available",
-            "state_reason": {
-              "code": "UNSET",
-              "message": "UNSET"
-            },
-            "tags": {},
-            "usage_operation": "RunInstances",
-            "virtualization_type": "hvm"
-          },
-          "sensitive_attributes": []
-        }
-      ]
-    },
-    {
-      "module": "module.ci-cluster",
-      "mode": "managed",
-      "type": "aws_iam_instance_profile",
-      "name": "fb_cluster_node_profile",
-      "provider": "provider[\"registry.terraform.io/hashicorp/aws\"]",
-      "instances": [
-        {
-          "schema_version": 0,
-          "attributes": {
-            "arn": "arn:aws:iam::977373308795:instance-profile/gauntlet-wFQOOzXB51R3ebr-fb_cluster_node_profile",
-            "create_date": "2022-01-12T15:00:15Z",
-            "id": "gauntlet-wFQOOzXB51R3ebr-fb_cluster_node_profile",
-            "name": "gauntlet-wFQOOzXB51R3ebr-fb_cluster_node_profile",
-            "name_prefix": null,
-            "path": "/",
-            "role": "gauntlet-wFQOOzXB51R3ebr-fb_cluster_node",
-            "tags": null,
-            "tags_all": {},
-            "unique_id": "AIPA6HD75E55WG6AVJLA4"
-          },
-          "sensitive_attributes": [],
-          "private": "bnVsbA==",
-          "dependencies": [
-            "module.ci-cluster.aws_iam_role.fb_cluster_node_role"
-          ]
-        }
-      ]
-    },
-    {
-      "module": "module.ci-cluster",
-      "mode": "managed",
-      "type": "aws_iam_role",
-      "name": "fb_cluster_node_role",
-      "provider": "provider[\"registry.terraform.io/hashicorp/aws\"]",
-      "instances": [
-        {
-          "schema_version": 0,
-          "attributes": {
-            "arn": "arn:aws:iam::977373308795:role/gauntlet-wFQOOzXB51R3ebr-fb_cluster_node",
-            "assume_role_policy": "{\"Version\":\"2012-10-17\",\"Statement\":[{\"Sid\":\"\",\"Effect\":\"Allow\",\"Principal\":{\"Service\":\"ec2.amazonaws.com\"},\"Action\":\"sts:AssumeRole\"}]}",
-            "create_date": "2022-01-12T15:00:12Z",
-            "description": "",
-            "force_detach_policies": false,
-            "id": "gauntlet-wFQOOzXB51R3ebr-fb_cluster_node",
-            "inline_policy": [
-              {
-                "name": "ec2_read_all",
-                "policy": "{\"Statement\":[{\"Action\":[\"ec2:Describe*\"],\"Effect\":\"Allow\",\"Resource\":\"*\"}],\"Version\":\"2012-10-17\"}"
-              }
-            ],
-            "managed_policy_arns": [],
-            "max_session_duration": 3600,
-            "name": "gauntlet-wFQOOzXB51R3ebr-fb_cluster_node",
-            "name_prefix": "",
-            "path": "/",
-            "permissions_boundary": null,
-            "tags": null,
-            "tags_all": {},
-            "unique_id": "AROA6HD75E55YDDESCKUN"
-          },
-          "sensitive_attributes": [],
-          "private": "bnVsbA=="
-        }
-      ]
-    },
-    {
-      "module": "module.ci-cluster",
-      "mode": "managed",
-      "type": "aws_instance",
-      "name": "fb_cluster_nodes",
-      "provider": "provider[\"registry.terraform.io/hashicorp/aws\"]",
-      "instances": [
-        {
-          "index_key": 0,
-          "schema_version": 1,
-          "attributes": {
-            "ami": "ami-088e1f338c3b87d1a",
-            "arn": "arn:aws:ec2:us-east-2:977373308795:instance/i-03a8897456f88b2a4",
-            "associate_public_ip_address": false,
-            "availability_zone": "us-east-2a",
-            "capacity_reservation_specification": [
-              {
-                "capacity_reservation_preference": "open",
-                "capacity_reservation_target": []
-              }
-            ],
-            "cpu_core_count": 2,
-            "cpu_threads_per_core": 1,
-            "credit_specification": [],
-            "disable_api_termination": false,
-            "ebs_block_device": [
-              {
-                "delete_on_termination": true,
-                "device_name": "/dev/sdb",
-                "encrypted": false,
-                "iops": 3000,
-                "kms_key_id": "",
-                "snapshot_id": "",
-                "tags": {},
-                "throughput": 125,
-                "volume_id": "vol-0028ea6c90c8ed849",
-                "volume_size": 100,
-                "volume_type": "gp3"
-              }
-            ],
-            "ebs_optimized": false,
-            "enclave_options": [
-              {
-                "enabled": false
-              }
-            ],
-            "ephemeral_block_device": [],
-            "get_password_data": false,
-            "hibernation": false,
-            "host_id": null,
-            "iam_instance_profile": "gauntlet-wFQOOzXB51R3ebr-fb_cluster_node_profile",
-            "id": "i-03a8897456f88b2a4",
-            "instance_initiated_shutdown_behavior": "stop",
-            "instance_state": "running",
-            "instance_type": "m6g.large",
-            "ipv6_address_count": 0,
-            "ipv6_addresses": [],
-            "key_name": "gauntlet-wFQOOzXB51R3ebr-gitlab-ci",
-            "launch_template": [],
-            "metadata_options": [
-              {
-                "http_endpoint": "enabled",
-                "http_put_response_hop_limit": 1,
-                "http_tokens": "optional"
-              }
-            ],
-            "monitoring": true,
-            "network_interface": [],
-            "outpost_arn": "",
-            "password_data": "",
-            "placement_group": "",
-            "placement_partition_number": null,
-            "primary_network_interface_id": "eni-0deaddc1bee29d648",
-            "private_dns": "ip-10-0-1-16.us-east-2.compute.internal",
-            "private_ip": "10.0.1.16",
-            "public_dns": "",
-            "public_ip": "",
-            "root_block_device": [
-              {
-                "delete_on_termination": true,
-                "device_name": "/dev/xvda",
-                "encrypted": false,
-                "iops": 3000,
-                "kms_key_id": "",
-                "tags": null,
-                "throughput": 125,
-                "volume_id": "vol-00eb233b46ec8746f",
-                "volume_size": 20,
-                "volume_type": "gp3"
-              }
-            ],
-            "secondary_private_ips": [],
-            "security_groups": [],
-            "source_dest_check": true,
-            "subnet_id": "subnet-050b1219d78f2db1b",
-            "tags": {
-              "Name": "gauntlet-wFQOOzXB51R3ebr-featurebase-cluster-0",
-              "Prefix": "gauntlet-wFQOOzXB51R3ebr",
-              "Role": "cluster_node"
-            },
-            "tags_all": {
-              "Name": "gauntlet-wFQOOzXB51R3ebr-featurebase-cluster-0",
-              "Prefix": "gauntlet-wFQOOzXB51R3ebr",
-              "Role": "cluster_node"
-            },
-            "tenancy": "default",
-            "timeouts": null,
-            "user_data": null,
-            "user_data_base64": null,
-            "volume_tags": null,
-            "vpc_security_group_ids": [
-              "sg-060f8471c4271acb8"
-            ]
-          },
-          "sensitive_attributes": [],
-          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjo2MDAwMDAwMDAwMDAsImRlbGV0ZSI6MTIwMDAwMDAwMDAwMCwidXBkYXRlIjo2MDAwMDAwMDAwMDB9LCJzY2hlbWFfdmVyc2lvbiI6IjEifQ==",
-          "dependencies": [
-            "module.ci-cluster.aws_iam_instance_profile.fb_cluster_node_profile",
-            "module.ci-cluster.aws_iam_role.fb_cluster_node_role",
-            "module.ci-cluster.aws_key_pair.gitlab-featurebase-ci",
-            "module.ci-cluster.aws_security_group.featurebase",
-            "module.ci-cluster.data.aws_ami.amazon_linux_2"
-          ]
-        }
-      ]
-    },
-    {
-      "module": "module.ci-cluster",
-      "mode": "managed",
-      "type": "aws_instance",
-      "name": "fb_ingest",
-      "provider": "provider[\"registry.terraform.io/hashicorp/aws\"]",
-      "instances": [
-        {
-          "index_key": 0,
-          "schema_version": 1,
-          "attributes": {
-            "ami": "ami-088e1f338c3b87d1a",
-            "arn": "arn:aws:ec2:us-east-2:977373308795:instance/i-012b6f6ad4a0295a8",
-            "associate_public_ip_address": true,
-            "availability_zone": "us-east-2a",
-            "capacity_reservation_specification": [
-              {
-                "capacity_reservation_preference": "open",
-                "capacity_reservation_target": []
-              }
-            ],
-            "cpu_core_count": 2,
-            "cpu_threads_per_core": 1,
-            "credit_specification": [],
-            "disable_api_termination": false,
-            "ebs_block_device": [
-              {
-                "delete_on_termination": true,
-                "device_name": "/dev/sdb",
-                "encrypted": false,
-                "iops": 3000,
-                "kms_key_id": "",
-                "snapshot_id": "",
-                "tags": {},
-                "throughput": 125,
-                "volume_id": "vol-0278897f78cb4f99e",
-                "volume_size": 100,
-                "volume_type": "gp3"
-              }
-            ],
-            "ebs_optimized": false,
-            "enclave_options": [
-              {
-                "enabled": false
-              }
-            ],
-            "ephemeral_block_device": [],
-            "get_password_data": false,
-            "hibernation": false,
-            "host_id": null,
-            "iam_instance_profile": "gauntlet-wFQOOzXB51R3ebr-fb_cluster_node_profile",
-            "id": "i-012b6f6ad4a0295a8",
-            "instance_initiated_shutdown_behavior": "stop",
-            "instance_state": "running",
-            "instance_type": "m6g.large",
-            "ipv6_address_count": 0,
-            "ipv6_addresses": [],
-            "key_name": "gauntlet-wFQOOzXB51R3ebr-gitlab-ci",
-            "launch_template": [],
-            "metadata_options": [
-              {
-                "http_endpoint": "enabled",
-                "http_put_response_hop_limit": 1,
-                "http_tokens": "optional"
-              }
-            ],
-            "monitoring": true,
-            "network_interface": [],
-            "outpost_arn": "",
-            "password_data": "",
-            "placement_group": "",
-            "placement_partition_number": null,
-            "primary_network_interface_id": "eni-0bb5e02c328f3c371",
-            "private_dns": "ip-10-0-101-66.us-east-2.compute.internal",
-            "private_ip": "10.0.101.66",
-            "public_dns": "",
-            "public_ip": "3.142.172.86",
-            "root_block_device": [
-              {
-                "delete_on_termination": true,
-                "device_name": "/dev/xvda",
-                "encrypted": false,
-                "iops": 3000,
-                "kms_key_id": "",
-                "tags": null,
-                "throughput": 125,
-                "volume_id": "vol-073cdccfd75958e27",
-                "volume_size": 20,
-                "volume_type": "gp3"
-              }
-            ],
-            "secondary_private_ips": [],
-            "security_groups": [],
-            "source_dest_check": true,
-            "subnet_id": "subnet-066b4b922b54e51a2",
-            "tags": {
-              "Name": "gauntlet-wFQOOzXB51R3ebr-featurebase-ingest-0",
-              "Prefix": "gauntlet-wFQOOzXB51R3ebr",
-              "Role": "ingest_node"
-            },
-            "tags_all": {
-              "Name": "gauntlet-wFQOOzXB51R3ebr-featurebase-ingest-0",
-              "Prefix": "gauntlet-wFQOOzXB51R3ebr",
-              "Role": "ingest_node"
-            },
-            "tenancy": "default",
-            "timeouts": null,
-            "user_data": null,
-            "user_data_base64": null,
-            "volume_tags": null,
-            "vpc_security_group_ids": [
-              "sg-07e67c395f920042c"
-            ]
-          },
-          "sensitive_attributes": [],
-          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjo2MDAwMDAwMDAwMDAsImRlbGV0ZSI6MTIwMDAwMDAwMDAwMCwidXBkYXRlIjo2MDAwMDAwMDAwMDB9LCJzY2hlbWFfdmVyc2lvbiI6IjEifQ==",
-          "dependencies": [
-            "module.ci-cluster.aws_iam_instance_profile.fb_cluster_node_profile",
-            "module.ci-cluster.aws_iam_role.fb_cluster_node_role",
-            "module.ci-cluster.aws_key_pair.gitlab-featurebase-ci",
-            "module.ci-cluster.aws_security_group.ingest",
-            "module.ci-cluster.data.aws_ami.amazon_linux_2"
-          ]
-        }
-      ]
-    },
-    {
-      "module": "module.ci-cluster",
-      "mode": "managed",
-      "type": "aws_key_pair",
-      "name": "gitlab-featurebase-ci",
-      "provider": "provider[\"registry.terraform.io/hashicorp/aws\"]",
-      "instances": [
-        {
-          "schema_version": 1,
-          "attributes": {
-            "arn": "arn:aws:ec2:us-east-2:977373308795:key-pair/gauntlet-wFQOOzXB51R3ebr-gitlab-ci",
-            "fingerprint": "69:e5:4b:15:8d:1f:22:61:de:08:a9:ee:f3:29:5c:69",
-            "id": "gauntlet-wFQOOzXB51R3ebr-gitlab-ci",
-            "key_name": "gauntlet-wFQOOzXB51R3ebr-gitlab-ci",
-            "key_name_prefix": "",
-            "key_pair_id": "key-0a49a5ef950bc7f0c",
-            "public_key": "ssh-rsa AAAAB3NzaC1yc2EAAAADAQABAAABAQC91hhpVHNonAG7ku2ugpxEskf9KHeyHJPQJT26OHrMUw7R+T5A8TjqSzTau07sXQ/E9SO3ebV8SJ5PqeaQOnQB8VEvVNK0DjQH7ppvNg1Rfs42FZT9ttzTMvOjsSbK3vZTHXdoKQEdC9NxBwSkFIRGQojK1HUOq9xGrw31fA1OjSwlpLcbx7yyg18lcqW6UOptnVR8U9Yy9qQ5jZF1HtkQ6L9J+gv4o1UyNAUK2bopeGiXpBc3PQ/CFaFT2h/aqLBP66qAHsHVyAFD3PIRtplC5EHa8jXDgLacEls0uF7Q3kRPxvzcuo4g4VkOn1rDy9qH3vd2hT3aKVnM73FIDUiL",
-            "tags": null,
-            "tags_all": {}
-          },
-          "sensitive_attributes": [],
-          "private": "eyJzY2hlbWFfdmVyc2lvbiI6IjEifQ=="
-        }
-      ]
-    },
-    {
-      "module": "module.ci-cluster",
-      "mode": "managed",
-      "type": "aws_security_group",
-      "name": "featurebase",
-      "provider": "provider[\"registry.terraform.io/hashicorp/aws\"]",
-      "instances": [
-        {
-          "schema_version": 1,
-          "attributes": {
-            "arn": "arn:aws:ec2:us-east-2:977373308795:security-group/sg-060f8471c4271acb8",
-            "description": "Allow featurebase inbound traffic",
-            "egress": [
-              {
-                "cidr_blocks": [
-                  "0.0.0.0/0"
-                ],
-                "description": "",
-                "from_port": 0,
-                "ipv6_cidr_blocks": [
-                  "::/0"
-                ],
-                "prefix_list_ids": [],
-                "protocol": "-1",
-                "security_groups": [],
-                "self": false,
-                "to_port": 0
-              }
-            ],
-            "id": "sg-060f8471c4271acb8",
-            "ingress": [
-              {
-                "cidr_blocks": [
-                  "0.0.0.0/0"
-                ],
-                "description": "SSH",
-                "from_port": 22,
-                "ipv6_cidr_blocks": [
-                  "::/0"
-                ],
-                "prefix_list_ids": [],
-                "protocol": "tcp",
-                "security_groups": [],
-                "self": false,
-                "to_port": 22
-              },
-              {
-                "cidr_blocks": [
-                  "0.0.0.0/0"
-                ],
-                "description": "icmp from Anywhere",
-                "from_port": -1,
-                "ipv6_cidr_blocks": [],
-                "prefix_list_ids": [],
-                "protocol": "icmp",
-                "security_groups": [],
-                "self": false,
-                "to_port": -1
-              },
-              {
-                "cidr_blocks": [
-                  "10.0.0.0/16"
-                ],
-                "description": "etcd from internal 2",
-                "from_port": 10401,
-                "ipv6_cidr_blocks": [],
-                "prefix_list_ids": [],
-                "protocol": "tcp",
-                "security_groups": [],
-                "self": false,
-                "to_port": 10401
-              },
-              {
-                "cidr_blocks": [
-                  "10.0.0.0/16"
-                ],
-                "description": "etcd from internal",
-                "from_port": 10301,
-                "ipv6_cidr_blocks": [],
-                "prefix_list_ids": [],
-                "protocol": "tcp",
-                "security_groups": [],
-                "self": false,
-                "to_port": 10301
-              },
-              {
-                "cidr_blocks": [
-                  "10.0.0.0/8",
-                  "172.31.0.0/16"
-                ],
-                "description": "GRPC from Internal",
-                "from_port": 20101,
-                "ipv6_cidr_blocks": [],
-                "prefix_list_ids": [],
-                "protocol": "tcp",
-                "security_groups": [],
-                "self": false,
-                "to_port": 20101
-              },
-              {
-                "cidr_blocks": [
-                  "10.0.0.0/8",
-                  "172.31.0.0/16"
-                ],
-                "description": "HTTP from Internal",
-                "from_port": 10101,
-                "ipv6_cidr_blocks": [],
-                "prefix_list_ids": [],
-                "protocol": "tcp",
-                "security_groups": [],
-                "self": false,
-                "to_port": 10101
-              },
-              {
-                "cidr_blocks": [
-                  "10.0.0.0/8",
-                  "172.31.0.0/16"
-                ],
-                "description": "PostgreSQL from Internal",
-                "from_port": 55432,
-                "ipv6_cidr_blocks": [],
-                "prefix_list_ids": [],
-                "protocol": "tcp",
-                "security_groups": [],
-                "self": false,
-                "to_port": 55432
-              }
-            ],
-            "name": "gauntlet-wFQOOzXB51R3ebr-allow_featurebase",
-            "name_prefix": "",
-            "owner_id": "977373308795",
-            "revoke_rules_on_delete": false,
-            "tags": {
-              "Name": "allow_featurebase"
-            },
-            "tags_all": {
-              "Name": "allow_featurebase"
-            },
-            "timeouts": null,
-            "vpc_id": "vpc-05a26a122f961dc2b"
-          },
-          "sensitive_attributes": [],
-          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjo2MDAwMDAwMDAwMDAsImRlbGV0ZSI6OTAwMDAwMDAwMDAwfSwic2NoZW1hX3ZlcnNpb24iOiIxIn0="
-        }
-      ]
-    },
-    {
-      "module": "module.ci-cluster",
-      "mode": "managed",
-      "type": "aws_security_group",
-      "name": "ingest",
-      "provider": "provider[\"registry.terraform.io/hashicorp/aws\"]",
-      "instances": [
-        {
-          "schema_version": 1,
-          "attributes": {
-            "arn": "arn:aws:ec2:us-east-2:977373308795:security-group/sg-07e67c395f920042c",
-            "description": "Allow ingest inbound traffic",
-            "egress": [
-              {
-                "cidr_blocks": [
-                  "0.0.0.0/0"
-                ],
-                "description": "",
-                "from_port": 0,
-                "ipv6_cidr_blocks": [
-                  "::/0"
-                ],
-                "prefix_list_ids": [],
-                "protocol": "-1",
-                "security_groups": [],
-                "self": false,
-                "to_port": 0
-              }
-            ],
-            "id": "sg-07e67c395f920042c",
-            "ingress": [
-              {
-                "cidr_blocks": [
-                  "0.0.0.0/0"
-                ],
-                "description": "",
-                "from_port": 10101,
-                "ipv6_cidr_blocks": [
-                  "::/0"
-                ],
-                "prefix_list_ids": [],
-                "protocol": "tcp",
-                "security_groups": [],
-                "self": false,
-                "to_port": 10101
-              },
-              {
-                "cidr_blocks": [
-                  "0.0.0.0/0"
-                ],
-                "description": "SSH",
-                "from_port": 22,
-                "ipv6_cidr_blocks": [
-                  "::/0"
-                ],
-                "prefix_list_ids": [],
-                "protocol": "tcp",
-                "security_groups": [],
-                "self": false,
-                "to_port": 22
-              },
-              {
-                "cidr_blocks": [
-                  "0.0.0.0/0"
-                ],
-                "description": "icmp from Anywhere",
-                "from_port": -1,
-                "ipv6_cidr_blocks": [],
-                "prefix_list_ids": [],
-                "protocol": "icmp",
-                "security_groups": [],
-                "self": false,
-                "to_port": -1
-              }
-            ],
-            "name": "gauntlet-wFQOOzXB51R3ebr-allow_ingest",
-            "name_prefix": "",
-            "owner_id": "977373308795",
-            "revoke_rules_on_delete": false,
-            "tags": {
-              "Name": "allow_ingest"
-            },
-            "tags_all": {
-              "Name": "allow_ingest"
-            },
-            "timeouts": null,
-            "vpc_id": "vpc-05a26a122f961dc2b"
-          },
-          "sensitive_attributes": [],
-          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjo2MDAwMDAwMDAwMDAsImRlbGV0ZSI6OTAwMDAwMDAwMDAwfSwic2NoZW1hX3ZlcnNpb24iOiIxIn0="
-        }
-      ]
-    }
-  ]
-}
diff --git a/qa/tf/ci/smoketest/variables.tf b/qa/tf/ci/smoketest/variables.tf
index 578305341..a327ea4ff 100644
--- a/qa/tf/ci/smoketest/variables.tf
+++ b/qa/tf/ci/smoketest/variables.tf
@@ -13,7 +13,3 @@ variable "cluster_prefix" {
   description = "This is a identifier that will be prefixed to created resources"
 }
 
