diff --git a/README.md b/README.md
index 0ae0d68d250..3bd0fd54a65 100644
--- a/README.md
+++ b/README.md
@@ -9,7 +9,7 @@
         <a href="https://render.com/deploy?repo=https://github.com/BerriAI/litellm" target="_blank" rel="nofollow"><img src="https://render.com/images/deploy-to-render-button.svg" alt="Deploy to Render" height="40"></a>
         <a href="https://railway.com/deploy/RhvhdC?referralCode=7mRv9K&utm_medium=integration&utm_source=template&utm_campaign=generic"><img src="https://railway.com/button.svg" alt="Deploy on Railway" height="40"></a>
         <a href="https://console.aws.amazon.com/cloudshell/home" target="_blank" rel="nofollow"><img src="./.github/deploy-on-aws.png" alt="Deploy on AWS" height="40"></a>
-        <a href="https://ssh.cloud.google.com/cloudshell/editor?cloudshell_git_repo=https%3A%2F%2Fgithub.com%2FBerriAI%2Flitellm&cloudshell_workspace=terraform%2Flitellm%2Fgcp%2Fexamples%2Fdefault&cloudshell_tutorial=TUTORIAL.md&cloudshell_image=gcr.io/ds-artifacts-cloudshell/deploystack_custom_image&shellonly=true" target="_blank" rel="nofollow"><img src="./.github/deploy-on-gcp.png" alt="Deploy on GCP" height="40"></a>
+        <a href="https://ssh.cloud.google.com/cloudshell/editor?cloudshell_git_repo=https%3A%2F%2Fgithub.com%2FBerriAI%2Fterraform-google-litellm&cloudshell_git_branch=v1.105.0&cloudshell_workspace=examples%2Fdefault&cloudshell_tutorial=TUTORIAL.md&cloudshell_image=gcr.io/ds-artifacts-cloudshell/deploystack_custom_image&shellonly=true" target="_blank" rel="nofollow"><img src="./.github/deploy-on-gcp.png" alt="Deploy on GCP" height="40"></a>
         </p>
     </p>
 <h4 align="center"><a href="https://docs.litellm.ai/docs/simple_proxy" target="_blank">LiteLLM Proxy Server (AI Gateway)</a> | <a href="https://docs.litellm.ai/docs/enterprise#hosted-litellm-proxy" target="_blank"> Hosted Proxy</a> | <a href="https://litellm.ai/enterprise"target="_blank">Enterprise Tier</a> | <a href="https://www.litellm.ai/ai-gateway" target="_blank">Website</a></h4>
@@ -527,9 +527,9 @@ Provider API keys live in AWS Secrets Manager; reference ARNs via `gateway_extra
 
 #### GCP — Cloud Run + Cloud SQL + Memorystore + HTTPS LB
 
-[![Open in Cloud Shell](https://gstatic.com/cloudssh/images/open-btn.png)](https://ssh.cloud.google.com/cloudshell/editor?cloudshell_git_repo=https%3A%2F%2Fgithub.com%2FBerriAI%2Flitellm&cloudshell_workspace=terraform%2Flitellm%2Fgcp%2Fexamples%2Fdefault&cloudshell_tutorial=TUTORIAL.md&cloudshell_image=gcr.io/ds-artifacts-cloudshell/deploystack_custom_image&shellonly=true)
+[![Open in Cloud Shell](https://gstatic.com/cloudssh/images/open-btn.png)](https://ssh.cloud.google.com/cloudshell/editor?cloudshell_git_repo=https%3A%2F%2Fgithub.com%2FBerriAI%2Fterraform-google-litellm&cloudshell_git_branch=v1.105.0&cloudshell_workspace=examples%2Fdefault&cloudshell_tutorial=TUTORIAL.md&cloudshell_image=gcr.io/ds-artifacts-cloudshell/deploystack_custom_image&shellonly=true)
 
