From 3af818f00f92a423625141f16edbd259e588661d Mon Sep 17 00:00:00 2001
From: Jordan <jordan@nops.io>
Date: Thu, 15 Oct 2026 17:06:55 -0400
Subject: [PATCH 1/2] feat(otel): add nOps preset for OpenTelemetry v2

---
 litellm/__init__.py                           |   1 +
 litellm/integrations/callback_configs.json    |  21 +
 litellm/integrations/otel/model/config.py     |   1 +
 litellm/integrations/otel/presets/__init__.py |   3 +
 litellm/integrations/otel/presets/nops.py     |  48 ++
 .../custom_logger_registry.py                 |   1 +
 litellm/litellm_core_utils/litellm_logging.py |  37 ++
 .../_experimental/out/assets/logos/nops.png   | Bin 0 -> 33315 bytes
 litellm/proxy/_types.py                       |   6 +
 .../health_endpoints/_health_endpoints.py     |   1 +
 .../observability/test_nops_delivery.py       | 516 ++++++++++++++++++
 .../integrations/otel/test_otel_v2_presets.py |  49 ++
 .../test_litellm_logging.py                   | 131 +++++
 .../public/assets/logos/nops.png              | Bin 0 -> 33315 bytes
 .../src/components/callback_info_helpers.tsx  |  12 +
 ui/litellm-dashboard/src/lib/http/schema.d.ts |   2 +-
 16 files changed, 828 insertions(+), 1 deletion(-)
 create mode 100644 litellm/integrations/otel/presets/nops.py
 create mode 100644 litellm/proxy/_experimental/out/assets/logos/nops.png
 create mode 100644 tests/integration/observability/test_nops_delivery.py
 create mode 100644 ui/litellm-dashboard/public/assets/logos/nops.png

diff --git a/litellm/__init__.py b/litellm/__init__.py
index 0fe3d091c2a..6ab5a4b43fc 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -156,6 +156,7 @@ _custom_logger_compatible_callbacks_literal = Literal[
     "compression_interception",
     "newrelic",
     "signoz",
+    "nops",
 ]
 cold_storage_custom_logger: Optional[_custom_logger_compatible_callbacks_literal] = None
 logged_real_time_event_types: Optional[Union[List[str], Literal["*"]]] = None
diff --git a/litellm/integrations/callback_configs.json b/litellm/integrations/callback_configs.json
index 38928f67f42..4ccb506dfca 100644
--- a/litellm/integrations/callback_configs.json
+++ b/litellm/integrations/callback_configs.json
@@ -330,6 +330,27 @@
     },
     "description": "New Relic AI Monitoring Integration"
   },
+  {
+    "id": "nops",
+    "displayName": "nOps",
+    "logo": "nops.png",
+    "supports_key_team_logging": false,
+    "dynamic_params": {
+      "NOPS_API_KEY": {
+        "type": "password",
+        "ui_name": "API Key",
+        "description": "nOps API key with the telemetry:write permission (Inform + Operate plan)",
+        "required": true
+      },
+      "NOPS_OTEL_ENDPOINT": {
+        "type": "text",
+        "ui_name": "OTel Endpoint",
+        "description": "nOps OTLP endpoint. Leave blank to use https://api.nops.io/otel",
+        "required": false
+      }
+    },
+    "description": "nOps Logging Integration - sends LiteLLM traces (cost, tokens, model, team) to nOps"
+  },
   {
     "id": "openmeter",
     "displayName": "OpenMeter",
diff --git a/litellm/integrations/otel/model/config.py b/litellm/integrations/otel/model/config.py
index cca12b885c1..a13e9bb6f22 100644
--- a/litellm/integrations/otel/model/config.py
+++ b/litellm/integrations/otel/model/config.py
@@ -44,6 +44,7 @@ class ExporterOwner(str, Enum):
     AGENTOPS = "agentops"
     NEWRELIC = "newrelic"
     SIGNOZ = "signoz"
+    NOPS = "nops"
 
 
 class _OTelV2Flag(BaseSettings):
diff --git a/litellm/integrations/otel/presets/__init__.py b/litellm/integrations/otel/presets/__init__.py
index 7c891c29409..ed6b07203bd 100644
--- a/litellm/integrations/otel/presets/__init__.py
+++ b/litellm/integrations/otel/presets/__init__.py
@@ -26,6 +26,7 @@ from litellm.integrations.otel.presets.newrelic import (
     newrelic_dynamic_headers,
     newrelic_preset,
 )
+from litellm.integrations.otel.presets.nops import nops_preset
 from litellm.integrations.otel.presets.phoenix import (
     phoenix_preset,
     phoenix_project_headers,
@@ -49,6 +50,7 @@ PRESET_BY_CALLBACK: Final[Mapping[str, Preset]] = MappingProxyType(
         "langtrace": langtrace_preset,
         "levo": levo_preset,
         "newrelic": newrelic_preset,
+        "nops": nops_preset,
         "signoz": signoz_preset,
         "weave_otel": weave_preset,
     }
@@ -159,6 +161,7 @@ __all__ = [
     "langtrace_preset",
     "levo_preset",
     "newrelic_preset",
+    "nops_preset",
     "phoenix_preset",
     "project_routing_headers",
     "signoz_preset",
diff --git a/litellm/integrations/otel/presets/nops.py b/litellm/integrations/otel/presets/nops.py
new file mode 100644
index 00000000000..2f351cabdda
--- /dev/null
+++ b/litellm/integrations/otel/presets/nops.py
@@ -0,0 +1,48 @@
+from types import MappingProxyType
+from typing import Final
+
+from pydantic import Field
+from pydantic_settings import BaseSettings, SettingsConfigDict