-variable "branch" {
-  type        = string
-  description = "The branch we are on"
-}
\ No newline at end of file
diff --git a/qa/tf/gauntlet/samsung/variables.tf b/qa/tf/gauntlet/samsung/variables.tf
index 578305341..e55c7936d 100644
--- a/qa/tf/gauntlet/samsung/variables.tf
+++ b/qa/tf/gauntlet/samsung/variables.tf
@@ -12,8 +12,3 @@ variable "cluster_prefix" {
   type        = string
   description = "This is a identifier that will be prefixed to created resources"
 }
-
-variable "branch" {
-  type        = string
-  description = "The branch we are on"
-}
\ No newline at end of file
diff --git a/qa/tf/perf/able/main.tf b/qa/tf/perf/able/main.tf
new file mode 100644
index 000000000..514f52173
--- /dev/null
+++ b/qa/tf/perf/able/main.tf
@@ -0,0 +1,17 @@
+module "able-cluster" {
+    source = "../../.modules/featurebase-cluster"
+    cluster_prefix = var.cluster_prefix
+    region = var.region
+    profile = var.profile
+    fb_data_node_type = "m6g.12xlarge"
+    fb_data_disk_iops = 10000
+    fb_data_node_count = 3
+    fb_ingest_type = "m6g.2xlarge"
+    fb_ingest_disk_iops = 10000
+    fb_ingest_disk_size_gb = 500
+    fb_ingest_node_count = 1
+    vpc_id = "vpc-05a26a122f961dc2b"
+    vpc_cidr_block = "10.0.0.0/16"
+    vpc_public_subnets = ["subnet-066b4b922b54e51a2","subnet-037b8884269a69025","subnet-08482631514426210",]
+    vpc_private_subnets = ["subnet-0319dde319380326f","subnet-0517ca9a646d80f88","subnet-05a7b685ed27eb1cf",]
+}
\ No newline at end of file
diff --git a/qa/tf/perf/able/outputs.tf b/qa/tf/perf/able/outputs.tf
new file mode 100644
index 000000000..43acb92ab
--- /dev/null
+++ b/qa/tf/perf/able/outputs.tf
@@ -0,0 +1,19 @@
+output "ingest_ips" {
+    description = "List of ingest IPs"
+    value = module.able-cluster.ingest_ips
+}
+
+output "data_node_ips" {
+  description = "List of data node IPs"
+  value = module.able-cluster.data_node_ips
+}
+
+output "cluster_prefix" {
+  description = "The cluster prefix used"
+  value = module.able-cluster.cluster_prefix
+}
+
+output "fb_cluster_replica_count" {
+  description = "The cluster replica count used"
+  value = module.able-cluster.fb_cluster_replica_count
+}
diff --git a/qa/tf/perf/able/provider.tf b/qa/tf/perf/able/provider.tf
new file mode 100644
index 000000000..c0fc95d9d
--- /dev/null
+++ b/qa/tf/perf/able/provider.tf
@@ -0,0 +1,4 @@
+provider "aws" {
+  region  = var.region
+  profile = var.profile
+}
\ No newline at end of file
diff --git a/qa/tf/perf/able/tf.auto.tfvars b/qa/tf/perf/able/tf.auto.tfvars
new file mode 100644
index 000000000..ac6de62a6
--- /dev/null
+++ b/qa/tf/perf/able/tf.auto.tfvars
@@ -0,0 +1,2 @@
+region  = "us-east-2"
+profile = "service-terraform"
\ No newline at end of file
diff --git a/qa/tf/perf/able/variables.tf b/qa/tf/perf/able/variables.tf
new file mode 100644
index 000000000..e55c7936d
--- /dev/null
+++ b/qa/tf/perf/able/variables.tf
@@ -0,0 +1,14 @@
+variable "region" {
+  description = "The AWS region in which the VPC should be built"
+  type        = string
+}
+
+variable "profile" {
+  description = "The name of the AWS profile Terraform should use for auth."
+  type        = string
+}
+
+variable "cluster_prefix" {
+  type        = string
+  description = "This is a identifier that will be prefixed to created resources"
+}
diff --git a/rbf.go b/rbf.go
index b79b2eb03..5360958cb 100644
--- a/rbf.go
+++ b/rbf.go
@@ -223,6 +223,74 @@ func (tx *RBFTx) Remove(index, field, view string, shard uint64, a ...uint64) (c
 // which is expensive in practice and only really useful occasionally.
 const sortedParanoia = false
 
+type countResults struct {
+	changeCount int
+	err         error
+}
+
+// RemoveChannel provides a method of streaming in bits or positions and not requiring a large buffer like add and remove
+// the bits are input via the posChanel and the results are returned via the retChannel
+func (tx *RBFTx) RemoveChannel(index, field, view string, shard uint64, a chan uint64, resChan chan countResults) {
+	name := rbfName(index, field, view, shard)
+	var lastHi uint64 = math.MaxUint64 // highbits is always less than this starter.
+	var rc *roaring.Container
+	var hi uint64
+	var lo uint16
+	var err error
+	changeCount := 0
+	i := 0
+	for v := range a {
+		hi, lo = highbits(v), lowbits(v)
+		if hi != lastHi {
+			// either first time through, or changed to a different container.
+			// do we need put the last updated container now?
+			if i > 0 {
+				// not first time through, write what we got.
+				if rc == nil || (rc.N() == 0) {
+					err = tx.tx.RemoveContainer(name, lastHi)
+					if err != nil {
+						resChan <- countResults{0, errors.Wrap(err, "failed to remove container")}
+						return
+					}
+				} else {
+					err = tx.tx.PutContainer(name, lastHi, rc)
+					if err != nil {
+						resChan <- countResults{0, errors.Wrap(err, "failed to put container")}
+						return
+					}
+				}
+			}
+			// get the next container
+			rc, err = tx.tx.Container(name, hi)
+			if err != nil {
+				resChan <- countResults{0, errors.Wrap(err, "failed to retrieve container")}
+				return
+			}
+		} // else same container, keep adding bits to rct.
+		chng := false
+		rc, chng = rc.Remove(lo)
+		if chng {
+			changeCount++
+		}
+		lastHi = hi
+		i++
+	}
+	// write the last updates.
+	if rc == nil || rc.N() == 0 {
+		err = tx.tx.RemoveContainer(name, hi)
+		if err != nil {
+			resChan <- countResults{0, errors.Wrap(err, "failed to remove container")}
+			return
+		}
+	} else {
+		err = tx.tx.PutContainer(name, hi, rc)
+		if err != nil {
+			resChan <- countResults{0, errors.Wrap(err, "put to remove container")}
+			return
+		}
+	}
+	resChan <- countResults{changeCount, nil}
+}
 func (tx *RBFTx) addOrRemove(index, field, view string, shard uint64, remove bool, a ...uint64) (changeCount int, err error) {
 	if len(a) == 0 {
 		return 0, nil
diff --git a/rbf/cursor.go b/rbf/cursor.go
index 41e9e4d4f..75b05b9bc 100644
--- a/rbf/cursor.go
+++ b/rbf/cursor.go
@@ -287,9 +287,6 @@ func (c *Cursor) Remove(v uint64) (changed bool, err error) {
 
 			leafCell1 := ConvertToLeafArgs(cell.Key, cbm)
 			// ConvertToLeafArgs returns leafCell1 with BitN and ElemN updated.
-			if err := c.tx.freePgno(pgno); err != nil {
-				return false, err
-			}
 			return true, c.putLeafCell(leafCell1)
 		}
 
@@ -375,10 +372,18 @@ func (c *Cursor) putLeafCell(in leafCell) (err error) {
 		newEstPageSize += in.Size() - len(readLeafCellBytesAtOffset(leafPage, readCellOffset(leafPage, elem.index)))
 	}
 
+	// Use the fast path if we are not splitting pages and the container types are the same.
+	useFast := newEstPageSize+16 <= PageSize
+	if useFast && !isInsert {
+		if prev := readLeafCell(leafPage, elem.index); prev.Type != in.Type {
+			useFast = false
+		}
+	}
+
 	// Use an optimized routine to insert the leaf cell if we won't overflow.
 	// We pad the estimate with 16 bytes because we do 8-byte alignment of
 	// both the cell and the index.
-	if newEstPageSize+16 <= PageSize {
+	if useFast {
 		return c.putLeafCellFast(in, isInsert)
 	}
 
@@ -402,6 +407,22 @@ func (c *Cursor) putLeafCell(in leafCell) (err error) {
 		copy(cells[elem.index+1:], cells[elem.index:])
 
 	} else {
+		// FB-1239: Free bitmap page if replaced container is a bitmap pointer.
+		prev := cells[elem.index]
+		if prev.Type == ContainerTypeBitmapPtr {
+			if in.Type == ContainerTypeBitmapPtr {
+				if toPgno(in.Data) != toPgno(prev.Data) { // bptr-to-bptr with different bitmap pages
+					if err := c.tx.freePgno(toPgno(prev.Data)); err != nil {
+						return err
+					}
+				}
+			} else if in.Type != ContainerTypeBitmap {
+				if err := c.tx.freePgno(toPgno(prev.Data)); err != nil {
+					return err
+				}
+			}
+		}
+
 		if in.Type == ContainerTypeBitmap {
 			cell = cells[elem.index]
 			if cell.Type != ContainerTypeBitmapPtr {
@@ -411,10 +432,10 @@ func (c *Cursor) putLeafCell(in leafCell) (err error) {
 				}
 				cell.Type = ContainerTypeBitmapPtr
 				cell.Data = fromPgno(bitmapPgno)
-				// update the BitN too
-				cell.BitN = in.BitN
 				cell.ElemN = in.ElemN
 			}
+			// update the BitN regardless
+			cell.BitN = in.BitN
 		}
 	}
 
@@ -433,6 +454,7 @@ func (c *Cursor) putLeafCell(in leafCell) (err error) {
 		}
 		cell.Data = fromPgno(bitmapPgno)
 	}
+
 	cells[elem.index] = cell
 
 	// Split into multiple pages if page size is exceeded.
@@ -474,9 +496,11 @@ func (c *Cursor) putLeafCell(in leafCell) (err error) {
 		writeCellN(buf[:], len(group))
 
 		offset := dataOffset(len(group))
+		x := 0
 		for j, cell := range group {
 			writeLeafCell(buf[:], j, offset, cell)
 			offset += align8(cell.Size())
+			x++
 		}
 
 		if err := c.tx.writePage(buf[:]); err != nil {
@@ -614,7 +638,6 @@ func (c *Cursor) deleteLeafCell(key uint64) (err error) {
 	copy(cells[elem.index:], cells[elem.index+1:])
 	cells[len(cells)-1] = leafCell{}
 	cells = cells[:len(cells)-1]
-
 	// Write cells to page.
 	buf := allocPage()
 	writePageNo(buf[:], elem.pgno)
@@ -626,6 +649,7 @@ func (c *Cursor) deleteLeafCell(key uint64) (err error) {
 		writeLeafCell(buf[:], j, offset, cell)
 		offset += align8(cell.Size())
 	}
+
 	if err := c.tx.writePage(buf[:]); err != nil {
 		return err
 	}
diff --git a/rbf/cursor_test.go b/rbf/cursor_test.go
index 9c5603a3a..2bb2f7d6f 100644
--- a/rbf/cursor_test.go
+++ b/rbf/cursor_test.go
@@ -2,6 +2,7 @@
 package rbf_test
 
 import (
+	"bytes"
 	"io"
 	"math/bits"
 	"math/rand"
@@ -556,6 +557,44 @@ func TestCursor_RLETesting(t *testing.T) {
 	})
 }
 
+func TestCursor_BitmapBitN(t *testing.T) {
+	db := MustOpenDB(t)
+	defer MustCloseDB(t, db)
+	tx := MustBegin(t, db, true)
+	defer tx.Rollback()
+	if err := tx.CreateBitmap("x"); err != nil {
+		t.Fatal(err)
+	}
+	bmData := make([]uint64, 1024)
+	for i := range bmData {
+		bmData[i] = 0x5555555555555555
+	}
+	ct := roaring.NewContainerBitmap(-1, bmData)
+	err := tx.PutContainer("x", 0, ct)
+	if err != nil {
+		t.Fatalf("error writing container: %v", err)
+	}
+	// Putting a container to the same slot, which is also a bitmap
+	// (rather than a BitmapPtr), while the existing cell is a BitmapPtr,
+	// may not update BitN correctly.
+	ct, _ = ct.Add(1)
+	err = tx.PutContainer("x", 0, ct)
+	if err != nil {
+		t.Fatalf("rewriting container: %v", err)
+	}
+	v, err := tx.Container("x", 0)
+	if err != nil {
+		t.Fatalf("getting container: %v", err)
+	}
+	c1 := v.N()
+	v.Repair()
+	c2 := v.N()
+	if c1 != c2 {
+		t.Fatalf("expected count %d, got %d", c2, c1)
+	}
+	tx.Commit()
+}
+
 func TestCursor_RLEConversion(t *testing.T) {
 	db := MustOpenDB(t)
 	defer MustCloseDB(t, db)
@@ -852,8 +891,10 @@ func TestDumpDot(t *testing.T) {
 	if err != nil {
 		t.Fatal(err)
 	}
-	rbf.Dumpdot(tx, 0, " ", os.Stdout)
+	var b bytes.Buffer
+	rbf.Dumpdot(tx, 0, " ", &b)
 }
+
 func TestCursor_UpdateBranchCells(t *testing.T) {
 	db := MustOpenDB(t)
 	defer MustCloseDB(t, db)
@@ -1206,3 +1247,63 @@ func TestForEachRange(t *testing.T) {
 		t.Fatalf("expected empty container, but see %v values left: '%#v'", len(valmap), valmap)
 	}
 }
+
+func TestCursor_PutContainer(t *testing.T) {
+	t.Run("BitmapToArray", func(t *testing.T) {
+		db := MustOpenDB(t)
+		defer MustCloseDB(t, db)
+
+		tx := MustBegin(t, db, true)
+		defer tx.Rollback()
+
+		if err := tx.CreateBitmap("x"); err != nil {
+			t.Fatal(err)
+		}
+
+		bmData := make([]uint64, 1024)
+		for i := range bmData {
+			bmData[i] = 0x5555555555555555
+		}
+		if err := tx.PutContainer("x", 0, roaring.NewContainerBitmap(-1, bmData)); err != nil {
+			t.Fatal(err)
+		}
+		if err := tx.PutContainer("x", 0, roaring.NewContainerArray([]uint16{0})); err != nil {
+			t.Fatal(err)
+		}
+		if err := tx.Commit(); err != nil {
+			t.Fatal(err)
+		}
+	})
+
+	t.Run("BitmapToBitmap", func(t *testing.T) {
+		db := MustOpenDB(t)
+		defer MustCloseDB(t, db)
+
+		tx := MustBegin(t, db, true)
+		defer tx.Rollback()
+
+		if err := tx.CreateBitmap("x"); err != nil {
+			t.Fatal(err)
+		}
+
+		data0 := make([]uint64, 1024)
+		for i := range data0 {
+			data0[i] = 0x5555555555555555
+		}
+		if err := tx.PutContainer("x", 0, roaring.NewContainerBitmap(-1, data0)); err != nil {
+			t.Fatal(err)
+		}
+
+		data1 := make([]uint64, 1024)
+		for i := range data0 {
+			data1[i] = 0x7777777777777777
+		}
+		if err := tx.PutContainer("x", 0, roaring.NewContainerBitmap(-1, data1)); err != nil {
+			t.Fatal(err)
+		}
+
+		if err := tx.Commit(); err != nil {
+			t.Fatal(err)
+		}
+	})
+}
diff --git a/rbf/db.go b/rbf/db.go
index a6c248e5b..bd92f2271 100644
--- a/rbf/db.go
+++ b/rbf/db.go
@@ -261,7 +261,7 @@ func (db *DB) methodicalWALPageN(pageN int) (lastMeta int, err error) {
 		}
 		switch {
 		case IsMetaPage(page):
-			lastMeta = i
+			lastMeta = i + 1
 		case IsBitmapHeader(page):
 			// skip the bitmap page, which we can't usefully evaluate
 			i++
@@ -411,17 +411,28 @@ func (db *DB) checkpoint() (err error) {
 