-Real 1-click. Opens Cloud Shell, clones this repo, and walks you through `terraform apply` via a built-in [DeployStack tutorial](./terraform/litellm/gcp/examples/default/TUTORIAL.md) — pick the project, the tutorial sets up the Artifact Registry remote repo, writes `terraform.tfvars` from your answers, and runs apply.
+Real 1-click. Opens Cloud Shell, clones the [terraform-google-litellm](https://github.com/BerriAI/terraform-google-litellm) module mirror at the latest stable release (a small download instead of the full litellm repo), and walks you through `terraform apply` via a built-in [DeployStack tutorial](./terraform/litellm/gcp/examples/default/TUTORIAL.md). Pick the project, the tutorial sets up the Artifact Registry remote repo, writes `terraform.tfvars` from your answers, and runs apply
 
 [Module page →](https://registry.terraform.io/modules/BerriAI/litellm/google/latest)
 
diff --git a/terraform/litellm/gcp/README.md b/terraform/litellm/gcp/README.md
index 4b2f576adc1..c90af26ebf2 100644
--- a/terraform/litellm/gcp/README.md
+++ b/terraform/litellm/gcp/README.md
@@ -1,6 +1,6 @@
 # LiteLLM on GCP (Cloud Run)
 
-[![Open in Cloud Shell](https://gstatic.com/cloudssh/images/open-btn.svg)](https://ssh.cloud.google.com/cloudshell/editor?cloudshell_git_repo=https%3A%2F%2Fgithub.com%2FBerriAI%2Flitellm&cloudshell_workspace=terraform%2Flitellm%2Fgcp%2Fexamples%2Fdefault&cloudshell_tutorial=TUTORIAL.md&cloudshell_image=gcr.io/ds-artifacts-cloudshell/deploystack_custom_image&shellonly=true)
+[![Open in Cloud Shell](https://gstatic.com/cloudssh/images/open-btn.svg)](https://ssh.cloud.google.com/cloudshell/editor?cloudshell_git_repo=https%3A%2F%2Fgithub.com%2FBerriAI%2Fterraform-google-litellm&cloudshell_git_branch=v1.105.0&cloudshell_workspace=examples%2Fdefault&cloudshell_tutorial=TUTORIAL.md&cloudshell_image=gcr.io/ds-artifacts-cloudshell/deploystack_custom_image&shellonly=true)
 
 The button above opens the [DeployStack](https://github.com/GoogleCloudPlatform/deploystack) installer in Cloud Shell, walks you through `TUTORIAL.md`, and runs `terraform apply` once you've answered the prompts. The rest of this README is the manual / advanced path.
 
diff --git a/terraform/litellm/gcp/examples/default/TUTORIAL.md b/terraform/litellm/gcp/examples/default/TUTORIAL.md
index 5c7144619d6..ec82feb739a 100644
--- a/terraform/litellm/gcp/examples/default/TUTORIAL.md
+++ b/terraform/litellm/gcp/examples/default/TUTORIAL.md
@@ -58,7 +58,7 @@ Skip this step entirely for a trial deploy.
 
 ## Run the installer
 
-DeployStack will prompt for project, region, tenant, env, image tag, `image_registry`, and TLS posture, then run `terraform apply`. Open `<walkthrough-editor-open-file filePath="terraform/litellm/gcp/examples/default/deploystack.json">deploystack.json</walkthrough-editor-open-file>` if you want to see the prompt definitions first.
+DeployStack will prompt for project, region, tenant, env, image tag, `image_registry`, and TLS posture, then run `terraform apply`. Open `<walkthrough-editor-open-file filePath="examples/default/deploystack.json">deploystack.json</walkthrough-editor-open-file>` if you want to see the prompt definitions first.
 
 ```bash
 deploystack install
@@ -131,4 +131,4 @@ deploystack uninstall
 
 <walkthrough-conclusion-trophy></walkthrough-conclusion-trophy>
 
-Full configuration reference is in `<walkthrough-editor-open-file filePath="terraform/litellm/gcp/README.md">README.md</walkthrough-editor-open-file>`, and every input variable on the underlying module lives in `<walkthrough-editor-open-file filePath="terraform/litellm/gcp/variables.tf">variables.tf</walkthrough-editor-open-file>`.
+Full configuration reference is in `<walkthrough-editor-open-file filePath="README.md">README.md</walkthrough-editor-open-file>`, and every input variable on the underlying module lives in `<walkthrough-editor-open-file filePath="variables.tf">variables.tf</walkthrough-editor-open-file>`.