+
+from litellm.integrations.otel.model.config import (
+    ExporterOwner,
+    ExporterSpec,
+    OpenTelemetryV2Config,
+)
+from litellm.integrations.otel.presets.utils import ensure_mappers
+
+NOPS_API_KEY_ENV: Final = "NOPS_API_KEY"
+NOPS_OTEL_ENDPOINT_ENV: Final = "NOPS_OTEL_ENDPOINT"
+NOPS_DEFAULT_OTEL_ENDPOINT: Final = "https://api.nops.io/otel"
+
+
+class _NopsSettings(BaseSettings):
+    model_config = SettingsConfigDict(case_sensitive=False, extra="ignore", frozen=True)
+
+    endpoint: str | None = Field(default=None, validation_alias=NOPS_OTEL_ENDPOINT_ENV)
+    api_key: str | None = Field(default=None, validation_alias=NOPS_API_KEY_ENV)
+
+
+def nops_preset(
+    *,
+    config_overrides: OpenTelemetryV2Config | None = None,
+    allow_missing_credentials: bool = False,
+) -> OpenTelemetryV2Config:
+    settings: Final = _NopsSettings()
+    base: Final = config_overrides or OpenTelemetryV2Config()
+    key: Final = settings.api_key
+    spec: Final = ExporterSpec(
+        kind="otlp_http",
+        endpoint=settings.endpoint or NOPS_DEFAULT_OTEL_ENDPOINT,
+        headers=(f"Authorization=Bearer {key}" if key else None),
+        owner=ExporterOwner.NOPS,
+        requires_headers=True,
+    )
+    return base.model_copy(
+        update=MappingProxyType(
+            {
+                "exporters": (*base.exporters, spec),
+                "mapper_names": ensure_mappers(base.mapper_names, "genai"),
+            }
+        )
+    )
diff --git a/litellm/litellm_core_utils/custom_logger_registry.py b/litellm/litellm_core_utils/custom_logger_registry.py
index 74badc2c8c1..c20d77e3e0d 100644
--- a/litellm/litellm_core_utils/custom_logger_registry.py
+++ b/litellm/litellm_core_utils/custom_logger_registry.py
@@ -97,6 +97,7 @@ class CustomLoggerRegistry:
         "weave_otel": OpenTelemetry,
         "levo": OpenTelemetry,
         "signoz": OpenTelemetry,
+        "nops": OpenTelemetry,
         "mlflow": MlflowLogger,
         "langfuse": LangfusePromptManagement,
         "otel": OpenTelemetry,
diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py
index e2eed3cf6d5..781e3c53091 100644
--- a/litellm/litellm_core_utils/litellm_logging.py
+++ b/litellm/litellm_core_utils/litellm_logging.py
@@ -5484,6 +5484,43 @@ def build_custom_logger_compatible_class(
         _in_memory_loggers.append(_signoz_logger)
         return _signoz_logger
 
+    elif logging_integration == "nops":
+        from litellm.integrations.otel.presets.nops import (
+            NOPS_API_KEY_ENV,
+            NOPS_DEFAULT_OTEL_ENDPOINT,
+            NOPS_OTEL_ENDPOINT_ENV,
+        )
+
+        _nops_key: Final = os.getenv(NOPS_API_KEY_ENV)
+        if not _nops_key:
+            raise ValueError(f"{NOPS_API_KEY_ENV} not found in environment variables")
+
+        _nops_v2: Final = _maybe_construct_otel_v2("nops", _in_memory_loggers)
+        if _nops_v2 is not None:
+            return _nops_v2
+
+        from litellm.integrations.opentelemetry import (
+            CAPTURE_MODE_NO_CONTENT,
+            OpenTelemetry,
+            OpenTelemetryConfig,
+        )
+
+        _nops_base: Final = (os.getenv(NOPS_OTEL_ENDPOINT_ENV) or NOPS_DEFAULT_OTEL_ENDPOINT).rstrip("/")
+        _nops_config: Final = OpenTelemetryConfig(
+            exporter="otlp_http",
+            endpoint=(_nops_base if _nops_base.endswith("/v1/traces") else f"{_nops_base}/v1/traces"),
+            headers=f"Authorization=Bearer {_nops_key}",
+            capture_message_content=(
+                os.getenv("OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT") or CAPTURE_MODE_NO_CONTENT
+            ),
+        )
+        for callback in _in_memory_loggers:
+            if isinstance(callback, OpenTelemetry) and callback.callback_name == "nops":
+                return callback
+        _nops_logger: Final = OpenTelemetry(config=_nops_config, callback_name="nops")
+        _in_memory_loggers.append(_nops_logger)
+        return _nops_logger
+
     elif logging_integration == "mlflow":
         for callback in _in_memory_loggers:
             if isinstance(callback, MlflowLogger):
diff --git a/litellm/proxy/_experimental/out/assets/logos/nops.png b/litellm/proxy/_experimental/out/assets/logos/nops.png
new file mode 100644
index 0000000000000000000000000000000000000000..3aa8e0a6b31543aa8980cdaf58325f6df0793989
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HcmV?d00001

diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 523f478d771..38679d807ea 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -3627,6 +3627,12 @@ class AllCallbacks(LiteLLMPydanticObjectBase):
         ],
     )
 
+    nops: CallbackOnUI = CallbackOnUI(
+        litellm_callback_name="nops",
+        ui_callback_name="nOps",
+        litellm_callback_params=("NOPS_API_KEY", "NOPS_OTEL_ENDPOINT"),
+    )
+