 // Close closes the database.
 func (db *DB) Close() (err error) {
-	// TODO(bbj): Add wait group to hang until last Tx is complete.
+	// mark db as closed, spawn a thing to wait for existing tx to drain, then
+	// release the lock so they CAN drain. We do this before getting the
+	// write lock, so if something else is waiting on rwmu.Lock, and will be
+	// competing with us, we can ensure that it'll exit out quickly.
+	db.mu.Lock()
+	db.opened = false
+	// wait for transactions to complete
+	ch := make(chan struct{})
+	db.afterCurrentTx(func() {
+		close(ch)
+	})
+	db.mu.Unlock()
+	<-ch
 
 	// Wait for writer lock.
 	db.rwmu.Lock()
 	defer db.rwmu.Unlock()
 
+	// and main DB lock.
 	db.mu.Lock()
 	defer db.mu.Unlock()
 
-	db.opened = false
-
 	// Close mmap handle.
 	if db.data != nil {
 		if e := syswrap.Munmap(db.data); e != nil && err == nil {
diff --git a/rbf/db_test.go b/rbf/db_test.go
index 3e6bdd1b1..2b886677c 100644
--- a/rbf/db_test.go
+++ b/rbf/db_test.go
@@ -139,6 +139,90 @@ func TestDB_WAL(t *testing.T) {
 			t.Fatal(err)
 		}
 	})
+
+	// initially this is just a cut and paste of the Halt test, except that
+	// we close the DB while the reads are still running.
+	t.Run("Close", func(t *testing.T) {
+		if testing.Short() {
+			t.Skip("-short enabled, skipping")
+		}
+
+		config := rbfcfg.NewDefaultConfig()
+		config.MaxWALSize = 16 * rbf.PageSize
+		config.MaxWALCheckpointSize = 8 * rbf.PageSize
+		config.MinWALCheckpointSize = 4 * rbf.PageSize
+
+		db := MustOpenDB(t, config)
+
+		// Continuously run read overlapping transactions.
+		ctx, cancel := context.WithCancel(context.Background())
+		g, ctx := errgroup.WithContext(ctx)
+		for i := 0; i < 10; i++ {
+			i := i
+			g.Go(func() error {
+				time.Sleep(time.Duration(i) * 10 * time.Millisecond) // stagger
+				for {
+					if err := ctx.Err(); err != nil {
+						return nil
+					}
+
+					if err := func() error {
+						tx, err := db.Begin(false)
+						if err != nil {
+							return err
+						}
+						// give the db time to close between when we opened and
+						// when we run the Container call
+						time.Sleep(10 * time.Millisecond)
+						_, err = tx.Container("x", 0)
+						if err != nil {
+							t.Fatalf("requesting container: %v", err)
+						}
+						defer tx.Rollback()
+						return nil
+					}(); err != nil {
+						// it's okay to ErrClosed, because we plan to close
+						// the database out from under us.
+						if err != rbf.ErrClosed {
+							return err
+						} else {
+							return nil
+						}
+					}
+				}
+			})
+		}
+
+		// Generate updates to the DB/WAL.
+		for i := 0; i < 100; i++ {
+			func() {
+				tx := MustBegin(t, db, true)
+				defer tx.Rollback()
+
+				if err := tx.CreateBitmapIfNotExists("x"); err != nil {
+					t.Fatal(err)
+				} else if _, err := tx.Add("x", uint64(i)); err != nil {
+					t.Fatal(err)
+				} else if err := tx.Commit(); err != nil {
+					t.Fatal(err)
+				}
+				time.Sleep(1 * time.Millisecond)
+			}()
+		}
+		// close the db now.
+		err := db.Close()
+		if err != nil {
+			t.Fatalf("closing db: %v", err)
+		}
+		// delay a bit to let some readers try to read
+		time.Sleep(20 * time.Millisecond)
+
+		// Stop read transactions & wait.
+		cancel()
+		if err := g.Wait(); err != nil {
+			t.Fatal(err)
+		}
+	})
 }
 
 func TestDB_Recovery(t *testing.T) {
diff --git a/rbf/rbf_test.go b/rbf/rbf_test.go
index 3ff80350b..0a2432128 100644
--- a/rbf/rbf_test.go
+++ b/rbf/rbf_test.go
@@ -164,79 +164,6 @@ func GenerateValues(rand *rand.Rand, n int) []uint64 {
 	return a
 }
 
-var _ = ToRows
-
-// ToRows returns a sorted list of rows from a set of values.
-func ToRows(values []uint64) []*Row {
-	m := make(map[uint64][]uint64)
-	for _, v := range values {
-		id := v / rbf.ShardWidth
-		m[id] = append(m[id], v&rbf.RowValueMask)
-	}
-
-	a := make([]*Row, 0, len(m))
-	for id, values := range m {
-		a = append(a, &Row{ID: id, Values: values})
-	}
-	sort.Slice(a, func(i, j int) bool { return a[i].ID < a[j].ID })
-	return a
-}
-
-var _ = Row{}
-
-type Row struct {
-	ID     uint64
-	Values []uint64
-}
-
-func (r *Row) Bitmap() []uint64 {
-	a := make([]uint64, rbf.ShardWidth/64)
-	for _, v := range r.Values {
-		a[v/64] |= 1 << (v % 64)
-	}
-	return a
-}
-
-// Union returns the union of r and other's values.
-func (r *Row) Union(other *Row) []uint64 {
-	m := make(map[uint64]struct{})
-	for _, v := range r.Values {
-		m[v] = struct{}{}
-	}
-	for _, v := range other.Values {
-		m[v] = struct{}{}
-	}
-
-	a := make([]uint64, 0, len(m))
-	for v := range m {
-		a = append(a, v)
-	}
-	sort.Slice(a, func(i, j int) bool { return a[i] < a[j] })
-	return a
-}
-
-// Intersect returns the intersection of r & other's values.
-func (r *Row) Intersect(other *Row) []uint64 {
-	m := make(map[uint64]struct{})
-	for _, v := range r.Values {
-		m[v] = struct{}{}
-	}
-
-	a := make([]uint64, 0)
-	used := make(map[uint64]struct{})
-	for _, v := range other.Values {
-		if _, ok := used[v]; ok {
-			continue
-		}
-		if _, ok := m[v]; ok {
-			used[v] = struct{}{}
-			a = append(a, v)
-		}
-	}
-	sort.Slice(a, func(i, j int) bool { return a[i] < a[j] })
-	return a
-}
-
 // QuickCheck executes fn multiple times with a different PRNG.
 func QuickCheck(t *testing.T, fn func(t *testing.T, rand *rand.Rand)) {
 	for i := 0; i < *quickCheckN; i++ {
diff --git a/rbf/tx.go b/rbf/tx.go
index 17647caa3..690937691 100644
--- a/rbf/tx.go
+++ b/rbf/tx.go
@@ -201,6 +201,29 @@ func (tx *Tx) BitmapNames() ([]string, error) {
 	return a, nil
 }
 
+// BitmapExist returns true if bitmap exists.
+func (tx *Tx) BitmapExists(name string) (bool, error) {
+	tx.mu.Lock()
+	defer tx.mu.Unlock()
+	return tx.bitmapExists(name)
+}
+
+func (tx *Tx) bitmapExists(name string) (bool, error) {
+	if tx.db == nil {
+		return false, ErrTxClosed
+	} else if name == "" {
+		return false, ErrBitmapNameRequired
+	}
+
+	// Read root records and find entry for bitmap.
+	records, err := tx.RootRecords()
+	if err != nil {
+		return false, err
+	}
+	_, ok := records.Get(name)
+	return ok, nil
+}
+
 // CreateBitmap creates a new empty bitmap with the given name.
 // Returns an error if the bitmap already exists.
 func (tx *Tx) CreateBitmap(name string) error {
@@ -561,6 +584,31 @@ func (tx *Tx) Contains(name string, v uint64) (bool, error) {
 	return c.Contains(v)
 }
 
+// Depth returns the depth of the b-tree for a bitmap.
+func (tx *Tx) Depth(name string) (int, error) {
+	tx.mu.RLock()
+	defer tx.mu.RUnlock()
+
+	if tx.db == nil {
+		return 0, ErrTxClosed
+	} else if name == "" {
+		return 0, ErrBitmapNameRequired
+	}
+
+	c, err := tx.cursor(name)
+	if err == ErrBitmapNotFound {
+		return 0, nil
+	} else if err != nil {
+		return 0, err
+	}
+	defer c.Close()
+
+	if err := c.First(); err != nil {
+		return 0, err
+	}
+	return c.stack.top + 1, nil
+}
+
 // Cursor returns an instance of a cursor this bitmap.
 func (tx *Tx) Cursor(name string) (*Cursor, error) {
 	tx.mu.RLock()
@@ -669,6 +717,7 @@ func (tx *Tx) container(name string, key uint64) (*roaring.Container, error) {
 func (tx *Tx) PutContainer(name string, key uint64, ct *roaring.Container) error {
 	tx.mu.Lock()
 	defer tx.mu.Unlock()
+
 	return tx.putContainer(name, key, ct)
 }
 
@@ -725,7 +774,6 @@ func (tx *Tx) removeContainer(name string, key uint64) error {
 	if exact, err := c.Seek(key); err != nil || !exact {
 		return err
 	}
-
 	return c.deleteLeafCell(key)
 }
 
@@ -1125,7 +1173,7 @@ func (tx *Tx) readPage(pgno uint32) (_ []byte, isHeap bool, err error) {
 
 	// Verify page number requested is within current size of database.
 	pageN := readMetaPageN(tx.meta[:])
-	if pgno > pageN {
+	if pgno >= pageN {
 		return nil, false, fmt.Errorf("rbf: page read out of bounds: pgno=%d max=%d", pgno, pageN-1)
 	}
 
@@ -1210,6 +1258,22 @@ func (tx *Tx) ContainerIterator(name string, key uint64) (citer roaring.Containe
 	return &containerIterator{cursor: c}, exact, nil
 }
 
+// Shared pool for in-memory database pages.
+// These are used before being flushed to disk.
+var containerFilterPool = &sync.Pool{}
+
+func getContainerFilter(c *Cursor, filter roaring.BitmapFilter, tx *Tx) *containerFilter {
+	existing := containerFilterPool.Get()
+	if existing == nil {
+		return &containerFilter{cursor: c, filter: filter, tx: tx}
+	}
+	f := existing.(*containerFilter)
+	f.cursor = c
+	f.filter = filter
+	f.tx = tx
+	return f
+}
+
 func (tx *Tx) ApplyFilter(name string, key uint64, filter roaring.BitmapFilter) (err error) {
 	tx.mu.RLock()
 	defer tx.mu.RUnlock()
@@ -1225,7 +1289,7 @@ func (tx *Tx) ApplyFilter(name string, key uint64, filter roaring.BitmapFilter)
 	if err != nil {
 		return err
 	}
-	f := containerFilter{cursor: c, filter: filter, tx: tx}
+	f := getContainerFilter(c, filter, tx)
 	defer f.Close()
 	return f.Apply()
 }
@@ -1567,6 +1631,8 @@ type containerFilter struct {
 
 func (s *containerFilter) Close() {
 	s.cursor.Close()
+	s.cursor = nil
+	containerFilterPool.Put(s)
 }
 
 func (s *containerFilter) Apply() (err error) {
@@ -1932,6 +1998,7 @@ func (tx *Tx) Pages(pgnos []uint32) ([]Page, error) {
 // PageInfos returns meta data about all pages in the database.
 func (tx *Tx) PageInfos() ([]PageInfo, error) {
 	var errorList ErrorList
+
 	infos := make([]PageInfo, tx.PageN())
 
 	// Read meta page info.
diff --git a/rbf/tx_test.go b/rbf/tx_test.go
index e9e493afc..1dc90a22b 100644
--- a/rbf/tx_test.go
+++ b/rbf/tx_test.go
@@ -2,6 +2,7 @@
 package rbf_test
 
 import (
+	"bytes"
 	"encoding/binary"
 	"fmt"
 	"math/rand"
@@ -443,7 +444,7 @@ func TestTx_DeallocateToFreeList(t *testing.T) {
 	}
 }
 
-func TestTx_Remove(t *testing.T) {
+func TestTx_RemoveContainer(t *testing.T) {
 	t.Parallel()
 
 	db := MustOpenDB(t)
@@ -541,6 +542,309 @@ func TestTx_AddRemove_Quick(t *testing.T) {
 	})
 }
 
+func TestTx_Remove(t *testing.T) {
+	t.Run("FullContiguous", func(t *testing.T) {
+		if testing.Short() {
+			t.Skip("-short enabled, skipping")
+		}
+
+		for _, bitN := range []uint64{1000, 100000, 2000000} {
+			t.Run(fmt.Sprint(bitN), func(t *testing.T) {
+				db := MustOpenDB(t)
+				defer MustCloseDB(t, db)
+
+				// Add bits
+				func() {
+					tx := MustBegin(t, db, true)
+					defer tx.Rollback()
+
+					if err := tx.CreateBitmap("x"); err != nil {
+						t.Fatal(err)
+					}
+					for i := uint64(0); i < bitN; i++ {
+						if _, err := tx.Add("x", i); err != nil {
+							t.Fatalf("Add(%d) err=%q", i, err)
+						}
+					}
+					if err := tx.Commit(); err != nil {
+						t.Fatal(err)
+					}
+				}()
+
+				// Remove bits
+				func() {
+					tx := MustBegin(t, db, true)
+					defer tx.Rollback()
+
+					for i := uint64(0); i < bitN; i++ {
+						if _, err := tx.Remove("x", i); err != nil {
+							t.Fatalf("Remove(%d) err=%q", i, err)
+						}
+					}
+					if err := tx.Commit(); err != nil {
+						t.Fatal(err)
+					}
+				}()
+
+				// Verify that all bits have been removed.
+				tx := MustBegin(t, db, false)
+				defer tx.Rollback()
+				if n, err := tx.Count("x"); err != nil {
+					t.Fatal(err)
+				} else if got, want := n, uint64(0); got != want {
+					t.Fatalf("Count=%d, want %d", got, want)
+				}
+			})
+		}
+	})
+
+	t.Run("PartialContiguous", func(t *testing.T) {
+		db := MustOpenDB(t)
+		defer MustCloseDB(t, db)
+
+		// Add bits
+		const bitN = 100000
+		const multiplier = 7 // space out bits so we span more containers
+		func() {
+			tx := MustBegin(t, db, true)
+			defer tx.Rollback()
+
+			if err := tx.CreateBitmap("x"); err != nil {
+				t.Fatal(err)
+			}
+			for i := uint64(0); i < bitN; i++ {
+				if _, err := tx.Add("x", i*multiplier); err != nil {
+					t.Fatalf("Add(%d) err=%q", i, err)
+				}
+			}
+			if err := tx.Commit(); err != nil {
+				t.Fatal(err)
+			}
+		}()
+
+		// Remove some bits in small contiguous chunks.
+		var deleteN int
+		for i := uint64(bitN / 2); i < bitN; {
+			func() {
+				tx := MustBegin(t, db, true)
+				defer tx.Rollback()
+				for j := uint64(0); j < 100; i, j = i+1, j+1 {
+					if n, err := tx.Remove("x", i*multiplier); err != nil || n != 1 {
+						t.Fatalf("Remove(%d)=(%v,%q)", i, n, err)
+					}
+					deleteN++
+				}
+				if err := tx.Commit(); err != nil {
+					t.Fatal(err)
+				}
+			}()
+		}
+
+		// Verify that we have the correct count afterward.
+		tx := MustBegin(t, db, false)
+		defer tx.Rollback()
+		if n, err := tx.Count("x"); err != nil {
+			t.Fatal(err)
+		} else if got, want := n, uint64(bitN-deleteN); got != want {
+			t.Fatalf("Count=%d, want %d", got, want)
+		}
+	})
+
+	t.Run("PartialNonContiguous", func(t *testing.T) {
+		db := MustOpenDB(t)
+		defer MustCloseDB(t, db)
+
+		// Add bits
+		const bitN = 100000
+		const multiplier = 7 // space out bits
+		bits := make([]uint64, 0, bitN)
+		func() {
+			tx := MustBegin(t, db, true)
+			defer tx.Rollback()
+
+			if err := tx.CreateBitmap("x"); err != nil {
+				t.Fatal(err)
+			}
+			for i := uint64(0); i < bitN; i++ {
+				if _, err := tx.Add("x", i*multiplier); err != nil {
+					t.Fatalf("Add(%d) err=%q", i, err)
+				}
+				bits = append(bits, i*multiplier)
+			}
+			if err := tx.Commit(); err != nil {
+				t.Fatal(err)
+			}
+		}()
+
+		// Remove some bits in small contiguous chunks.
+		var deleteN int
+		perm := rand.Perm(len(bits))
+		for i := uint64(bitN / 2); i < bitN; {
+			func() {
+				tx := MustBegin(t, db, true)
+				defer tx.Rollback()
+				for j := uint64(0); j < 100; i, j = i+1, j+1 {
+					value := bits[perm[i]]
+					if n, err := tx.Remove("x", value); err != nil || n != 1 {
+						t.Fatalf("Remove(%d)=(%v,%q)", value, n, err)
+					}
+					deleteN++
+				}
+				if err := tx.Commit(); err != nil {
+					t.Fatal(err)
+				}
+			}()
+		}
+
+		// Verify that we have the correct count afterward.
+		tx := MustBegin(t, db, false)
+		defer tx.Rollback()
+		if n, err := tx.Count("x"); err != nil {
+			t.Fatal(err)
+		} else if got, want := n, uint64(bitN-deleteN); got != want {
+			t.Fatalf("Count=%d, want %d", got, want)
+		}
+	})
+
+	t.Run("DeleteEmptyBitmap", func(t *testing.T) {
+		db := MustOpenDB(t)
+		defer MustCloseDB(t, db)
+
+		// Create bitmap.
+		func() {
+			tx := MustBegin(t, db, true)
+			defer tx.Rollback()
+			if err := tx.CreateBitmap("x"); err != nil {
+				t.Fatal(err)
+			} else if err := tx.Commit(); err != nil {
+				t.Fatal(err)
+			}
+		}()
+
+		// Remove bitmap.
+		func() {
+			tx := MustBegin(t, db, true)
+			defer tx.Rollback()
+			if err := tx.DeleteBitmap("x"); err != nil {
+				t.Fatal(err)
+			} else if err := tx.Commit(); err != nil {
+				t.Fatal(err)
+			}
+		}()
+
+		// Ensure bitmap no longer exists.
+		tx := MustBegin(t, db, false)
+		defer tx.Rollback()
+		if exists, err := tx.BitmapExists("x"); err != nil {
+			t.Fatal(err)
+		} else if exists {
+			t.Fatal("expected bitmap to be removed")
+		}
+	})
+
+	t.Run("WithTreeDepth", func(t *testing.T) {
+		for depth := 1; depth <= 3; depth++ {
+			t.Run(fmt.Sprint(depth), func(t *testing.T) {
+				db := MustOpenDB(t)
+				defer MustCloseDB(t, db)
+
+				// Create bitmap & insert until we hit a tree depth.
+				var bitN int
+				func() {
+					tx := MustBegin(t, db, true)
+					defer tx.Rollback()
+					if err := tx.CreateBitmap("x"); err != nil {
+						t.Fatal(err)
+					}
+					for i := uint64(0); ; i++ {
+						if _, err := tx.Add("x", i<<16); err != nil {
+							t.Fatalf("Add(%d) err=%q", i<<16, err)
+						}
+						bitN++
+
+						if d, err := tx.Depth("x"); err != nil {
+							t.Fatal(err)
+						} else if d == depth {
+							break
+						}
+					}
+					if err := tx.Commit(); err != nil {
+						t.Fatal(err)
+					}
+				}()
+
+				// Remove all bits in reverse order.
+				func() {
+					tx := MustBegin(t, db, true)
+					defer tx.Rollback()
+					for i := bitN - 1; i >= 0; i-- {
+						if n, err := tx.Remove("x", uint64(i)<<16); err != nil || n != 1 {
+							t.Fatalf("Remove(%d)=(%v,%q)", uint64(i)<<16, n, err)
+						}
+					}
+					if err := tx.Commit(); err != nil {
+						t.Fatal(err)
+					}
+				}()
+
+				// Ensure bitmap no longer exists.
+				tx := MustBegin(t, db, false)
+				defer tx.Rollback()
+				for i := uint64(0); i < uint64(bitN); i++ {
+					if ok, err := tx.Contains("x", i<<16); err != nil || ok {
+						t.Fatalf("Contains(%d)=(%v,%q)", i<<16, ok, err)
+					}
+				}
+			})
+		}
+	})
+
+	t.Run("RollbackAfterDelete", func(t *testing.T) {
+		db := MustOpenDB(t)
+		defer MustCloseDB(t, db)
+
+		func() {
+			tx := MustBegin(t, db, true)
+			defer tx.Rollback()
+
+			if err := tx.CreateBitmap("x"); err != nil {
+				t.Fatal(err)
+			} else if err := tx.Commit(); err != nil {
+				t.Fatal(err)
+			}
+		}()
+
+		// Add bits
+		const bitN = 1000
+		for i := uint64(0); i < bitN; i++ {
+			func() {
+				tx := MustBegin(t, db, true)
+				defer tx.Rollback()
+
+				if _, err := tx.Add("x", i<<16); err != nil {
+					t.Fatalf("Add(%d) err=%q", i<<16, err)
+				}
+
+				// Only commit every other bit.
+				if i%2 == 1 {
+					if err := tx.Commit(); err != nil {
+						t.Fatal(err)
+					}
+				}
+			}()
+		}
+
+		// Verify that we have the correct count afterward.
+		tx := MustBegin(t, db, false)
+		defer tx.Rollback()
+		if n, err := tx.Count("x"); err != nil {
+			t.Fatal(err)
+		} else if got, want := n, uint64(bitN/2); got != want {
+			t.Fatalf("Count=%d, want %d", got, want)
+		}
+	})
+}
+
 func TestTx_Multiple_CreateBitmap(t *testing.T) {
 	rand := rand.New(rand.NewSource(0))
 	db := MustOpenDB(t)
@@ -742,7 +1046,11 @@ func TestTx_DeleteBitmapsWithPrefix(t *testing.T) {
 			t.Fatal(err)
 		}
 	}
-	checkInfos := func() {
+	var b bytes.Buffer
+	pBuf := func(msg string, args ...interface{}) (int, error) {
+		return fmt.Fprintf(&b, msg, args...)
+	}
+	checkInfos := func(pf func(string, ...interface{}) (int, error)) {
 		tx := MustBegin(t, db, false)
 		defer tx.Rollback()
 		infos, err := tx.PageInfos()
@@ -750,34 +1058,34 @@ func TestTx_DeleteBitmapsWithPrefix(t *testing.T) {
 		for pgno, info := range infos {
 			switch info := info.(type) {
 			case *rbf.MetaPageInfo:
-				fmt.Printf("%-8d ", pgno)
-				fmt.Printf("%-10s ", "meta")
-				fmt.Printf("pageN=%d,walid=%d,rootrec=%d,freelist=%d\n", info.PageN, info.WALID, info.RootRecordPageNo, info.FreelistPageNo)
+				pf("%-8d ", pgno)
+				pf("%-10s ", "meta")
+				pf("pageN=%d,walid=%d,rootrec=%d,freelist=%d\n", info.PageN, info.WALID, info.RootRecordPageNo, info.FreelistPageNo)
 
 			case *rbf.RootRecordPageInfo:
-				fmt.Printf("%-8d ", pgno)
-				fmt.Printf("%-10s ", "rootrec")
-				fmt.Printf("next=%d\n", info.Next)
+				pf("%-8d ", pgno)
+				pf("%-10s ", "rootrec")
+				pf("next=%d\n", info.Next)
 
 			case *rbf.LeafPageInfo:
-				fmt.Printf("%-8d ", pgno)
-				fmt.Printf("%-10s ", "leaf")
-				fmt.Printf("flags=x%x,celln=%d\n", info.Flags, info.CellN)
+				pf("%-8d ", pgno)
+				pf("%-10s ", "leaf")
+				pf("flags=x%x,celln=%d\n", info.Flags, info.CellN)
 
 			case *rbf.BranchPageInfo:
-				fmt.Printf("%-8d ", pgno)
-				fmt.Printf("%-10s ", "branch")
-				fmt.Printf("flags=x%x,celln=%d\n", info.Flags, info.CellN)
+				pf("%-8d ", pgno)
+				pf("%-10s ", "branch")
+				pf("flags=x%x,celln=%d\n", info.Flags, info.CellN)
 
 			case *rbf.BitmapPageInfo:
-				fmt.Printf("%-8d ", pgno)
-				fmt.Printf("%-10s ", "bitmap")
-				fmt.Printf("-\n")
+				pf("%-8d ", pgno)
+				pf("%-10s ", "bitmap")
+				pf("-\n")
 
 			case *rbf.FreePageInfo:
-				fmt.Printf("%-8d ", pgno)
-				fmt.Printf("%-10s ", "free")
-				fmt.Printf("-\n")
+				pf("%-8d ", pgno)
+				pf("%-10s ", "free")
+				pf("-\n")
 
 			default:
 				t.Fatal(fmt.Sprintf("unexpected page info type %T", info))
@@ -806,19 +1114,19 @@ func TestTx_DeleteBitmapsWithPrefix(t *testing.T) {
 		ifError(tx.Commit())
 	}
 
-	checkInfos()
+	checkInfos(pBuf)
 	populate()
-	checkInfos()
+	checkInfos(pBuf)
 	ifError(db.Check())
 
 	tx := MustBegin(t, db, true)
 	tx.DeleteBitmapsWithPrefix(prefix)
 	ifError(tx.Commit())
 	ifError(db.Check())
-	checkInfos()
+	checkInfos(pBuf)
 	populate()
 	ifError(db.Check())
-	checkInfos()
+	checkInfos(pBuf)
 
 }
 
diff --git a/roaring/container_stash.go b/roaring/container_stash.go
index e7e0f7cd3..fcff20daf 100644
--- a/roaring/container_stash.go
+++ b/roaring/container_stash.go
@@ -618,7 +618,7 @@ func (c *Container) setBitmap(bitmap []uint64) {
 		}
 	}
 	if len(bitmap) != 1024 {
-		panic("illegal bitmap length")
+		panic(fmt.Sprintf("illegal bitmap length %v", len(bitmap)))
 	}
 	c.pointer, c.len, c.cap = (*uint16)(unsafe.Pointer(&bitmap[0])), bitmapN, bitmapN
 	c.flags &^= flagPristine
diff --git a/roaring/containers_test.go b/roaring/containers_test.go
index e5d9fc2c4..5e170d4d1 100644
--- a/roaring/containers_test.go
+++ b/roaring/containers_test.go
@@ -176,6 +176,14 @@ func TestSliceContainers(t *testing.T) {
 	})
 }
 
+func TestContainersFB1247(t *testing.T) {
+	bm := [bitmapN]uint64{0xF}
+	co := NewContainerBitmap(1, bm[:])
+	co = co.bitmapToArray()
+	//should not panic
+
+}
+
 func genRun(r *rand.Rand) Interval16 {
 gen:
 	dat := r.Uint32()
diff --git a/roaring/filter.go b/roaring/filter.go
index 513f8e8f0..873337c23 100644
--- a/roaring/filter.go
+++ b/roaring/filter.go
@@ -584,6 +584,10 @@ type BitmapBitmapFilter struct {
 	callback    func(uint64) error
 }
 
+func (b *BitmapBitmapFilter) SetCallback(cb func(uint64) error) {
+	b.callback = cb
+}
+
 func (b *BitmapBitmapFilter) ConsiderKey(key FilterKey, n int32) FilterResult {
 	pos := key & keyMask
 	if b.containers[pos] == nil || n == 0 {
@@ -875,3 +879,136 @@ func ApplyFilterToIterator(filter BitmapFilter, iter ContainerIterator) error {
 	}
 	return nil
 }
+
+// BitmapBSICountFilter gives counts of values in each value-holding row
+// of a BSI field, constrained by a filter. The first row of the data is
+// taken to be an existence bit, which is intersected into the filter to
+// constrain it, and the second is used as a sign bit. The rows after that
+// are treated as value rows, and their counts of bits, overlapping with
+// positive and negative bits in the sign rows, are returned to a callback
+// function.
+//
+// The total counts of positions evaluated are returned with a row count
+// of ^uint64(0) prior to row counts.
+type BitmapBSICountFilter struct {
+	containers  []*Container
+	positive    []*Container
+	negative    []*Container
+	nextOffsets []uint64
+	count       int32
+	psum, nsum  uint64
+}
+
+func (b *BitmapBSICountFilter) Total() (count int32, total int64) {
+	return b.count, int64(b.psum) - int64(b.nsum)
+}
+
+func (b *BitmapBSICountFilter) ConsiderKey(key FilterKey, n int32) FilterResult {
+	pos := key & keyMask
+	if b.containers[pos] == nil || n == 0 {
+		return key.RejectUntilOffset(b.nextOffsets[pos])
+	}
+	return key.NeedData()
+}
+
+func (b *BitmapBSICountFilter) ConsiderData(key FilterKey, data *Container) FilterResult {
+	pos := key & keyMask
+	filter := b.containers[pos]
+	if filter == nil {
+		key.RejectUntilOffset(b.nextOffsets[pos])
+	}
+	row := uint64(key >> rowExponent) // row count within the fragment
+	// How do we translate the filter and existence bit into actionable things?
+	// Assume the sign row is empty. We want positive values for anything in
+	// the intersection of the filter and the positive bits. If the sign row
+	// isn't empty, we want positive values for that intersection, less the
+	// sign row, and negative for the intersection of the filter/positive and
+	// the sign bits. So we can just stash the intermediate filter+existence
+	// as positive, then split it up if we have sign bits, which we often don't.
+	setup := false
+	switch row {
+	case 0: // existence bit
+		b.positive[pos] = intersect(b.containers[pos], data)
+		if b.positive[pos] == data {
+			b.positive[pos] = b.positive[pos].Clone()
+		}
+		b.count += int32(b.positive[pos].N())
+		setup = true
+	case 1: // sign bit
+		// split into negative/positive components. doesn't affect total
+		// count.
+		b.negative[pos] = intersect(b.positive[pos], data)
+		if b.negative[pos] == data {
+			b.negative[pos] = b.negative[pos].Clone()
+		}
+		b.positive[pos] = difference(b.positive[pos], data)
+		setup = true
+	}
+	// if we were doing setup (first two rows), we're done
+	if setup {
+		return key.MatchOneUntilOffset(b.nextOffsets[pos])
+	}
+	// helpful reminder: a nil container is a valid empty container, and
+	// intersectionCount knows this.
+	pcount := intersectionCount(b.positive[pos], data)
+	ncount := intersectionCount(b.negative[pos], data)
+	b.psum += (uint64(pcount) << (row - 2))
+	b.nsum += (uint64(ncount) << (row - 2))
+	return key.MatchOneUntilOffset(b.nextOffsets[pos])
+}
+
+// NewBitmapBSICountFilter creates a BitmapBSICountFilter, used for tasks
+// like computing the sum of a BSI field matching a given filter.
+//
+// The input filter is assumed to represent one "row" of a shard's data,
+// which is to say, a range of up to rowWidth consecutive containers starting
+// at some multiple of rowWidth. We coerce that to the 0..rowWidth range
+// because offset-within-row is what we care about.
+func NewBitmapBSICountFilter(filter *Bitmap) *BitmapBSICountFilter {
+	containers := make([]*Container, rowWidth*3)
+	b := &BitmapBSICountFilter{
+		containers:  containers[:rowWidth],
+		positive:    containers[rowWidth : rowWidth*2],
+		negative:    containers[rowWidth*2 : rowWidth*3],
+		nextOffsets: make([]uint64, rowWidth),
+	}
+	if filter == nil {
+		for i := range b.containers {
+			b.containers[i] = NewContainerRun([]Interval16{{Start: 0, Last: 65535}})
+			b.nextOffsets[i] = uint64(i+1) % rowWidth
+		}
+		return b
+	}
+	count := 0
+	iter, _ := filter.Containers.Iterator(0)
+	last := uint64(0)
+	for iter.Next() {
+		k, v := iter.Value()
+		// Coerce container key into the 0-rowWidth range we'll be
+		// using to compare against containers within each row.
+		k = k & keyMask
+		b.containers[k] = v
+		last = k
+		count++
+	}
+	// if there's only one container, we need to populate everything with
+	// its position.
+	if count == 1 {
+		for i := range b.containers {
+			b.nextOffsets[i] = last
+		}
+	} else {
+		// Point each container at the offset of the next valid container.
+		// With sparse bitmaps this will potentially make skipping faster.
+		for i := range b.containers {
+			if b.containers[i] != nil {
+				for int(last) != i {
+					b.nextOffsets[last] = uint64(i)
+					last = (last + 1) % rowWidth
+				}
+			}
+		}
+	}
+
+	return b
+}
diff --git a/roaring/roaring.go b/roaring/roaring.go
index f632aaca4..ffc0c3c3c 100644
--- a/roaring/roaring.go
+++ b/roaring/roaring.go
@@ -675,6 +675,47 @@ func (b *Bitmap) Intersect(other *Bitmap) *Bitmap {
 	return output
 }
 
+func (b *Bitmap) Hash(hash uint64) uint64 {
+	const (
+		offset = 14695981039346656037
+		prime  = 1099511628211
+	)
+	if hash == 0 {
+		hash = uint64(offset)
+	}
+
+	it, _ := b.Containers.Iterator(0)
+	for it.Next() {
+		ki, _ := it.Value()
+		hash ^= uint64(ki)
+		hash *= prime
+	}
+
+	it, _ = b.Containers.Iterator(0)
+	for it.Next() {
+		_, ci := it.Value()
+		hash ^= 0
+		hash *= prime
+		if ci.N() > 0 {
+			var bytes []byte
+			switch ci.typ() {
+
+			case ContainerArray:
+				bytes = fromArray16(ci.array())
+			case ContainerBitmap:
+				bytes = fromArray64(ci.bitmap())
+			case ContainerRun:
+				bytes = fromInterval16(ci.runs())
+			}
+			for _, b := range bytes {
+				hash ^= uint64(b)
+				hash *= prime
+			}
+		}
+	}
+	return hash
+}
+
 type mutableContainersIterator struct {
 	c Containers
 
@@ -3526,21 +3567,40 @@ func (c *Container) bitmapToArray() *Container {
 		return c
 	}
 	bitmap := c.bitmap()
-	n := int32(0)
 