     pointfive: CallbackOnUI = CallbackOnUI(
         litellm_callback_name="pointfive",
         ui_callback_name="PointFive",
diff --git a/litellm/proxy/health_endpoints/_health_endpoints.py b/litellm/proxy/health_endpoints/_health_endpoints.py
index 1e7f67392e1..fff302b95ee 100644
--- a/litellm/proxy/health_endpoints/_health_endpoints.py
+++ b/litellm/proxy/health_endpoints/_health_endpoints.py
@@ -269,6 +269,7 @@ services = (
         "arize",
         "galileo",
         "newrelic",
+        "nops",
         "pointfive",
         "signoz",
         "sqs",
diff --git a/tests/integration/observability/test_nops_delivery.py b/tests/integration/observability/test_nops_delivery.py
new file mode 100644
index 00000000000..ecd8adc263c
--- /dev/null
+++ b/tests/integration/observability/test_nops_delivery.py
@@ -0,0 +1,516 @@
+import asyncio
+import base64
+import json
+import re
+import threading
+import uuid
+from collections import deque
+from collections.abc import Iterator, Mapping, Sequence
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Final
+
+import anthropic
+import httpx
+import openai
+import pytest
+import yaml
+from integration._support.client import Gateway, eventually, gateway_from_environment, object_value, string_value
+from integration._support.database import read_rows
+from integration._support.process import OwnedProxy, owned_proxy_process
+from integration._support.wire import Reply, Request, Wire, wire_server
+from opentelemetry.proto.collector.trace.v1.trace_service_pb2 import ExportTraceServiceRequest
+from opentelemetry.proto.common.v1.common_pb2 import AnyValue
+from pydantic import JsonValue, TypeAdapter
+
+MARKER: Final = re.compile(rb"nops-[0-9a-f]{32}")
+JSON: Final[TypeAdapter[JsonValue]] = TypeAdapter(JsonValue)
+RESPONSE_ID: Final = "gen_ai.response.id"
+REPLY_TEXT: Final = "nops upstream reply text"
+OPERATOR_KEY: Final = "nops-operator-" + uuid.uuid4().hex
+
+
+def _marker() -> str:
+    return "nops-" + uuid.uuid4().hex
+
+
+def _chat_reply(identity: str, stream: bool) -> Reply:
+    if not stream:
+        return Reply(
+            body=json.dumps(
+                {
+                    "id": identity,
+                    "object": "chat.completion",
+                    "created": 1,
+                    "model": "gpt-4o-mini",
+                    "choices": [
+                        {"index": 0, "message": {"role": "assistant", "content": REPLY_TEXT}, "finish_reason": "stop"}
+                    ],
+                    "usage": {"prompt_tokens": 7, "completion_tokens": 2, "total_tokens": 9},
+                }
+            ).encode()
+        )
+    chunk: Final = {"id": identity, "object": "chat.completion.chunk", "created": 1, "model": "gpt-4o-mini"}
+    return Reply(
+        content_type="text/event-stream",
+        chunks=(
+            b"data: "
+            + json.dumps(
+                {**chunk, "choices": [{"index": 0, "delta": {"role": "assistant", "content": REPLY_TEXT}}]}
+            ).encode()
+            + b"\n\n",
+            b"data: "
+            + json.dumps({**chunk, "choices": [{"index": 0, "delta": {}, "finish_reason": "stop"}]}).encode()
+            + b"\n\n",
+            b"data: "
+            + json.dumps(
+                {**chunk, "choices": [], "usage": {"prompt_tokens": 7, "completion_tokens": 2, "total_tokens": 9}}
+            ).encode()
+            + b"\n\n",
+            b"data: [DONE]\n\n",
+        ),
+    )
+
+
+def _responses_reply(identity: str) -> Reply:
+    return Reply(
+        body=json.dumps(
+            {
+                "id": identity,
+                "object": "response",
+                "created_at": 1,
+                "status": "completed",
+                "model": "gpt-4o-mini",
+                "output": [
+                    {
+                        "id": "msg_" + identity,
+                        "type": "message",
+                        "role": "assistant",
+                        "status": "completed",
+                        "content": [{"type": "output_text", "text": REPLY_TEXT, "annotations": []}],
+                    }
+                ],
+                "usage": {"input_tokens": 7, "output_tokens": 2, "total_tokens": 9},
+            }
+        ).encode()
+    )
+
+
+def _upstream(request: Request) -> Reply:
+    found: Final = MARKER.search(request.body)
+    if found is None:
+        return Reply(status=404, body=b'{"error":"no marker"}')
+    marker: Final = found.group(0).decode()
+    if request.target.endswith("/responses"):
+        return _responses_reply(f"resp_{marker}")
+    stream: Final = object_value(JSON.validate_json(request.body)).get("stream") is True
+    return _chat_reply(f"chatcmpl-{marker}", stream)
+
+
+def _decoded_responses_id(identity: str) -> str:
+    try:
+        return base64.b64decode(identity.removeprefix("resp_").encode()).decode()