-	array := make([]uint16, c.N())
-	for i, word := range bitmap {
-		for word != 0 {
-			t := word & -word
-			if roaringParanoia {
-				if n >= c.N() {
-					panic("bitmap has more bits set than container.n")
+	// FB-1247 adding an extra check just in case c.N proves to be unreliable
+	// TODO  prove this has to be reliable
+	makeArray := func(bm []uint64, ar []uint16) ([]uint16, bool, int32) {
+		n := int32(0)
+		for i, word := range bm {
+			for word != 0 {
+				t := word & -word
+				if roaringParanoia {
+					if n >= c.N() {
+						panic("bitmap has more bits set than container.n")
+					}
 				}
+				if n == int32(len(ar)) {
+					return ar, true, n
+				}
+				ar[n] = uint16((i*64 + int(popcount(t-1))))
+				n++
+				word ^= t
 			}
-			array[n] = uint16((i*64 + int(popcount(t-1))))
-			n++
-			word ^= t
 		}
+		return ar, false, n
+	}
+	array, fail, n := makeArray(bitmap, make([]uint16, c.N()))
+	if fail {
+		// the onlyreason we are here is because N was incorrect
+		// so we force a recount of N and try again
+		c.bitmapRepair()
+		array, fail, n = makeArray(bitmap, make([]uint16, c.N()))
+		if fail {
+			//this should not be able to happen under any circumstance
+			panic("bitmapToArray failure")
+		}
+
 	}
 	if roaringParanoia {
 		if n != c.N() {
@@ -7488,3 +7548,13 @@ func (c *Container) Slice() (r []uint16) {
 	}
 	return r
 }
+
+func fromArray16(a []uint16) []byte {
+	return (*[8192]byte)(unsafe.Pointer(&a[0]))[: len(a)*2 : len(a)*2]
+}
+func fromArray64(a []uint64) []byte {
+	return (*[8192]byte)(unsafe.Pointer(&a[0]))[:8192:8192]
+}
+func fromInterval16(a []Interval16) []byte {
+	return (*[8192]byte)(unsafe.Pointer(&a[0]))[: len(a)*4 : len(a)*4]
+}
diff --git a/roaring/roaring_internal_test.go b/roaring/roaring_internal_test.go
index 7fc0e5bb1..00534cb69 100644
--- a/roaring/roaring_internal_test.go
+++ b/roaring/roaring_internal_test.go
@@ -4825,3 +4825,26 @@ func TestVariousBitmap(t *testing.T) {
 		t.Fatal("nil AddN should be 0")
 	}
 }
+func TestBitmapHash(t *testing.T) {
+	a, b := NewContainerBitmapN(getFullBitmap(), MaxContainerVal+1), NewContainerBitmapN(getFullBitmap(), MaxContainerVal+1)
+	arr := NewContainerArray([]uint16{1, 2, 3, 5, 8})
+	run := NewContainerRun([]Interval16{{Start: 0, Last: 32}})
+	ba := NewBitmap()
+	bb := NewBitmap()
+	ba.Containers.Put(1, arr)
+	ba.Containers.Put(2, run)
+	ba.Containers.Put(101, a)
+	ba.Containers.Put(102, a)
+
+	bb.Containers.Put(1, arr)
+	bb.Containers.Put(2, run)
+	bb.Containers.Put(101, b)
+	bb.Containers.Put(102, b)
+	if ba.Hash(0) != bb.Hash(0) {
+		t.Fatal("hash should be equal")
+	}
+	bb.Containers.Put(103, b)
+	if ba.Hash(0) == bb.Hash(0) {
+		t.Fatal("hash should be different")
+	}
+}
diff --git a/row.go b/row.go
index b310d2ad0..1639f84ed 100644
--- a/row.go
+++ b/row.go
@@ -122,6 +122,15 @@ func (r *Row) ToTable() (*pb.TableResponse, error) {
 	return pb.RowsToTable(r, n)
 }
 
+// Hash calculate checksum code be useful in block hash join
+func (r *Row) Hash() uint64 {
+	hash := uint64(0)
+	for i := range r.segments {
+		hash = r.segments[i].data.Hash(hash)
+	}
+	return hash
+}
+
 // ToRows implements the ToRowser interface.
 func (r *Row) ToRows(callback func(*pb.RowResponse) error) error {
 	if len(r.Keys) > 0 {
@@ -463,6 +472,11 @@ func (r *Row) MarshalJSON() ([]byte, error) {
 
 // Columns returns the columns in r as a slice of ints.
 func (r *Row) Columns() []uint64 {
+	// We occasionally hit cases where we want to call Columns on something
+	// that might not exist, but a nil slice would be fine.
+	if r == nil {
+		return nil
+	}
 	a := make([]uint64, 0, r.Count())
 	for i := range r.segments {
 		a = append(a, r.segments[i].Columns()...)
diff --git a/server.go b/server.go
index 531e56737..d68b0c40d 100644
--- a/server.go
+++ b/server.go
@@ -44,6 +44,7 @@ var _ broadcaster = &Server{}
 type Server struct { // nolint: maligned
 	// Close management.
 	wg      sync.WaitGroup
+	muWG    sync.Mutex
 	closing chan struct{}
 
 	// Internal
@@ -75,6 +76,7 @@ type Server struct { // nolint: maligned
 	antiEntropyInterval time.Duration
 	metricInterval      time.Duration
 	diagnosticInterval  time.Duration
+	ttlRemovalInterval  time.Duration
 	maxWritesPerRequest int
 	confirmDownSleep    time.Duration
 	confirmDownRetries  int
@@ -99,6 +101,26 @@ func (s *Server) Holder() *Holder {
 	return s.holder
 }
 
+// addToWaitGroup adds to the server WaitGroup but makes sure the server isn't
+// closing, and that the WaitGroup is not already waiting before it adds
+func (s *Server) addToWaitGroup(delta int) bool {
+	select {
+	case <-s.closing:
+		return false
+	default:
+		s.muWG.Lock()
+		defer s.muWG.Unlock()
+		select {
+		case <-s.closing:
+			// if we're closing after having gotten the lock, stop!!
+			return false
+		default:
+			s.wg.Add(delta)
+			return true
+		}
+	}
+}
+
 // ServerOption is a functional option type for pilosa.Server
 type ServerOption func(s *Server) error
 
@@ -146,6 +168,15 @@ func OptServerAntiEntropyInterval(interval time.Duration) ServerOption {
 	}
 }
 
+// OptServerTtlRemovalInterval is a functional option on Server
+// used to set the ttl removal interval.
+func OptServerTtlRemovalInterval(interval time.Duration) ServerOption {
+	return func(s *Server) error {
+		s.ttlRemovalInterval = interval
+		return nil
+	}
+}
+
 // OptServerLongQueryTime is a functional option on Server
 // used to set long query duration.
 func OptServerLongQueryTime(dur time.Duration) ServerOption {
@@ -412,6 +443,7 @@ func NewServer(opts ...ServerOption) (*Server, error) {
 		antiEntropyInterval: 0,
 		metricInterval:      0,
 		diagnosticInterval:  0,
+		ttlRemovalInterval:  time.Hour,
 
 		disCo:      disco.NopDisCo,
 		stator:     disco.NopStator,
@@ -590,7 +622,10 @@ func (s *Server) Open() error {
 
 	// Start background process listening for translation
 	// sync resets.
-	s.wg.Add(1)
+	if ok := s.addToWaitGroup(1); !ok {
+		return fmt.Errorf("closing server while opening server is NOT allowed")
+	}
+
 	go func() { defer s.wg.Done(); s.monitorResetTranslationSync() }()
 	go func() { _ = s.translationSyncer.Reset() }()
 
@@ -617,10 +652,13 @@ func (s *Server) Open() error {
 		return errors.Wrap(err, "setting nodeState")
 	}
 
-	s.wg.Add(3)
+	if ok := s.addToWaitGroup(4); !ok {
+		return fmt.Errorf("closing server while opening server is NOT allowed")
+	}
 	go func() { defer s.wg.Done(); s.monitorAntiEntropy() }()
 	go func() { defer s.wg.Done(); s.monitorRuntime() }()
 	go func() { defer s.wg.Done(); s.monitorDiagnostics() }()
+	go func() { defer s.wg.Done(); s.monitorTtl() }()
 
 	toSend := func() []Message {
 		s.holder.startMsgsMu.Lock()
@@ -631,14 +669,18 @@ func (s *Server) Open() error {
 		return toSend
 	}()
 
-	s.wg.Add(1)
+	if ok := s.addToWaitGroup(1); !ok {
+		return fmt.Errorf("closing server while opening server is NOT allowed")
+	}
 	go func() {
 		defer s.wg.Done()
 
 		ctx, cancel := context.WithCancel(context.Background())
 		defer cancel()
-
-		s.wg.Add(1)
+		if ok := s.addToWaitGroup(1); !ok {
+			// the server is closing, stop!!
+			return
+		}
 		go func() {
 			defer s.wg.Done()
 			defer cancel()
@@ -716,11 +758,15 @@ func (s *Server) Close() error {
 	case <-s.closing:
 		return nil
 	default:
-		errE := s.executor.Close()
-
+		// get the muWG lock so that noone adds to the WaitGroup while it Waits
+		s.muWG.Lock()
+		defer s.muWG.Unlock()
 		// Notify goroutines to stop.
 		close(s.closing)
 		s.wg.Wait()
+
+		errE := s.executor.Close()
+
 		var errh, errd error
 		var errhs error
 		var errc error
@@ -776,8 +822,11 @@ func (s *Server) monitorResetTranslationSync() {
 		case <-s.closing:
 			return
 		case <-s.resetTranslationSyncCh:
+			if ok := s.addToWaitGroup(1); !ok {
+				// the server is closing!!! stop!!
+				return
+			}
 			s.logger.Infof("holder translation sync beginning")
-			s.wg.Add(1)
 			go func() {
 				// Obtaining this lock ensures that there is only
 				// one instance of resetTranslationSync() running
@@ -793,6 +842,53 @@ func (s *Server) monitorResetTranslationSync() {
 	}
 }
 
+func (s *Server) monitorTtl() {
+	ctx := context.Background()
+	ticker := time.NewTicker(s.ttlRemovalInterval)
+	for {
+		select {
+		case <-s.closing:
+			return
+		case <-ticker.C:
+			s.TtlRemoval(ctx)
+		}
+	}
+}
+
+func (s *Server) TtlRemoval(ctx context.Context) {
+	for _, index := range s.holder.Indexes() {
+		for _, field := range index.Fields() {
+			if field.Options().Type == "time" {
+				if field.Options().Ttl > 0 {
+					for _, view := range field.views() {
+						viewNames := strings.Split(view.name, "_")
+						if len(viewNames) >= 2 {
+							viewTime, err := timeOfView(view.name, false)
+							if err != nil {
+								s.logger.Printf("ttl parse view time: %s", err)
+								continue
+							}
+							timeSince := time.Since(viewTime)
+
+							if timeSince >= field.Options().Ttl {
+								for _, shard := range field.AvailableShards(true).Slice() {
+									s.holder.txf.DeleteFragmentFromStore(index.Name(), field.Name(), view.name, shard, nil)
+								}
+
+								err := s.defaultClient.api.DeleteView(ctx, index.Name(), field.Name(), view.name)
+								if err != nil {
+									s.logger.Errorf("ttl delete view: %s", err)
+								}
+								s.logger.Infof("ttl deleted view: %s", view.name)
+							}
+						}
+					}
+				}
+			}
+		}
+	}
+}
+
 func (s *Server) monitorAntiEntropy() {
 	if s.antiEntropyInterval == 0 || s.cluster.ReplicaN <= 1 {
 		return // anti entropy disabled
diff --git a/server/config.go b/server/config.go
index 50b8ad261..15fd7df0f 100644
--- a/server/config.go
+++ b/server/config.go
@@ -214,9 +214,6 @@ type Config struct {
 	// LookupDBDSN is an external database to connect to for `ExternalLookup` queries.
 	LookupDBDSN string `toml:"lookup-db-dsn"`
 
-	// The percentage of time spent recalculating the disk and memory usage cache.
-	UsageDutyCycle float64 `toml:"usage-duty-cycle"`
-
 	// Future flags are used to represent features or functionality which is not
 	// yet the default behavior, but will be in a future release.
 	Future struct {
@@ -225,9 +222,6 @@ type Config struct {
 		Rename bool `toml:"rename"`
 	} `toml:"future"`
 
-	// Toggles /schema/details endpoint. If off, it returns empty.
-	SchemaDetailsOn bool `toml:"schema-details-on"`
-
 	Auth Auth
 }
 
@@ -390,15 +384,9 @@ func NewConfig() *Config {
 	c.Etcd.PeerCertFile = ""
 	c.Etcd.PeerKeyFile = ""
 
-	// Disk and Memory Usage
-	c.UsageDutyCycle = 20.0
-
 	// Future flags.
 	c.Future.Rename = false
 
-	// Schema Details Toggle
-	c.SchemaDetailsOn = true
-
 	return c
 }
 
diff --git a/server/grpc_test.go b/server/grpc_test.go
index e2ecae03f..1124f332f 100644
--- a/server/grpc_test.go
+++ b/server/grpc_test.go
@@ -534,9 +534,10 @@ func TestQuerySQL(t *testing.T) {
 					{"color", "[]string"},
 					{"height", "int64"},
 					{"score", "int64"},
+					{"timestamp", "timestamp"},
 				},
 				rows: []row{
-					{[]columnResponse{uint64(2), int64(16), []string{"blue"}, int64(30), int64(-8)}},
+					{[]columnResponse{uint64(2), int64(16), []string{"blue"}, int64(30), int64(-8), "2011-01-02T12:32:00Z"}},
 				},
 			},
 			eq: equal,
@@ -551,18 +552,19 @@ func TestQuerySQL(t *testing.T) {
 					{"color", "[]string"},
 					{"height", "int64"},
 					{"score", "int64"},
+					{"timestamp", "timestamp"},
 				},
 				rows: []row{
-					{[]columnResponse{uint64(1), int64(27), []string{"blue"}, int64(20), int64(-10)}},
-					{[]columnResponse{uint64(2), int64(16), []string{"blue"}, int64(30), int64(-8)}},
-					{[]columnResponse{uint64(3), int64(19), []string{"red"}, int64(40), int64(6)}},
-					{[]columnResponse{uint64(4), int64(27), []string{"green"}, int64(50), int64(0)}},
-					{[]columnResponse{uint64(5), int64(16), []string{"blue"}, int64(60), int64(-2)}},
-					{[]columnResponse{uint64(6), int64(34), []string{"blue"}, int64(70), int64(100)}},
-					{[]columnResponse{uint64(7), int64(27), []string{"blue"}, int64(80), int64(0)}},
-					{[]columnResponse{uint64(8), int64(16), []string{}, int64(90), int64(-13)}},
-					{[]columnResponse{uint64(9), int64(16), []string{"red"}, int64(100), int64(80)}},
-					{[]columnResponse{uint64(10), int64(31), []string{"red"}, int64(110), int64(-2)}},
+					{[]columnResponse{uint64(1), int64(27), []string{"blue"}, int64(20), int64(-10), "2011-04-02T12:32:00Z"}},
+					{[]columnResponse{uint64(2), int64(16), []string{"blue"}, int64(30), int64(-8), "2011-01-02T12:32:00Z"}},
+					{[]columnResponse{uint64(3), int64(19), []string{"red"}, int64(40), int64(6), "2012-01-02T12:32:00Z"}},
+					{[]columnResponse{uint64(4), int64(27), []string{"green"}, int64(50), int64(0), "2013-09-02T12:32:00Z"}},
+					{[]columnResponse{uint64(5), int64(16), []string{"blue"}, int64(60), int64(-2), "2014-01-02T12:32:00Z"}},
+					{[]columnResponse{uint64(6), int64(34), []string{"blue"}, int64(70), int64(100), "2010-05-02T12:32:00Z"}},
+					{[]columnResponse{uint64(7), int64(27), []string{"blue"}, int64(80), int64(0), "2016-08-02T12:32:00Z"}},
+					{[]columnResponse{uint64(8), int64(16), []string{}, int64(90), int64(-13), "2020-01-02T12:32:00Z"}},
+					{[]columnResponse{uint64(9), int64(16), []string{"red"}, int64(100), int64(80), "2000-03-02T12:32:00Z"}},
+					{[]columnResponse{uint64(10), int64(31), []string{"red"}, int64(110), int64(-2), "2018-01-02T12:32:00Z"}},
 				},
 			},
 			eq: equal,
@@ -837,6 +839,64 @@ func TestQuerySQL(t *testing.T) {
 			},
 			eq: equal,
 		},
+		{
+			// GroupBy(Rows(field='age'),Rows(field='height'),filter=Intersect(Row(timestamp>"2017-09-02T12:32:00Z"),Row(height>40)))
+			sql: "select age, height from grouper where timestamp > '2017-09-02T12:32:00Z' and height > 40 group by age, height",
+			exp: tableResponse{
+				headers: []columnInfo{
+					{"age", "int64"},
+					{"height", "int64"},
+				},
+				rows: []row{
+					{[]columnResponse{int64(16), int64(90)}},
+					{[]columnResponse{int64(31), int64(110)}},
+				},
+			},
+			eq: equalUnordered,
+		},
+		{
+			// Extract(Union(Row(timestamp>"2017-09-02T12:32:00Z"),Row(height>90)),Rows(age), Rows(height))
+			sql: "select age, height from grouper where timestamp > '2017-09-02T12:32:00Z' or height > 90",
+			exp: tableResponse{
+				headers: []columnInfo{
+					{"age", "int64"},
+					{"height", "int64"},
+				},
+				rows: []row{
+					{[]columnResponse{int64(16), int64(90)}},
+					{[]columnResponse{int64(16), int64(100)}},
+					{[]columnResponse{int64(31), int64(110)}},
+				},
+			},
+			eq: equalUnordered,
+		},
+		{
+			//Extract(Intersect(Row(timestamp>"2017-09-02T12:32:00Z"),Row(timestamp<"2019-09-02T12:32:00Z")),Rows(age), Rows(height))
+			sql: "select age, height from grouper where timestamp > '2017-09-02T12:32:00Z' and timestamp < '2019-09-02T12:32:00Z'",
+			exp: tableResponse{
+				headers: []columnInfo{
+					{"age", "int64"},
+					{"height", "int64"},
+				},
+				rows: []row{
+					{[]columnResponse{int64(31), int64(110)}},
+				},
+			},
+			eq: equalUnordered,
+		},
+		{
+			//Distinct(Row(timestamp>"2019-09-02T12:32:00Z"), index='grouper',field='age')
+			sql: "select distinct age from grouper where timestamp > '2019-09-02T12:32:00Z'",
+			exp: tableResponse{
+				headers: []columnInfo{
+					{"age", "int64"},
+				},
+				rows: []row{
+					{[]columnResponse{int64(16)}},
+				},
+			},
+			eq: equalUnordered,
+		},
 		{
 			sql: "show tables",
 			exp: tableResponse{
@@ -865,6 +925,7 @@ func TestQuerySQL(t *testing.T) {
 					{[]columnResponse{"color", "keyed-set"}},
 					{[]columnResponse{"height", "int"}},
 					{[]columnResponse{"score", "int"}},
+					{[]columnResponse{"timestamp", "timestamp"}},
 				},
 			},
 			eq: equal,
@@ -1007,6 +1068,10 @@ func TestQuerySQLWithError(t *testing.T) {
 			sql: "select _id, age, field_not_found from grouper",
 			err: pilosa.ErrFieldNotFound,
 		},
+		{
+			sql: "select age, color, count(*) from grouper group by field_not_found, age, color",
+			err: pilosa.ErrFieldNotFound,
+		},
 	}
 
 	for i, test := range tests {
@@ -1554,6 +1619,26 @@ func setUpTestQuerySQLUnary(ctx context.Context, t *testing.T) (gh *server.GRPCH
 			t.Fatal(err)
 		}
 	}
+	m.MustCreateField(t, grouper.Name(), "timestamp", pilosa.OptFieldTypeTimestamp(pilosa.DefaultEpoch, pilosa.TimeUnitSeconds))
+	for id, timestamp := range map[int]string{
+		1:  "2011-04-02T12:32:00Z",
+		2:  "2011-01-02T12:32:00Z",
+		3:  "2012-01-02T12:32:00Z",
+		4:  "2013-09-02T12:32:00Z",
+		5:  "2014-01-02T12:32:00Z",
+		6:  "2010-05-02T12:32:00Z",
+		7:  "2016-08-02T12:32:00Z",
+		8:  "2020-01-02T12:32:00Z",
+		9:  "2000-03-02T12:32:00Z",
+		10: "2018-01-02T12:32:00Z",
+	} {
+		if _, err := gh.QueryPQLUnary(ctx, &pb.QueryPQLRequest{
+			Index: grouper.Name(),
+			Pql:   fmt.Sprintf("Set(%d, timestamp=\"%s\")", id, timestamp),
+		}); err != nil {
+			t.Fatal(err)
+		}
+	}
 