+    except (ValueError, UnicodeDecodeError):
+        return identity
+
+
+def _canonical_id(identity: str) -> str:
+    return _decoded_responses_id(identity).rpartition("response_id:")[2]
+
+
+def _text_at(payload: JsonValue, *path: str) -> str:
+    if not path:
+        return string_value(payload)
+    return _text_at(object_value(payload)[path[0]], *path[1:])
+
+
+def _body_id(response: httpx.Response) -> str:
+    return _text_at(JSON.validate_json(response.content), "id")
+
+
+@dataclass(frozen=True, slots=True)
+class Span:
+    target: str
+    authorization: str | None
+    attributes: Mapping[str, str]
+
+
+def _attribute_text(value: AnyValue) -> str:
+    match value.WhichOneof("value"):
+        case "string_value":
+            return value.string_value
+        case "int_value":
+            return str(value.int_value)
+        case "double_value":
+            return str(value.double_value)
+        case "bool_value":
+            return str(value.bool_value)
+        case _:
+            return ""
+
+
+@dataclass(frozen=True, slots=True)
+class Collector:
+    wire: Wire
+    rejection: threading.Event
+    missing: threading.Event
+    accepted: Sequence[Request]
+    refused: Sequence[Request]
+    guard: threading.Lock
+
+    def refused_batch_carrying(self, response_id: str) -> Request:
+        def carrying() -> tuple[Request, ...]:
+            with self.guard:
+                return tuple(batch for batch in self.refused if response_id.encode() in batch.body)
+
+        return eventually(carrying, lambda found: len(found) >= 1, seconds=30)[0]
+
+    def bodies(self) -> tuple[bytes, ...]:
+        with self.guard:
+            return tuple(batch.body for batch in self.accepted)
+
+    def spans(self) -> tuple[Span, ...]:
+        with self.guard:
+            batches: Final = tuple(batch for batch in self.accepted if batch.target.endswith("/v1/traces"))
+        return tuple(
+            Span(
+                batch.target,
+                batch.headers.get("authorization"),
+                {attribute.key: _attribute_text(attribute.value) for attribute in span.attributes},
+            )
+            for batch in batches
+            for resource in ExportTraceServiceRequest.FromString(batch.body).resource_spans
+            for scope in resource.scope_spans
+            for span in scope.spans
+        )
+
+    def spans_for(self, response_id: str) -> tuple[Span, ...]:
+        return tuple(
+            span
+            for span in self.spans()
+            if RESPONSE_ID in span.attributes
+            and _canonical_id(span.attributes[RESPONSE_ID]) == _canonical_id(response_id)
+        )
+
+    def single_span(self, response_id: str) -> Span:
+        found: Final = eventually(
+            lambda: self.spans_for(response_id), lambda spans: len(spans) == 1, seconds=30, return_last_on_timeout=True
+        )
+        assert len(found) == 1, f"{len(found)} spans for {response_id} at the sink"
+        return found[0]
+
+    def landed(self, response_ids: Sequence[str]) -> dict[str, int]:
+        spans: Final = self.spans()
+        return {
+            _canonical_id(identity): sum(
+                1
+                for span in spans
+                if RESPONSE_ID in span.attributes
+                and _canonical_id(span.attributes[RESPONSE_ID]) == _canonical_id(identity)
+            )
+            for identity in response_ids
+        }
+
+
+@pytest.fixture(scope="session")
+def sink() -> Iterator[Collector]:
+    rejection: Final = threading.Event()
+    missing: Final = threading.Event()
+    accepted: Final[deque[Request]] = deque()  # mutable-ok: the sink thread records each accepted batch as it arrives
+    refused: Final[deque[Request]] = deque()  # mutable-ok: the sink thread records each refused batch as it arrives
+    guard: Final = threading.Lock()
+
+    def refuse(request: Request, status: int, body: bytes) -> Reply:
+        with guard:
+            refused.append(request)
+        return Reply(status=status, body=body)
+
+    def receive(request: Request) -> Reply:
+        if rejection.is_set():
+            return refuse(request, 403, b'{"error":"forbidden"}')
+        if missing.is_set():
+            return refuse(request, 404, b'{"error":"not found"}')
+        with guard:
+            accepted.append(request)
+        return Reply()
+
+    with wire_server(receive) as wire:
+        yield Collector(wire, rejection, missing, accepted, refused, guard)
+
+
+@pytest.fixture(scope="session")
+def provider() -> Iterator[Wire]:
+    with wire_server(_upstream) as wire:
+        yield wire
+
+
+@dataclass(frozen=True, slots=True)
+class Rig:
+    proxy: Gateway
+    process: OwnedProxy
+    model: str
+    upstream: Wire
+    sink: Collector
+
+    def openai_client(self) -> openai.OpenAI:
+        return openai.OpenAI(base_url=str(self.proxy.client.base_url) + "/v1", api_key=self.proxy.key, max_retries=0)
+
+    def async_openai_client(self) -> openai.AsyncOpenAI:
+        return openai.AsyncOpenAI(
+            base_url=str(self.proxy.client.base_url) + "/v1", api_key=self.proxy.key, max_retries=0
+        )
+
+    def anthropic_client(self) -> anthropic.Anthropic:
+        return anthropic.Anthropic(base_url=str(self.proxy.client.base_url), api_key=self.proxy.key, max_retries=0)
+
+    def chat(self, content: str) -> httpx.Response:
+        return self.proxy.request(
+            "POST",
+            "/v1/chat/completions",
+            {"model": self.model, "messages": [{"role": "user", "content": content}], "cache": {"no-cache": True}},
+        )
+
+    def upstream_bodies(self, marker: str) -> tuple[dict[str, JsonValue], ...]:
+        return tuple(
+            object_value(JSON.validate_json(request.body))
+            for request in self.upstream.drain()
+            if marker.encode() in request.body
+        )
+
+    def spend_rows(self, response_id: str) -> tuple[dict[str, JsonValue], ...]:
+        return tuple(
+            eventually(
+                lambda: read_rows(
+                    'SELECT request_id, spend FROM "LiteLLM_SpendLogs" WHERE request_id=%s', (response_id,)
+                ),
+                lambda values: len(values) == 1,
+                seconds=70,
+            )
+        )
+
+
+@dataclass(frozen=True, slots=True)
+class RigFactory:
+    provider: Wire
+    sink: Collector
+    directory: Path
+    otel_v2: bool
+    endpoint: str
+    api_key: str | None = OPERATOR_KEY
+
+    def config_path(self) -> Path:
+        loaded: Final = object_value(
+            JSON.validate_python(yaml.safe_load(Path("tests/integration/proxy_config.yaml").read_text()))
+        )
+        config: Final = {
+            **loaded,
+            "litellm_settings": {**object_value(loaded["litellm_settings"]), "callbacks": ["nops"]},
+        }
+        path: Final = self.directory / f"nops-{uuid.uuid4().hex}.yaml"
+        path.write_text(yaml.safe_dump(config))
+        return path
+
+    def overrides(self) -> dict[str, str]:
+        return {
+            "LITELLM_OTEL_V2": "1" if self.otel_v2 else "0",
+            "OTEL_BSP_SCHEDULE_DELAY": "300",
+            "NOPS_OTEL_ENDPOINT": self.endpoint,
+            **({"NOPS_API_KEY": self.api_key} if self.api_key is not None else {}),
+        }
+
+    def start(self) -> Iterator[Rig]:
+        with (
+            gateway_from_environment() as gateway,
+            owned_proxy_process(
+                gateway,
+                self.directory,
+                self.overrides(),
+                config=self.config_path(),
+                remove_environment=(
+                    "NOPS_API_KEY",
+                    "NOPS_OTEL_ENDPOINT",
+                    "OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT",
+                ),
+                workers=2,
+            ) as owned,
+            owned.gateway.scenario() as scenario,
+        ):
+            model: Final = scenario.model(api_base=self.provider.url + "/v1")
+            yield Rig(owned.gateway, owned, model, self.provider, self.sink)
+
+
+@pytest.fixture(scope="session")
+def rig(provider: Wire, sink: Collector, tmp_path_factory: pytest.TempPathFactory) -> Iterator[Rig]:
+    yield from RigFactory(provider, sink, tmp_path_factory.mktemp("nops"), False, sink.wire.url).start()
+
+
+@pytest.fixture(scope="session")
+def v2_rig(provider: Wire, sink: Collector, tmp_path_factory: pytest.TempPathFactory) -> Iterator[Rig]:
+    yield from RigFactory(provider, sink, tmp_path_factory.mktemp("nops-v2"), True, sink.wire.url).start()
+
+
+def _assert_bearer_span(rig: Rig, response_id: str, marker: str) -> Span:
+    span: Final = rig.sink.single_span(response_id)
+    assert span.target == "/v1/traces", span
+    assert span.authorization == f"Bearer {OPERATOR_KEY}", span
+    bodies: Final = rig.upstream_bodies(marker)
+    assert len(bodies) == 1, bodies
+    assert OPERATOR_KEY not in json.dumps(bodies[0]), bodies[0]
+    return span
+
+
+def test_nops_is_registered_as_an_opentelemetry_callback(rig: Rig) -> None:
+    listed: Final = rig.proxy.request("GET", "/active/callbacks")
+    assert listed.status_code == 200, listed.text
+    assert "OpenTelemetry" in json.dumps(listed.json()), listed.text
+    assert "NOPS_API_KEY not found" not in rig.process.log.read_text()
+
+
+def test_chat_completion_sdk_span_lands_at_the_sink_with_the_bearer_key(rig: Rig) -> None:
+    marker: Final = _marker()
+    completion: Final = rig.openai_client().chat.completions.create(
+        model=rig.model, messages=[{"role": "user", "content": marker}]
+    )
+    assert completion.id == f"chatcmpl-{marker}"
+    span: Final = _assert_bearer_span(rig, completion.id, marker)