 	// joiner
 	joiner := m.MustCreateIndex(t, "joiner", pilosa.IndexOptions{TrackExistence: true})
@@ -1653,6 +1738,8 @@ func toTableResponse(resp *pb.TableResponse) tableResponse {
 				tr.rows[i].columns[j] = v.Float64Val
 			case *pb.ColumnResponse_DecimalVal:
 				tr.rows[i].columns[j] = pql.NewDecimal(v.DecimalVal.Value, v.DecimalVal.Scale)
+			case *pb.ColumnResponse_TimestampVal:
+				tr.rows[i].columns[j] = v.TimestampVal
 			default:
 				tr.rows[i].columns[j] = nil
 			}
diff --git a/server/handler_test.go b/server/handler_test.go
index 15712f414..2b17d7bd3 100644
--- a/server/handler_test.go
+++ b/server/handler_test.go
@@ -274,7 +274,7 @@ func TestHandler_Endpoints(t *testing.T) {
 		}
 	}
 
-	if f, err := i2.CreateFieldIfNotExists("f3", pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH"))); err != nil {
+	if f, err := i2.CreateFieldIfNotExists("f3", pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMDH"), "0")); err != nil {
 		t.Fatal(err)
 	} else if _, err := f.SetBit(tx2, 0, 0, nil); err != nil {
 		t.Fatal(err)
@@ -302,8 +302,7 @@ func TestHandler_Endpoints(t *testing.T) {
 		}
 
 		var bodySchema pilosa.Schema
-		if err := json.Unmarshal(w.Body.Bytes(),
-			&bodySchema); err != nil {
+		if err := json.Unmarshal(w.Body.Bytes(), &bodySchema); err != nil {
 			t.Fatalf("unexpected unmarshalling error: %v", err)
 		}
 		// DO NOT COMPARE `CreatedAt` - reset to 0
@@ -316,9 +315,8 @@ func TestHandler_Endpoints(t *testing.T) {
 		//
 
 		var targetSchema pilosa.Schema
-		target := fmt.Sprintf(`{"indexes":[{"name":"i0","options":{"keys":false,"trackExistence":false},"fields":[{"name":"f0","options":{"type":"set","cacheType":"ranked","cacheSize":50000,"keys":false},"cardinality":0},{"name":"f1","options":{"type":"set","cacheType":"ranked","cacheSize":50000,"keys":false},"cardinality":1,"views":[{"name":"standard"}]}],"shardWidth":%[1]d},{"name":"i1","options":{"keys":false,"trackExistence":false},"fields":[{"name":"f0","options":{"type":"set","cacheType":"ranked","cacheSize":50000,"keys":false},"cardinality":1,"views":[{"name":"standard"}]}],"shardWidth":%[1]d},{"name":"i2","options":{"keys":false,"trackExistence":false},"fields":[{"name":"f0","options":{"type":"set","cacheType":"ranked","cacheSize":1000,"keys":false},"cardinality":1,"views":[{"name":"standard"}]},{"name":"f1","options":{"type":"int","base":0,"bitDepth":0,"min":-100,"max":100,"keys":false,"foreignIndex":""},"cardinality":4,"views":[{"name":"bsig_f1"}]},{"name":"f2","options":{"type":"decimal","base":0,"scale":1,"bitDepth":0,"min":-10,"max":10,"keys":false},"cardinality":5,"views":[{"name":"bsig_f2"}]},{"name":"f3","options":{"type":"time","timeQuantum":"YMDH","keys":false,"noStandardView":false},"cardinality":1,"views":[{"name":"standard"}]},{"name":"f4","options":{"type":"mutex","cacheType":"ranked","cacheSize":5000,"keys":false},"cardinality":1,"views":[{"name":"standard"}]},{"name":"f5","options":{"type":"bool"},"cardinality":1,"views":[{"name":"standard"}]}],"shardWidth":%[1]d}]}`, pilosa.ShardWidth)
-		if err := json.Unmarshal([]byte(target),
-			&targetSchema); err != nil {
+		target := fmt.Sprintf(`{"indexes":[{"name":"i0","options":{"keys":false,"trackExistence":false},"fields":[{"name":"f0","options":{"type":"set","cacheType":"ranked","cacheSize":50000,"keys":false}},{"name":"f1","options":{"type":"set","cacheType":"ranked","cacheSize":50000,"keys":false},"views":[{"name":"standard"}]}],"shardWidth":%[1]d},{"name":"i1","options":{"keys":false,"trackExistence":false},"fields":[{"name":"f0","options":{"type":"set","cacheType":"ranked","cacheSize":50000,"keys":false},"views":[{"name":"standard"}]}],"shardWidth":%[1]d},{"name":"i2","options":{"keys":false,"trackExistence":false},"fields":[{"name":"f0","options":{"type":"set","cacheType":"ranked","cacheSize":1000,"keys":false},"views":[{"name":"standard"}]},{"name":"f1","options":{"type":"int","base":0,"bitDepth":0,"min":-100,"max":100,"keys":false,"foreignIndex":""},"views":[{"name":"bsig_f1"}]},{"name":"f2","options":{"type":"decimal","base":0,"scale":1,"bitDepth":0,"min":-10,"max":10,"keys":false},"views":[{"name":"bsig_f2"}]},{"name":"f3","options":{"type":"time","timeQuantum":"YMDH","keys":false,"noStandardView":false},"views":[{"name":"standard"}]},{"name":"f4","options":{"type":"mutex","cacheType":"ranked","cacheSize":5000,"keys":false},"views":[{"name":"standard"}]},{"name":"f5","options":{"type":"bool"},"views":[{"name":"standard"}]}],"shardWidth":%[1]d}]}`, pilosa.ShardWidth)
+		if err := json.Unmarshal([]byte(target), &targetSchema); err != nil {
 			t.Fatalf("unexpected unmarshalling error: %v", err)
 		}
 
@@ -327,38 +325,6 @@ func TestHandler_Endpoints(t *testing.T) {
 		}
 	})
 
-	t.Run("SchemaDetailsOff", func(t *testing.T) {
-		err := cmd.API.SetAPIOptions(pilosa.OptAPISchemaDetailsOn(false))
-		if err != nil {
-			t.Fatalf("setting schema details option")
-		}
-
-		w := httptest.NewRecorder()
-		h.ServeHTTP(w, test.MustNewHTTPRequest("GET", "/schema/details", nil))
-		if w.Code != gohttp.StatusOK {
-			t.Fatalf("unexpected status code: %d", w.Code)
-		}
-
-		var bodySchema pilosa.Schema
-		if err := json.Unmarshal(w.Body.Bytes(),
-			&bodySchema); err != nil {
-			t.Fatalf("unexpected unmarshalling error: %v", err)
-
-		}
-		for _, i := range bodySchema.Indexes {
-			for _, f := range i.Fields {
-				if f.Cardinality != nil {
-					t.Fatalf("expected nil cardinality, got: %v", *f.Cardinality)
-				}
-			}
-		}
-
-		err = cmd.API.SetAPIOptions(pilosa.OptAPISchemaDetailsOn(true))
-		if err != nil {
-			t.Fatalf("could not toggle schema details to on: %v", err)
-		}
-	})
-
 	t.Run("Import", func(t *testing.T) {
 		indexInfo, err := cmd.API.Schema(context.Background(), false)
 		if err != nil {
@@ -517,48 +483,6 @@ func TestHandler_Endpoints(t *testing.T) {
 		}
 	})
 
-	// UI/usage returns disk and memory usage from a precalculated cache.
-	// Since the cache calculates the cache on server startup, and tests create indexes thereafter
-	// the cache initially has 0 indexes when the test suite is ran. Therefore, this test first
-	// resets the cache.
-	t.Run("UI/usage", func(t *testing.T) {
-		if cmd.API.ResetUsageCache() != nil {
-			t.Fatal(err)
-		}
-		w := httptest.NewRecorder()
-		h.ServeHTTP(w, test.MustNewHTTPRequest("GET", "/ui/usage", nil))
-		if w.Code != gohttp.StatusOK {
-			t.Fatalf("unexpected status code: %d", w.Code)
-		}
-		nodeUsages := make(map[string]pilosa.NodeUsage)
-		if err := json.Unmarshal(w.Body.Bytes(), &nodeUsages); err != nil {
-			t.Fatalf("unmarshal")
-		}
-
-		for _, nodeUsage := range nodeUsages {
-			if nodeUsage.Disk.TotalUse < 1 {
-				t.Fatalf("expected some disk use, got %d", nodeUsage.Disk.TotalUse)
-			}
-			if nodeUsage.Disk.Capacity < 1 {
-				t.Fatalf("expected some disk capacity, got %d", nodeUsage.Disk.Capacity)
-			}
-			if nodeUsage.Memory.TotalUse < 1 {
-				t.Fatalf("expected some memory use, got %d", nodeUsage.Memory.TotalUse)
-			}
-			if nodeUsage.Memory.Capacity < 1 {
-				t.Fatalf("expected some memory capacity, got %d", nodeUsage.Memory.Capacity)
-			}
-			numIndexes := len(nodeUsage.Disk.IndexUsage)
-			if numIndexes != 3 {
-				t.Fatalf("wrong length index usage list: expected %d, got %d", 3, numIndexes)
-			}
-			numFields := len(nodeUsage.Disk.IndexUsage["i1"].Fields)
-			if numFields != len(i1.Fields()) {
-				t.Fatalf("wrong length field usage list: expected %d, got %d", len(i1.Fields()), numFields)
-			}
-		}
-	})
-
 	t.Run("UI/shard-distribution", func(t *testing.T) {
 		// This tests the response structure, not the cluster behavior.
 		w := httptest.NewRecorder()
diff --git a/server/pg_test.go b/server/pg_test.go
index 7250c6f7e..53f177191 100644
--- a/server/pg_test.go
+++ b/server/pg_test.go
@@ -29,7 +29,7 @@ func TestPostgresHandler(t *testing.T) {
 	m.MustCreateField(t, "i", "keymutex", pilosa.OptFieldKeys(), pilosa.OptFieldTypeMutex(pilosa.CacheTypeNone, 0))
 	m.MustCreateField(t, "i", "int", pilosa.OptFieldTypeInt(math.MinInt64, math.MaxInt64))
 	m.MustCreateField(t, "i", "decimal", pilosa.OptFieldTypeDecimal(2))
-	m.MustCreateField(t, "i", "time", pilosa.OptFieldTypeTime("YMDH"))
+	m.MustCreateField(t, "i", "time", pilosa.OptFieldTypeTime("YMDH", "0"))
 	m.MustCreateField(t, "i", "bool", pilosa.OptFieldTypeBool())
 
 	m.MustCreateIndex(t, "j", pilosa.IndexOptions{TrackExistence: true, Keys: true})
diff --git a/server/server.go b/server/server.go
index 697816f16..5e368cfab 100644
--- a/server/server.go
+++ b/server/server.go
@@ -271,8 +271,6 @@ func (m *Command) Start() (err error) {
 		}
 	}
 
-	go m.API.RefreshUsageCache(m.Config.UsageDutyCycle)
-
 	_ = testhook.Opened(pilosa.NewAuditor(), m, nil)
 	close(m.Started)
 	return nil
@@ -511,7 +509,6 @@ func (m *Command) SetupServer() error {
 	m.API, err = pilosa.NewAPI(
 		pilosa.OptAPIServer(m.Server),
 		pilosa.OptAPIImportWorkerPoolSize(m.Config.ImportWorkerPoolSize),
-		pilosa.OptAPISchemaDetailsOn(m.Config.SchemaDetailsOn),
 	)
 	if err != nil {
 		return errors.Wrap(err, "new api")
@@ -519,10 +516,6 @@ func (m *Command) SetupServer() error {
 	// Tell server about its new API, which its client will need.
 	m.Server.SetAPI(m.API)
 
-	if err != nil {
-		return errors.Wrap(err, "new grpc server")
-	}
-
 	var p authz.GroupPermissions
 	if m.Config.Auth.Enable {
 		m.Config.MustValidateAuth()
diff --git a/server/server_test.go b/server/server_test.go
index c1efbc8a7..093e919b5 100644
--- a/server/server_test.go
+++ b/server/server_test.go
@@ -760,7 +760,7 @@ func TestMain_ImportTimestamp(t *testing.T) {
 	}
 
 	// Create field.
-	if _, err := m.API.CreateField(context.Background(), indexName, fieldName, pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMD"))); err != nil {
+	if _, err := m.API.CreateField(context.Background(), indexName, fieldName, pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMD"), "0")); err != nil {
 		t.Fatal(err)
 	}
 
@@ -815,7 +815,7 @@ func TestMain_ImportTimestampNoStandardView(t *testing.T) {
 	}
 
 	// Create field.
-	if _, err := m.API.CreateField(context.Background(), indexName, fieldName, pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMD"), true)); err != nil {
+	if _, err := m.API.CreateField(context.Background(), indexName, fieldName, pilosa.OptFieldTypeTime(pilosa.TimeQuantum("YMD"), "0", true)); err != nil {
 		t.Fatal(err)
 	}
 
diff --git a/server_internal_test.go b/server_internal_test.go
index da6d57578..b2e5d1116 100644
--- a/server_internal_test.go
+++ b/server_internal_test.go
@@ -35,3 +35,34 @@ func TestMonitorAntiEntropyZero(t *testing.T) {
 		t.Fatalf("monitorAntiEntropy should have returned immediately with duration 0")
 	}
 }
+
+func TestAddToWaitGroup(t *testing.T) {
+	// if this test times out / panics we have a problem, otherwise we're fine
+	td := t.TempDir()
+	cfg := &storage.Config{FsyncEnabled: false, Backend: storage.DefaultBackend}
+	s, err := NewServer(OptServerDataDir(td), OptServerStorageConfig(cfg))
+	if err != nil {
+		t.Fatalf("making new server: %v", err)
+	}
+
+	oks := make(chan bool, 10)
+	for i := 0; i < 10; i++ {
+		go func() {
+			oks <- s.addToWaitGroup(1)
+			time.Sleep(10 * time.Millisecond)
+			defer s.wg.Done()
+		}()
+	}
+
+	for i := 0; i < 10; i++ {
+		ok := <-oks
+		if !ok {
+			t.Fatalf("unexpected close during WaitGroup add")
+		}
+	}
+
+	s.Close()
+	if ok := s.addToWaitGroup(1); ok {
+		t.Fatalf("shouldn't be able to add while server is closing")
+	}
+}
diff --git a/server_test.go b/server_test.go
new file mode 100644
index 000000000..487a39286
--- /dev/null
+++ b/server_test.go
@@ -0,0 +1,95 @@
+// Copyright 2022 Molecula Corp. All rights reserved.
+package pilosa_test
+
+import (
+	"context"
+	"fmt"
+	"reflect"
+	"sort"
+	"testing"
+	"time"
+
+	pilosa "github.com/molecula/featurebase/v3"
+	"github.com/molecula/featurebase/v3/test"
+)
+
+func TestTtlRemoval(t *testing.T) {
+
+	cluster := test.MustRunCluster(t, 1)
+	node := cluster.GetNode(0)
+	defer cluster.Close()
+
+	// Create a client
+	client := node.Client()
+
+	indexName := "i"
+	fieldName := "f"
+
+	// Create indexes and field with ttl lasting 24 hours
+	if err := client.CreateIndex(context.Background(), indexName, pilosa.IndexOptions{TrackExistence: true}); err != nil && err != pilosa.ErrIndexExists {
+		t.Fatalf("creating index, err: %v", err)
+	} else if err := client.CreateFieldWithOptions(context.Background(), indexName, fieldName, pilosa.FieldOptions{Ttl: time.Hour * 24, Type: pilosa.FieldTypeTime, TimeQuantum: "YMDH"}); err != nil {
+		t.Fatalf("creating field, err: %v", err)
+	}
+
+	/* Set sample data 1 using this date: '2001-02-03T04:05', this will create these views:
+	- standard
+	- standard_2001
+	- standard_200102
+	- standard_20010203
+	- standard_2001020304
+	Since the sample date here is over 24 hours, all views except "standard" should get deleted
+	*/
+	_, err := client.Query(context.Background(), indexName, &pilosa.QueryRequest{Index: indexName, Query: "Set(1, f=1, 2001-02-03T04:05)"})
+	if err != nil {
+		t.Fatalf("setting sample data 1, err: %v", err)
+	}
+
+	dateNow := time.Now()
+	dateNowString := fmt.Sprintf("%d-%02d-%02dT%02d:%02d", dateNow.Year(), dateNow.Month(), dateNow.Day(), dateNow.Hour(), dateNow.Minute())
+	/* Set sample data 2 using current time.
+	For example: current time is 2022-03-03T15:17 (also when the 24 hrs ttl countdown starts) will generate these views:
+	- standard_2022			-> gets converted to 2022_01_01, over 24 hours for ttl -> deleted
+	- standard_202203		-> gets converted to 2022_03_01, over 24 hours for ttl -> deleted
+	- standard_20220303		-> gets converted to 2022_03_03, within 24 hours -> keep
+	- standard_2022030315	-> gets converted to 2022_03_03 15:00, within 24 hours -> keep
+	*/
+	_, err = client.Query(context.Background(), indexName, &pilosa.QueryRequest{Index: indexName, Query: "Set(2, f=2, " + dateNowString + ")"})
+	if err != nil {
+		t.Fatalf("setting sample data 2, err: %v", err)
+	}
+
+	/* Set sample data 3 using yesterday's date
+	All views generated from this date should be deleted
+	*/
+	dateYesterday := time.Now().Add(-24*time.Hour + -1*time.Nanosecond)
+	dateYesterdayString := fmt.Sprintf("%d-%02d-%02dT%02d:%02d", dateYesterday.Year(), dateYesterday.Month(), dateYesterday.Day(), dateYesterday.Hour(), dateYesterday.Minute())
+	_, err = client.Query(context.Background(), indexName, &pilosa.QueryRequest{Index: indexName, Query: "Set(3, f=3, " + dateYesterdayString + ")"})
+	if err != nil {
+		t.Fatalf("setting sample data 3, err: %v", err)
+	}
+
+	node.Server.TtlRemoval(context.Background())
+
+	// Get all the views for given index + field
+	views, err := node.API.Views(context.Background(), indexName, fieldName)
+	if err != nil {
+		t.Fatal(err)
+	}
+
+	expectedViewNames := []string{
+		"standard",
+		"standard_" + fmt.Sprintf("%d%02d%02d", dateNow.Year(), dateNow.Month(), dateNow.Day()),
+		"standard_" + fmt.Sprintf("%d%02d%02d%02d", dateNow.Year(), dateNow.Month(), dateNow.Day(), dateNow.Hour()),
+	}
+
+	var viewNames []string
+	for _, view := range views {
+		viewNames = append(viewNames, view.Name())
+	}
+	sort.Strings(viewNames)
+
+	if !reflect.DeepEqual(expectedViewNames, viewNames) {
+		t.Fatalf("after ttl removal, expected %v, but got %v", expectedViewNames, viewNames)
+	}
+}
diff --git a/sql/handler_test.go b/sql/handler_test.go
index 6eaba476f..26ffce0ce 100644
--- a/sql/handler_test.go
+++ b/sql/handler_test.go
@@ -3,10 +3,13 @@ package sql_test
 
 import (
 	"context"
+	"math"
 	"testing"
 