+    assert span.attributes.get("gen_ai.request.model") or span.attributes.get("llm.request.model"), span
+    rows: Final = rig.spend_rows(completion.id)
+    assert rows[0]["request_id"] == completion.id, rows
+
+
+def test_chat_stream_async_sdk_span_lands_once_after_the_stream_is_consumed(rig: Rig) -> None:
+    marker: Final = _marker()
+
+    async def consume() -> frozenset[str]:
+        stream: Final = await rig.async_openai_client().chat.completions.create(
+            model=rig.model, messages=[{"role": "user", "content": marker}], stream=True
+        )
+        return frozenset([chunk.id async for chunk in stream])
+
+    identities: Final = asyncio.run(consume())
+    assert identities == {f"chatcmpl-{marker}"}, identities
+    _assert_bearer_span(rig, f"chatcmpl-{marker}", marker)
+
+
+def test_messages_sdk_span_lands_at_the_sink_with_the_bearer_key(rig: Rig) -> None:
+    marker: Final = _marker()
+    message: Final = rig.anthropic_client().messages.create(
+        model=rig.model, max_tokens=16, messages=[{"role": "user", "content": marker}]
+    )
+    _assert_bearer_span(rig, message.id, marker)
+
+
+def test_responses_sdk_span_lands_at_the_sink_with_the_bearer_key(rig: Rig) -> None:
+    marker: Final = _marker()
+    response: Final = rig.openai_client().responses.create(model=rig.model, input=marker)
+    _assert_bearer_span(rig, response.id, marker)
+
+
+def test_v2_flag_on_still_delivers_the_span_with_the_bearer_key(v2_rig: Rig) -> None:
+    marker: Final = _marker()
+    response: Final = v2_rig.chat(marker)
+    assert response.status_code == 200, response.text
+    _assert_bearer_span(v2_rig, _body_id(response), marker)
+
+
+def _assert_span_without_content(rig: Rig) -> None:
+    marker: Final = _marker()
+    prompt: Final = "prompt-" + uuid.uuid4().hex
+    response: Final = rig.chat(f"{marker} {prompt}")
+    assert response.status_code == 200, response.text
+    span: Final = rig.sink.single_span(_body_id(response))
+    assert "gen_ai.input.messages" not in span.attributes, span
+    assert "gen_ai.output.messages" not in span.attributes, span
+    bodies: Final = rig.sink.bodies()
+    assert not any(prompt.encode() in body for body in bodies)
+    assert not any(REPLY_TEXT.encode() in body for body in bodies)
+
+
+def test_legacy_span_carries_no_prompt_or_response_content_by_default(rig: Rig) -> None:
+    _assert_span_without_content(rig)
+
+
+def test_v2_span_carries_no_prompt_or_response_content_by_default(v2_rig: Rig) -> None:
+    _assert_span_without_content(v2_rig)
+
+
+def test_endpoint_already_ending_in_v1_traces_is_not_doubled(
+    provider: Wire, sink: Collector, tmp_path_factory: pytest.TempPathFactory
+) -> None:
+    factory: Final = RigFactory(
+        provider, sink, tmp_path_factory.mktemp("nops-suffixed"), False, sink.wire.url + "/v1/traces"
+    )
+    suffixed: Final = next(started := factory.start())
+    marker: Final = _marker()
+    response: Final = suffixed.chat(marker)
+    assert response.status_code == 200, response.text
+    span: Final = suffixed.sink.single_span(_body_id(response))
+    assert span.target == "/v1/traces", span
+    assert tuple(started) == ()
+
+
+def test_three_identical_requests_produce_one_span_each(rig: Rig) -> None:
+    markers: Final = tuple(_marker() for _ in range(3))
+    responses: Final = tuple(rig.chat(marker) for marker in markers)
+    assert all(response.status_code == 200 for response in responses), [response.text for response in responses]
+    identities: Final = tuple(_body_id(response) for response in responses)
+    landed: Final = eventually(
+        lambda: rig.sink.landed(identities), lambda seen: all(count >= 1 for count in seen.values()), seconds=30
+    )
+    assert landed == {identity: 1 for identity in identities}, landed
+    assert rig.sink.landed(identities) == landed
+
+
+def test_health_services_accepts_nops(rig: Rig) -> None:
+    response: Final = rig.proxy.request("GET", "/health/services", params={"service": "nops"})
+    assert response.status_code == 200, response.text
+    assert "nops" in _text_at(JSON.validate_json(response.content), "message"), response.text
+
+
+def test_sink_answering_403_drops_those_spans_and_later_spans_still_land(rig: Rig) -> None:
+    rig.sink.rejection.set()
+    try:
+        rejected: Final = rig.chat(_marker())
+        assert rejected.status_code == 200, rejected.text
+        rig.sink.refused_batch_carrying(_body_id(rejected))
+    finally:
+        rig.sink.rejection.clear()
+    later: Final = rig.chat(_marker())
+    assert later.status_code == 200, later.text
+    rig.sink.single_span(_body_id(later))
+    assert rig.sink.landed((_body_id(rejected),)) == {_body_id(rejected): 0}
+
+
+def test_sink_answering_404_drops_those_spans_and_later_spans_still_land(rig: Rig) -> None:
+    rig.sink.missing.set()
+    try:
+        dropped: Final = rig.chat(_marker())
+        assert dropped.status_code == 200, dropped.text
+        rig.sink.refused_batch_carrying(_body_id(dropped))
+    finally:
+        rig.sink.missing.clear()
+    later: Final = rig.chat(_marker())
+    assert later.status_code == 200, later.text
+    rig.sink.single_span(_body_id(later))
+    assert rig.sink.landed((_body_id(dropped),)) == {_body_id(dropped): 0}
+
+
+@pytest.mark.parametrize("api_key", [None, ""], ids=["unset", "empty"])
+def test_missing_api_key_fails_loudly_at_boot(
+    provider: Wire, sink: Collector, tmp_path_factory: pytest.TempPathFactory, api_key: str | None
+) -> None:
+    factory: Final = RigFactory(provider, sink, tmp_path_factory.mktemp("nops-nokey"), False, sink.wire.url, api_key)
+    started: Final = factory.start()
+    broken: Final = next(started)
+    try:
+        response: Final = broken.chat(_marker())
+        assert response.status_code == 200, response.text
+        eventually(
+            lambda: broken.process.log.read_text(),
+            lambda text: "NOPS_API_KEY not found in environment variables" in text,
+            seconds=30,
+        )
+        assert sink.landed((_body_id(response),)) == {_body_id(response): 0}
+    finally:
+        with pytest.raises(StopIteration):
+            next(started)
diff --git a/tests/unit/integrations/otel/test_otel_v2_presets.py b/tests/unit/integrations/otel/test_otel_v2_presets.py
index 64366626784..328f62b255b 100644
--- a/tests/unit/integrations/otel/test_otel_v2_presets.py
+++ b/tests/unit/integrations/otel/test_otel_v2_presets.py
@@ -2,6 +2,8 @@
 event loop: the preset does no network I/O, and a custom exporter mints the JWT
 lazily on its first export (in the BatchSpanProcessor worker thread)."""
 
+from typing import Final
+
 import httpx
 import pytest
 
@@ -278,3 +280,50 @@ def test_signoz_preset_accepts_the_factory_call_shape(monkeypatch):
 
     cfg = PRESET_BY_CALLBACK["signoz"](allow_missing_credentials=True)
     assert any(e.owner == ExporterOwner.SIGNOZ for e in cfg.exporters)
+
+
+@pytest.mark.parametrize("endpoint", [None, ""], ids=["unset", "empty"])
+def test_nops_preset_defaults_to_the_nops_endpoint_with_a_bearer_key(monkeypatch, endpoint):
+    monkeypatch.setenv("NOPS_API_KEY", "nops-env-key")
+    if endpoint is None:
+        monkeypatch.delenv("NOPS_OTEL_ENDPOINT", raising=False)
+    else:
+        monkeypatch.setenv("NOPS_OTEL_ENDPOINT", endpoint)
+    from litellm.integrations.otel.model.config import ExporterOwner
+    from litellm.integrations.otel.plumbing.providers import _exports_to_the_wire, _otlp_traces_endpoint
+    from litellm.integrations.otel.presets import PRESET_BY_CALLBACK
+
+    cfg: Final = PRESET_BY_CALLBACK["nops"](allow_missing_credentials=True)
+    spec: Final = next(e for e in cfg.exporters if e.owner == ExporterOwner.NOPS)
+    assert spec.kind == "otlp_http"
+    assert _otlp_traces_endpoint(spec.endpoint) == "https://api.nops.io/otel/v1/traces"
+    assert spec.headers == "Authorization=Bearer nops-env-key"
+    assert _exports_to_the_wire(spec) is True
+
+
+@pytest.mark.parametrize(
+    "endpoint",
+    ["http://clara.local:8080/otel", "http://clara.local:8080/otel/", "http://clara.local:8080/otel/v1/traces"],
+    ids=["base", "trailing-slash", "signal-path"],
+)
+def test_nops_preset_endpoint_override(monkeypatch, endpoint):
+    monkeypatch.setenv("NOPS_API_KEY", "nops-env-key")
+    monkeypatch.setenv("NOPS_OTEL_ENDPOINT", endpoint)
+    from litellm.integrations.otel.model.config import ExporterOwner
+    from litellm.integrations.otel.plumbing.providers import _otlp_traces_endpoint
+    from litellm.integrations.otel.presets.nops import nops_preset
+
+    spec: Final = next(e for e in nops_preset().exporters if e.owner == ExporterOwner.NOPS)
+    assert _otlp_traces_endpoint(spec.endpoint) == "http://clara.local:8080/otel/v1/traces"
+
+
+def test_nops_preset_without_key_skips_the_exporter(monkeypatch):
+    monkeypatch.delenv("NOPS_API_KEY", raising=False)
+    monkeypatch.delenv("NOPS_OTEL_ENDPOINT", raising=False)
+    from litellm.integrations.otel.model.config import ExporterOwner
+    from litellm.integrations.otel.plumbing.providers import _exports_to_the_wire
+    from litellm.integrations.otel.presets.nops import nops_preset
+
+    spec: Final = next(e for e in nops_preset().exporters if e.owner == ExporterOwner.NOPS)
+    assert spec.headers is None
+    assert _exports_to_the_wire(spec) is False
diff --git a/tests/unit/litellm_core_utils/test_litellm_logging.py b/tests/unit/litellm_core_utils/test_litellm_logging.py
index 9d651b4ae3e..012d0d5ebcb 100644
--- a/tests/unit/litellm_core_utils/test_litellm_logging.py
+++ b/tests/unit/litellm_core_utils/test_litellm_logging.py
@@ -11095,6 +11095,137 @@ def test_uncached_price_keeps_an_earlier_price_failure(pr44187_priced_model: str