+	"github.com/molecula/featurebase/v3"
 	"github.com/molecula/featurebase/v3/sql"
 	"github.com/molecula/featurebase/v3/test"
+	"vitess.io/vitess/go/vt/sqlparser"
 )
 
 func TestHandler(t *testing.T) {
@@ -28,3 +31,52 @@ func TestHandler(t *testing.T) {
 	}
 
 }
+
+func TestSelectHandler_MapSelect(t *testing.T) {
+	cluster := test.MustRunCluster(t, 1)
+	defer cluster.Close()
+	api := cluster.GetNode(0).API
+
+	if _, err := api.CreateIndex(context.Background(), "i", pilosa.IndexOptions{}); err != nil {
+		t.Fatal(err)
+	} else if _, err = api.CreateField(context.Background(), "i", "bytes", pilosa.OptFieldTypeInt(math.MinInt64, math.MaxInt64)); err != nil {
+		t.Fatal(err)
+	} else if _, err = api.CreateField(context.Background(), "i", "duration_time", pilosa.OptFieldTypeInt(math.MinInt64, math.MaxInt64)); err != nil {
+		t.Fatal(err)
+	} else if _, err = api.CreateField(context.Background(), "i", "timestamp", pilosa.OptFieldTypeTimestamp(pilosa.DefaultEpoch, pilosa.TimeUnitSeconds)); err != nil {
+		t.Fatal(err)
+	}
+
+	for _, tt := range []struct {
+		name   string
+		input  string
+		output string
+	}{
+		{
+			name:   "WhereTimestamp",
+			input:  `SELECT * FROM i WHERE timestamp>"2000-01-01T00:00:00Z"`,
+			output: `Extract(Row(timestamp>"2000-01-01T00:00:00Z"),Rows(bytes),Rows(duration_time),Rows(timestamp))`,
+		},
+
+		{
+			name:   "WhereTimestampWithSpaces",
+			input:  `SELECT * FROM i WHERE timestamp > "2000-01-01T00:00:00Z"`,
+			output: `Extract(Row(timestamp>"2000-01-01T00:00:00Z"),Rows(bytes),Rows(duration_time),Rows(timestamp))`,
+		},
+	} {
+		t.Run(tt.name, func(t *testing.T) {
+			query, err := sql.NewMapper().MapSQL(tt.input)
+			if err != nil {
+				t.Fatal(err)
+			}
+
+			h := sql.NewSelectHandler(api)
+			mr, err := h.MapSelect(context.Background(), query.Statement.(*sqlparser.Select), query.Mask)
+			if err != nil {
+				t.Fatal(err)
+			} else if got, want := mr.Query, tt.output; got != want {
+				t.Fatalf("unexpected pql\npql:  %s\nwant: %s", got, want)
+			}
+		})
+	}
+}
diff --git a/sql/query.go b/sql/query.go
index 0f4db98b7..80a1d2f49 100644
--- a/sql/query.go
+++ b/sql/query.go
@@ -15,32 +15,32 @@ const timeFormat = "2006-01-02T15:04"
 
 // LT creates a less than query.
 func LT(fieldName string, value interface{}) string {
-	return fmt.Sprintf("Row(%s<%s)", fieldName, intOrFloat(value))
+	return fmt.Sprintf("Row(%s<%s)", fieldName, formatValue(value))
 }
 
 // LTE creates a less than or equal query.
 func LTE(fieldName string, value interface{}) string {
-	return fmt.Sprintf("Row(%s<=%s)", fieldName, intOrFloat(value))
+	return fmt.Sprintf("Row(%s<=%s)", fieldName, formatValue(value))
 }
 
 // GT creates a greater than query.
 func GT(fieldName string, value interface{}) string {
-	return fmt.Sprintf("Row(%s>%s)", fieldName, intOrFloat(value))
+	return fmt.Sprintf("Row(%s>%s)", fieldName, formatValue(value))
 }
 
 // GTE creates a greater than or equal query.
 func GTE(fieldName string, value interface{}) string {
-	return fmt.Sprintf("Row(%s>=%s)", fieldName, intOrFloat(value))
+	return fmt.Sprintf("Row(%s>=%s)", fieldName, formatValue(value))
 }
 
 // Equals creates an equals query.
 func Equals(fieldName string, value interface{}) string {
-	return fmt.Sprintf("Row(%s=%s)", fieldName, intOrFloat(value))
+	return fmt.Sprintf("Row(%s=%s)", fieldName, formatValue(value))
 }
 
 // NotEquals creates a not equals query.
 func NotEquals(fieldName string, value interface{}) string {
-	return fmt.Sprintf("Row(%s!=%s)", fieldName, intOrFloat(value))
+	return fmt.Sprintf("Row(%s!=%s)", fieldName, formatValue(value))
 }
 
 // NotNull creates a not equal to null query.
@@ -94,12 +94,18 @@ func Like(fieldName string, pattern string) string {
 
 // Between creates a between query.
 func Between(fieldName string, a interface{}, b interface{}) string {
-	return fmt.Sprintf("Row(%s >< [%s,%s])", fieldName, intOrFloat(a), intOrFloat(b))
+	return fmt.Sprintf("Row(%s >< [%s,%s])", fieldName, formatValue(a), formatValue(b))
 }
 
 // Distinct creates a Distinct query.
-func Distinct(indexName, fieldName string) string {
-	return fmt.Sprintf("Distinct(Row(%s!=null),index='%s',field='%s')", fieldName, indexName, fieldName)
+func Distinct(indexName, fieldName, rowCall string) string {
+	var b strings.Builder
+	fmt.Fprintf(&b, `Distinct(`)
+	if rowCall != "" {
+		fmt.Fprintf(&b, `%s, `, rowCall)
+	}
+	fmt.Fprintf(&b, `index='%s',field='%s')`, indexName, fieldName)
+	return b.String()
 }
 
 // RowDistinct creates a Distinct query with the given row filter.
@@ -269,8 +275,10 @@ func formatIDKey(idKey interface{}) (string, error) {
 	}
 }
 
-func intOrFloat(value interface{}) string {
+func formatValue(value interface{}) string {
 	switch value.(type) {
+	case string:
+		return fmt.Sprintf("%q", value)
 	case float64, float32:
 		// In order to test expected values, we set the precision
 		// to 8. TODO: It's likely we'll need to address this
diff --git a/sql/reduce.go b/sql/reduce.go
index 8de56c1f0..4aa9f09e7 100644
--- a/sql/reduce.go
+++ b/sql/reduce.go
@@ -347,6 +347,34 @@ func AssignHeaders(rowser pproto.ToRowser, headers ...Column) pproto.ToRowser {
 	return &assignHeadersRowser{rowser, headers}
 }
 
+type staticHeaderRowser struct {
+	rowser pproto.ToRowser
+	cols   []Column
+}
+
+func (a *staticHeaderRowser) ToRows(fn func(*pproto.RowResponse) error) error {
+	return a.rowser.ToRows(func(row *pproto.RowResponse) error {
+		var out pproto.RowResponse
+
+		headers := make([]*pproto.ColumnInfo, len(row.Headers))
+		for i := range row.Headers {
+			header := row.Headers[i]
+			header.Name = a.cols[i].Name()
+			headers[i] = header
+		}
+		out.Headers = headers
+
+		out.Columns = row.Columns
+
+		return fn(&out)
+	})
+}
+
+// StaticHeaders assigns fixed cols to a ToRowser.
+func StaticHeaders(rowser pproto.ToRowser, cols ...Column) pproto.ToRowser {
+	return &staticHeaderRowser{rowser, cols}
+}
+
 var (
 	ErrIncompleteHeaders = errors.New("incomplete header assignment")
 	ErrFieldNotInHeaders = errors.New("field not found in source header")
diff --git a/sql/router.go b/sql/router.go
index 8c6035dee..381b180af 100644
--- a/sql/router.go
+++ b/sql/router.go
@@ -29,6 +29,17 @@ func newRouter() *router {
 		handlerSelectFieldsFromTableWhere{},
 	)
 	////
+	selectRouter.addFilter(
+		NewQueryMask(
+			SelectPartDistinct|SelectPartField,
+			FromPartTable,
+			WherePartFieldCondition|WherePartMultiFieldCondition,
+			0,
+			0,
+		),
+		[]QueryMask{},
+		handlerSelectDistinctFromTable{},
+	)
 	selectRouter.addRoute("select distinct fld from tbl", handlerSelectDistinctFromTable{})
 	////
 	selectRouter.addFilter(
@@ -58,7 +69,7 @@ func newRouter() *router {
 	groupByOptional := NewQueryMask(
 		SelectPartField|SelectPartFields|SelectPartCountStar|SelectPartSumField,
 		FromPartTable,
-		WherePartFieldCondition, // TODO: this can probably handle fields as well
+		WherePartFieldCondition|WherePartMultiFieldCondition,
 		GroupByPartField|GroupByPartFields,
 		HavingPartCondition,
 	)
diff --git a/sql/select.go b/sql/select.go
index 3297ee0fc..b1f11e0d8 100644
--- a/sql/select.go
+++ b/sql/select.go
@@ -34,14 +34,14 @@ func (s *SelectHandler) Handle(ctx context.Context, mapped *MappedSQL) (pproto.T
 	if !ok {
 		return nil, fmt.Errorf("statement is not type select: %T", mapped.Statement)
 	}
-	mr, err := s.mapSelect(ctx, stmt, mapped.Mask)
+	mr, err := s.MapSelect(ctx, stmt, mapped.Mask)
 	if err != nil {
 		return nil, errors.Wrap(err, "mapping select")
 	}
 	return s.execMappingResult(ctx, mr, mapped.SQL)
 }
 
-func (s *SelectHandler) mapSelect(ctx context.Context, selectStmt *sqlparser.Select, qm QueryMask) (*MappingResult, error) {
+func (s *SelectHandler) MapSelect(ctx context.Context, selectStmt *sqlparser.Select, qm QueryMask) (*MappingResult, error) {
 	// Get the handler for this query mask.
 	hndlr := s.router.handler(qm)
 	if hndlr == nil {
@@ -305,6 +305,15 @@ func (h handlerSelectDistinctFromTable) Apply(stmt *sqlparser.Select, qm QueryMa
 		return nil, errors.New("distinct requires a valid field column")
 	}
 
+	var wherePQL string
+	if stmt.Where != nil {
+		if wherePQL, err = extractWhere(index, stmt.Where.Expr); err != nil {
+			return nil, err
+		}
+	} else {
+		wherePQL = All()
+	}
+
 	limit, offset, hasLimit, hasOffset, err := extractLimitOffset(stmt)
 	if err != nil {
 		return nil, errors.Wrap(err, "extracting limit")
@@ -315,22 +324,8 @@ func (h handlerSelectDistinctFromTable) Apply(stmt *sqlparser.Select, qm QueryMa
 		return nil, errors.Wrap(err, "extracting order by")
 	}
 
-	// Determine the type of the field needing distinct.
-	// If the pilosa field is type int, handle it as a Distinct() query.
-	// Otherwise, use Rows()
-	// TODO: ensure this works for all field types (bool, time, etc).
-	var qo string
-	if fieldCol.Field.Type() == pilosa.FieldTypeInt || fieldCol.Field.Type() == pilosa.FieldTypeTimestamp {
-		qo = Distinct(fieldCol.Field.Index(), fieldCol.Field.Name())
-	} else {
-		if !qm.HasOrderBy() && limit > 0 {
-			if qo, err = RowsLimit(fieldCol.Field.Name(), int64(limit)); err != nil {
-				return nil, errors.Wrap(err, "creating Rows query")
-			}
-		} else {
-			qo = Rows(fieldCol.Field.Name())
-		}
-	}
+	// We use a Distinct call instead of Rows as it supports filtering.
+	qo := Distinct(fieldCol.Field.Index(), fieldCol.Field.Name(), wherePQL)
 
 	mr := &MappingResult{
 		IndexName: indexName,
@@ -340,7 +335,7 @@ func (h handlerSelectDistinctFromTable) Apply(stmt *sqlparser.Select, qm QueryMa
 
 	// Assign headers to the result.
 	mr.addReducer(func(result pproto.ToRowser) pproto.ToRowser {
-		return AssignHeaders(result, selectFields...)
+		return StaticHeaders(result, selectFields...)
 	})
 
 	if qm.HasOrderBy() {
@@ -598,8 +593,7 @@ func (h handlerSelectGroupBy) Apply(stmt *sqlparser.Select, qm QueryMask, indexF
 
 	rowsQueries := []string{}
 	for _, fieldName := range groupByFieldNames {
-		field := index.Field(fieldName)
-		rowsQueries = append(rowsQueries, Rows(field.Name()))
+		rowsQueries = append(rowsQueries, Rows(fieldName))
 	}
 
 	var wherePQL string
@@ -796,7 +790,7 @@ func (h handlerSelectJoin) Apply(stmt *sqlparser.Select, qm QueryMask, indexFunc
 	// Build the Distinct() portion of the query on the secondary.
 	var distinctQry string
 	if secondaryWhere == "" {
-		distinctQry = Distinct(secondaryField.Index(), secondaryField.Name())
+		distinctQry = Distinct(secondaryField.Index(), secondaryField.Name(), "")
 	} else {
 		distinctQry = RowDistinct(secondaryField.Index(), secondaryField.Name(), secondaryWhere)
 	}
diff --git a/stats/stats_test.go b/stats/stats_test.go
index 81b62a5f2..4515636c9 100644
--- a/stats/stats_test.go
+++ b/stats/stats_test.go
@@ -81,11 +81,6 @@ func TestStatsCount_TopN(t *testing.T) {
 	defer c.Close()
 	hldr := test.Holder{Holder: c.GetNode(0).Server.Holder()}
 
-	hldr.SetBit("d", "f", 0, 0)
-	hldr.SetBit("d", "f", 0, 1)
-	hldr.SetBit("d", "f", 0, pilosa.ShardWidth)
-	hldr.SetBit("d", "f", 0, pilosa.ShardWidth+2)
-
 	// Execute query.
 	called := false
 	hldr.Holder.Stats = &MockStats{
@@ -101,6 +96,12 @@ func TestStatsCount_TopN(t *testing.T) {
 			called = true
 		},
 	}
+
+	hldr.SetBit("d", "f", 0, 0)
+	hldr.SetBit("d", "f", 0, 1)
+	hldr.SetBit("d", "f", 0, pilosa.ShardWidth)
+	hldr.SetBit("d", "f", 0, pilosa.ShardWidth+2)
+
 	if _, err := c.GetNode(0).API.Query(context.Background(), &pilosa.QueryRequest{Index: "d", Query: `TopN(field=f, n=2)`}); err != nil {
 		t.Fatal(err)
 	}
diff --git a/stattx.go b/stattx.go
index 4780f70bc..5ce265e90 100644
--- a/stattx.go
+++ b/stattx.go
@@ -159,6 +159,7 @@ const (
 	kOffsetRange
 	kLast // mark the end, always keep this last. The following aren't tracked atm:
 	kType
+	kRemoveChannel
 )
 
 func (k kall) String() string {
@@ -205,6 +206,8 @@ func (k kall) String() string {
 		return "kLast"
 	case kType:
 		return "kType"
+	case kRemoveChannel:
+		return "kRemoveChannel"
 	}
 	vprint.PanicOn(fmt.Sprintf("unknown kall '%v'", int(k)))
 	return ""
@@ -221,6 +224,15 @@ func (c *statTx) NewTxIterator(index, field, view string, shard uint64) *roaring
 	}()
 	return c.b.NewTxIterator(index, field, view, shard)
 }
+func (c *statTx) RemoveChannel(index, field, view string, shard uint64, a chan uint64, resChan chan countResults) {
+	me := kRemoveChannel
+	t0 := time.Now()
+	defer func() {
+		c.stats.add(me, time.Since(t0))
+	}()
+	c.b.RemoveChannel(index, field, view, shard, a, resChan)
+	return
+}
 
 func (c *statTx) ImportRoaringBits(index, field, view string, shard uint64, rit roaring.RoaringIterator, clear bool, log bool, rowSize uint64) (changed int, rowSet map[uint64]int, err error) {
 	me := kImportRoaringBits
diff --git a/time.go b/time.go
index 1c479c996..945d87106 100644
--- a/time.go
+++ b/time.go
@@ -450,7 +450,7 @@ func timeOfView(v string, adj bool) (time.Time, error) {
 		return time.Time{}, nil
 	}
 
-	layout := "2006010203"
+	layout := "2006010215"
 	timePart := viewTimePart(v)
 
 	switch len(timePart) {
diff --git a/translate.go b/translate.go
index cc36ebbe2..9d5909f28 100644
--- a/translate.go
+++ b/translate.go
@@ -11,6 +11,7 @@ import (
 	"sync"
 
 	"github.com/molecula/featurebase/v3/ingest"
+	"github.com/molecula/featurebase/v3/roaring"
 	"github.com/molecula/featurebase/v3/topology"
 	"github.com/pkg/errors"
 )
@@ -84,6 +85,8 @@ type TranslateStore interface { // TODO: refactor this interface; readonly shoul
 	// It should read from the reader and replace the data store with
 	// the read payload.
 	ReadFrom(io.Reader) (int64, error)
+
+	Delete(records *roaring.Bitmap) (Commitor, error)
 }
 
 // This implements ingest's key translator interface, which differs
@@ -420,6 +423,16 @@ func (s *InMemTranslateStore) SetReadOnly(v bool) {
 	defer s.mu.Unlock()
 	s.readOnly = v
 }
+func (s *InMemTranslateStore) Delete(records *roaring.Bitmap) (Commitor, error) {
+	s.mu.Lock()
+	defer s.mu.Unlock()
+	for _, id := range records.Slice() {
+		key := s.keysByID[id]
+		delete(s.keysByID, id)
+		delete(s.idsByKey, key)
+	}
+	return &NopCommitor{}, nil
+}
 
 // FindKeys looks up the ID for each key.
 // Keys are not created if they do not exist.
diff --git a/tx.go b/tx.go
index 65a3e3c3f..7be5a54b7 100644
--- a/tx.go
+++ b/tx.go
@@ -18,13 +18,13 @@ const writable = true
 //
 // Within the fragment, the ckey or container-key is the uint64 that specifies
 // the high 48-bits of the roaring.Bitmap 64-bit space.
-// The ckey is used to retreive a specific roaring.Container that
-// is either a run, array, or raw-bitmap. The roaring.Container is the
+// The ckey is used to retrieve a specific roaring.Container that
+// is either a run, array, or raw bitmap. The roaring.Container is the
 // low 16-bits of the roaring.Bitmap space. Its size is at most
 // 8KB (2^16 bits / (8 bits / byte) == 8192 bytes).
 //
 // The grain of the transaction is guaranteed to be at least at the shard
-// within one index. Therefore updates to the any of the fields within
+// within one index. Therefore updates to any of the fields within
 // the same shard will be atomically visible only once the transaction commits.
 // Reads from another, concurrently open, transaction will not see updates
 // that have not been committed.
@@ -34,7 +34,7 @@ type Tx interface {
 	// Tx types at the top of txfactory.go
 	Type() string
 
-	// Rollback must be called the end of read-only transactions. Either
+	// Rollback must be called at the end of read-only transactions. Either
 	// Rollback or Commit must be called at the end of writable transactions.
 	// It is safe to call Rollback multiple times, but it must be
 	// called at least once to release resources. Any Rollback after
@@ -50,10 +50,10 @@ type Tx interface {
 	// Commit makes the updates in the Tx visible to subsequent transactions.
 	Commit() error
 
-	// NewTxIterator returns it, a *roaring.Iterator whose it.Next() will
+	// NewTxIterator returns a *roaring.Iterator whose Next() method will
 	// successively return each uint64 stored in the conceptual roaring.Bitmap
 	// for the specified fragment.
-	NewTxIterator(index, field, view string, shard uint64) (it *roaring.Iterator)
+	NewTxIterator(index, field, view string, shard uint64) *roaring.Iterator
 
 	// ContainerIterator loops over the containers in the conceptual
 	// roaring.Bitmap for the specified fragment.
@@ -75,20 +75,21 @@ type Tx interface {
 	// must copy it into some other memory.
 	ApplyFilter(index, field, view string, shard uint64, ckey uint64, filter roaring.BitmapFilter) (err error)
 
-	// RoaringBitmap retreives the roaring.Bitmap for the entire shard.
+	// RoaringBitmap retrieves the roaring.Bitmap for the entire shard.
 	RoaringBitmap(index, field, view string, shard uint64) (*roaring.Bitmap, error)
 
 	// Container returns the roaring.Container for the given ckey
-	// (container-key or highbits), in the chosen fragment.
+	// (container-key or highbits) in the chosen fragment.
 	Container(index, field, view string, shard uint64, ckey uint64) (*roaring.Container, error)
 
-	// PutContainer stores c under the given ckey (container-key), in the specified fragment.
+	// PutContainer stores c under the given ckey (container-key) in the specified fragment.
 	PutContainer(index, field, view string, shard uint64, ckey uint64, c *roaring.Container) error
 
-	// RemoveContainer deletes the roaring.Container under the given ckey (container-key),
+	// RemoveContainer deletes the roaring.Container under the given ckey (container-key)
 	// in the specified fragment.
 	RemoveContainer(index, field, view string, shard uint64, ckey uint64) error
 
+	// Add adds the 'a' values to the Bitmap for the fragment.
 	Add(index, field, view string, shard uint64, a ...uint64) (changeCount int, err error)
 
 	// Remove removes the 'a' values from the Bitmap for the fragment.
@@ -97,25 +98,46 @@ type Tx interface {
 	// Contains tests if the uint64 v is stored in the fragment's Bitmap.
 	Contains(index, field, view string, shard uint64, v uint64) (exists bool, err error)
 
-	// ForEach
+	// ForEach calls function `fn` on every value (bit set) in the Bitmap for
+	// the fragment.
 	ForEach(index, field, view string, shard uint64, fn func(i uint64) error) error
 
-	// ForEachRange
+	// ForEachRange calls function `fn` on every value (bit set) in the Bitmap for
+	// the fragment, limited to the [start, end) range.
 	ForEachRange(index, field, view string, shard uint64, start, end uint64, fn func(uint64) error) error
 
-	// Count
+	// Count returns the count of hot bits on the fragment.
 	Count(index, field, view string, shard uint64) (uint64, error)
 
-	// Max
+	// Max returns the maximum value set in the Bitmap for the fragment.
 	Max(index, field, view string, shard uint64) (uint64, error)
 
-	// Min
+	// Min returns the minimum value set in the Bitmap for the fragment.
 	Min(index, field, view string, shard uint64) (uint64, bool, error)
 
-	// CountRange
+	// CountRange returns the count of hot bits in the [start, end) range on the
+	// fragment.
 	CountRange(index, field, view string, shard uint64, start, end uint64) (uint64, error)
 
-	// OffsetRange
+	// OffsetRange returns a *roaring.Bitmap containing the portion of the Bitmap for the fragment
+	// which is specified by a combination of (offset, [start, end)).
+	//
+	// start  - The value at which to start reading. This must be the zero value
+	//          of a container; i.e. [0, 65536, ...]
+	// end    - The value at which to end reading. This must be the zero value
+	//          of a container; i.e. [0, 65536, ...]
+	// offset - The number of positions to shift the resulting bitmap. This must
+	//          be the zero value of a container; i.e. [0, 65536, ...]
+	//
+	// For example, if (index, field, view, shard) represents the following bitmap:
+	// [1, 2, 3, 65536, 65539]
+	//
+	// then the following results are achieved based on (offset, start, end):
+	// (0, 0, 131072)          => [1, 2, 3, 65536, 65539]
+	// (0, 65536, 131072)      => [0, 3]
+	// (65536, 65536, 131072)  => [65536, 65539]
+	// (262144, 65536, 131072) => [262144, 262147]
+	//
 	OffsetRange(index, field, view string, shard uint64, offset, start, end uint64) (*roaring.Bitmap, error)
 
 	// ImportRoaringBits does efficient bulk import using rit, a roaring.RoaringIterator.
@@ -133,6 +155,7 @@ type Tx interface {
 	GetSortedFieldViewList(idx *Index, shard uint64) (fvs []txkey.FieldView, err error)
 
 	GetFieldSizeBytes(index, field string) (uint64, error)
+	RemoveChannel(index, field, view string, shard uint64, a chan uint64, resChan chan countResults)
 }
 
 // GenericApplyFilter implements ApplyFilter in terms of tx.ContainerIterator,
diff --git a/tx_test.go b/tx_test.go
index 80d72b51c..117198c94 100644
--- a/tx_test.go
+++ b/tx_test.go
@@ -242,5 +242,4 @@ func TestAPI_ImportAtomicRecord(t *testing.T) {
 	if iraBit {
 		PanicOn("IRA bit should have been cleared")
 	}
-
 }
diff --git a/txfactory.go b/txfactory.go
index 54dfa4390..4fddf79a9 100644
--- a/txfactory.go
+++ b/txfactory.go
@@ -4,7 +4,6 @@ package pilosa
 import (
 	"fmt"
 	"os"
-	"path"
 	"strings"
 	"sync"
 
@@ -471,192 +470,6 @@ func (f *TxFactory) DeleteFragmentFromStore(
 	return f.dbPerShard.DeleteFragment(index, field, view, shard, frag)
 }
 
-// IndexUsageDetails computes the sum of filesizes used by the node, broken down
-// by index, field, fragments and keys.
-func (f *TxFactory) IndexUsageDetails(isClosing func() bool) (map[string]IndexUsage, uint64, error) {
-	indexUsage := make(map[string]IndexUsage)
-	holderPath, err := expandDirName(f.holder.path)
-	if err != nil {
-		return indexUsage, 0, errors.Wrap(err, "expanding data directory")
-	}
-	indexesPath, err := expandDirName(f.holder.IndexesPath())
-	if err != nil {
-		return indexUsage, 0, errors.Wrap(err, "expanding indexes directory")
-	}
-
-	idxs := f.holder.Indexes()
-
-	qcx := f.NewQcx()
-	defer qcx.Abort()
-	for _, idx := range idxs {
-		index := idx.name
-		indexPath := path.Join(indexesPath, index)
-
-		// field usage
-		fieldUsages := make(map[string]FieldUsage)
-		fragmentsTotal := uint64(0)
-		fieldKeysTotal := uint64(0)
-		fieldMetaBytesTotal := uint64(0)
-		fieldsTotal := uint64(0)
-		flds := idx.Fields()
-		for _, fld := range flds {
-			field := fld.Name()
-			if field == "_keys" {
-				continue
-			}
-			fUsage, err := f.fieldUsage(indexPath, fld)
-			if err != nil {
-				return indexUsage, 0, errors.Wrapf(err, "getting disk usage for index (%s)", index)
-			}
-
-			// non-roaring field usage
-			fragmentUsage := uint64(0)
-
-			for _, shard := range fld.AvailableShards(true).Slice() {
-				if isClosing() {
-					return nil, 0, nil
-				}
-				if err := func() error {
-					tx, finisher, err := qcx.GetTx(Txo{Write: !writable, Index: idx, Shard: shard})
-					if err != nil {
-						return errors.Wrap(err, "qcx.GetTx")
-					}
-					defer finisher(nil)
-
-					fieldBytes, err := tx.GetFieldSizeBytes(index, field)
-					if err != nil {
-						return errors.Wrapf(err, "getting disk usage for non-roaring fragments (%s)", field)
-					}
-					fragmentUsage += fieldBytes
-					return nil
-				}(); err != nil {
-					return indexUsage, 0, err
-				}
-			}
-
-			// add non-roaring to roaring
-			fUsage.Fragments += fragmentUsage
-			fUsage.Total += fragmentUsage
-
-			// add to running total
-			fieldMetaBytesTotal += fUsage.Metadata
-			fieldKeysTotal += fUsage.Keys
-			fragmentsTotal += fUsage.Fragments
-			fieldsTotal += fUsage.Total
-
-			fieldUsages[field] = fUsage
-		}
-
-		// index metadata
-		indexMetaBytes, err := directoryUsage(indexPath, false)
-		if err != nil {
-			return indexUsage, 0, errors.Wrapf(err, "getting disk usage for index metadata (%s)", index)
-		}
-
-		// index keys usage
-		indexKeysBytes := uint64(0)
-		if idx.keys {
-			keysPath := path.Join(indexPath, translateStoreDir)
-			indexKeysBytes, _ = directoryUsage(keysPath, true) // if directory doesn't exist, size = 0
-		}
-
-		indexUsage[index] = IndexUsage{
-			Total:          indexMetaBytes + indexKeysBytes + fieldsTotal,
-			Metadata:       indexMetaBytes + fieldMetaBytesTotal,
-			IndexKeys:      indexKeysBytes,
-			FieldKeysTotal: fieldKeysTotal,
-			Fragments:      fragmentsTotal,
-			Fields:         fieldUsages,
-		}
-	}
-
-	// node metadata, e.g. id allocator
-	nodeMetaBytes, err := directoryUsage(holderPath, false)
-	if err != nil {
-		return indexUsage, 0, errors.Wrapf(err, "getting disk usage for node metadata")
-	}
-
-	return indexUsage, nodeMetaBytes, nil
-}
-
-// fieldUsage computes the sum of filesizes used by a field in
-// the filesystem tree (roaring storage), broken down by keys and fragments.
-func (f *TxFactory) fieldUsage(indexPath string, fld *Field) (FieldUsage, error) {
-	fieldUsage := FieldUsage{}
-
-	field := fld.name
-
-	// row keys
-	keysBytes := int64(0)
-	var err error
-	keysBytes, err = fileSize(fld.TranslateStorePath())
-	if err != nil {
-		// if file doesn't exist, size = 0
-		keysBytes = 0
-	}
-
-	// field metadata
-	fieldPath := path.Join(indexPath, FieldsDir, field)
-	metaBytes, err := directoryUsage(fieldPath, false) // this includes keys
-	if err != nil {
-		return fieldUsage, errors.Wrapf(err, "getting disk usage for field meta (%s)", field)
-	}
-
-	// fragment data
-	viewsPath := path.Join(fieldPath, "views")
-	fragmentBytes := uint64(0)
-	if dirExists(viewsPath) {
-		fragmentBytes, err = directoryUsage(viewsPath, true)
-		if err != nil {
-			return fieldUsage, errors.Wrapf(err, "getting disk usage for field fragments (%s)", field)
-		}
-	}
-
-	fieldUsage = FieldUsage{
-		Total:     metaBytes + fragmentBytes, // metaBytes includes keys
-		Metadata:  metaBytes - uint64(keysBytes),
-		Fragments: fragmentBytes,
-		Keys:      uint64(keysBytes),
-	}
-
-	return fieldUsage, nil
-}
-
-// NOTE: Go 1.16 introduced a new Readdir() method that is supposed to be more performant.
-// Not yet upgraded b/c new method is not compatible with older versions of Go.
-func directoryUsage(fname string, recursive bool) (uint64, error) {
-	if !dirExists(fname) {
-		return 0, errors.Errorf("directory does not exist (%s)", fname)
-	}
-
-	var size uint64
-
-	dir, err := os.Open(fname)
-	if err != nil {
-		return 0, errors.Wrap(err, "opening data subdirectory")
-	}
-	defer dir.Close()
-
-	files, err := dir.Readdir(-1)
-	if err != nil {
-		return 0, errors.Wrap(err, "reading data subdirectory")
-	}
-
-	for _, file := range files {
-		if recursive && file.IsDir() {
-			sz, err := directoryUsage(path.Join(fname, file.Name()), true)
-			if err != nil {
-				return 0, err
-			}
-			size += sz
-		} else {
-			size += uint64(file.Size()) // NOTE this cast is safe for regular files, not necessarily others
-		}
-	}
-
-	return size, nil
-}
-
 // CloseIndex is a no-op. This seems to be in place for debugging purposes.
 func (f *TxFactory) CloseIndex(idx *Index) error {
 	return nil
diff --git a/util.go b/util.go
index eb9f958ce..ce4323ec3 100644
--- a/util.go
+++ b/util.go
@@ -4,8 +4,11 @@ package pilosa
 // util.go: a place for generic, reusable utilities.
 
 import (
+	"fmt"
 	"reflect"
 	"time"
+
+	"github.com/shirou/gopsutil/v3/mem"
 )
 
 // LeftShifted16MaxContainerKey is 0xffffffffffff0000. It is similar
@@ -54,3 +57,17 @@ func GetLoopProgress(start time.Time, now time.Time, iteration uint, total uint)
 func FormatTimestampNano(value, base int64, timeUnit string) string {
 	return time.Unix(0, (value+base)*TimeUnitNanos(timeUnit)).UTC().Format(time.RFC3339Nano)
 }
+
+type MemoryUsage struct {
+	Capacity uint64 `json:"capacity"`
+	TotalUse uint64 `json:"totalUsed"`
+}
+
+// GetMemoryUsage gets the memory usage
+func GetMemoryUsage() (MemoryUsage, error) {
+	usage, err := mem.VirtualMemory()
+	if usage == nil || err != nil {
+		return MemoryUsage{}, fmt.Errorf("reading virtual memory: %v", err)
+	}
+	return MemoryUsage{Capacity: usage.Total, TotalUse: usage.Used}, nil
+}
diff --git a/util_test.go b/util_test.go
index 870625ad8..9a1bfe7f9 100644
--- a/util_test.go
+++ b/util_test.go
@@ -90,3 +90,9 @@ func TestFormatTimestampNano(t *testing.T) {
 		t.Fatal("Timestamp not formatted properly")
 	}
 }
+
+func TestGetMemoryUsage(t *testing.T) {
+	if _, err := GetMemoryUsage(); err != nil {
+		t.Fatalf("unexpected error getting memory usage: %v", err)
+	}
+}
diff --git a/view.go b/view.go
index d5e408810..927490a9f 100644
--- a/view.go
+++ b/view.go
@@ -307,6 +307,10 @@ func (v *view) recalculateCaches() {
 	}
 }
 
+func (v *view) Name() string {
+	return v.name
+}
+
 // CreateFragmentIfNotExists returns a fragment in the view by shard.
 func (v *view) CreateFragmentIfNotExists(shard uint64) (*fragment, error) {
 	v.mu.Lock()