     assert logging_obj.model_call_details["response_cost_failure_debug_information"] == earlier_failure
 
 
+def test_nops_dispatch_prefers_otel_v2_when_flag_on(monkeypatch):
+    from litellm.integrations.otel.logger import OpenTelemetryV2
+    from litellm.integrations.otel.model.config import ExporterOwner, is_otel_v2_enabled
+    from litellm.integrations.otel.plumbing.providers import _otlp_traces_endpoint
+    from litellm.litellm_core_utils import litellm_logging as logging_module
+
+    logging_module._in_memory_loggers.clear()
+    monkeypatch.setenv("LITELLM_OTEL_V2", "true")
+    monkeypatch.setenv("NOPS_API_KEY", "test-key")
+    monkeypatch.delenv("NOPS_OTEL_ENDPOINT", raising=False)
+    is_otel_v2_enabled.cache_clear()
+    try:
+        v2_logger: Final = logging_module._init_custom_logger_compatible_class(
+            logging_integration="nops",
+            internal_usage_cache=None,
+            llm_router=None,
+            custom_logger_init_args={},
+        )
+        assert isinstance(v2_logger, OpenTelemetryV2)
+        assert v2_logger.callback_name == "nops"
+        spec: Final = next(e for e in v2_logger.config.exporters if e.owner == ExporterOwner.NOPS)
+        assert spec.kind == "otlp_http"
+        assert _otlp_traces_endpoint(spec.endpoint) == "https://api.nops.io/otel/v1/traces"
+        assert spec.headers == "Authorization=Bearer test-key"
+        again: Final = logging_module._init_custom_logger_compatible_class(
+            logging_integration="nops",
+            internal_usage_cache=None,
+            llm_router=None,
+            custom_logger_init_args={},
+        )
+        assert again is v2_logger
+    finally:
+        logging_module._in_memory_loggers.clear()
+        monkeypatch.delenv("LITELLM_OTEL_V2", raising=False)
+        is_otel_v2_enabled.cache_clear()
+
+
+@pytest.mark.parametrize(
+    ("endpoint", "expected"),
+    [
+        (None, "https://api.nops.io/otel/v1/traces"),
+        ("", "https://api.nops.io/otel/v1/traces"),
+        ("http://clara.local:8080/otel/", "http://clara.local:8080/otel/v1/traces"),
+        ("http://clara.local:8080/otel/v1/traces", "http://clara.local:8080/otel/v1/traces"),
+    ],
+    ids=["default", "empty", "override", "signal-path"],
+)
+def test_nops_dispatch_keeps_legacy_otel_when_flag_off(monkeypatch, endpoint, expected):
+    from litellm.integrations.opentelemetry import OpenTelemetry
+    from litellm.integrations.otel.model.config import is_otel_v2_enabled
+    from litellm.litellm_core_utils import litellm_logging as logging_module
+
+    logging_module._in_memory_loggers.clear()
+    monkeypatch.delenv("LITELLM_OTEL_V2", raising=False)
+    monkeypatch.setenv("NOPS_API_KEY", "legacy-key")
+    if endpoint is None:
+        monkeypatch.delenv("NOPS_OTEL_ENDPOINT", raising=False)
+    else:
+        monkeypatch.setenv("NOPS_OTEL_ENDPOINT", endpoint)
+    monkeypatch.delenv("OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT", raising=False)
+    monkeypatch.delenv("OTEL_EXPORTER_OTLP_TRACES_HEADERS", raising=False)
+    monkeypatch.setattr(litellm, "turn_off_message_logging", False)
+    is_otel_v2_enabled.cache_clear()
+    try:
+        legacy: Final = logging_module._init_custom_logger_compatible_class(
+            logging_integration="nops",
+            internal_usage_cache=None,
+            llm_router=None,
+            custom_logger_init_args={},
+        )
+        assert isinstance(legacy, OpenTelemetry)
+        assert legacy.callback_name == "nops"
+        assert legacy.config.exporter == "otlp_http"
+        assert legacy.config.endpoint == expected
+        assert legacy.config.headers == "Authorization=Bearer legacy-key"
+        assert legacy._capture_in_span() is False
+        assert legacy._capture_in_event() is False
+        assert "OTEL_EXPORTER_OTLP_TRACES_HEADERS" not in os.environ
+        again: Final = logging_module._init_custom_logger_compatible_class(
+            logging_integration="nops",
+            internal_usage_cache=None,
+            llm_router=None,
+            custom_logger_init_args={},
+        )
+        assert again is legacy
+        logging_module._in_memory_loggers.clear()
+        monkeypatch.setenv("OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT", "SPAN_AND_EVENT")
+        opted_in: Final = logging_module._init_custom_logger_compatible_class(
+            logging_integration="nops",
+            internal_usage_cache=None,
+            llm_router=None,
+            custom_logger_init_args={},
+        )
+        assert isinstance(opted_in, OpenTelemetry)
+        assert opted_in._capture_in_span() is True
+        assert opted_in._capture_in_event() is True
+    finally:
+        logging_module._in_memory_loggers.clear()
+        is_otel_v2_enabled.cache_clear()
+
+
+@pytest.mark.parametrize("flag", ["true", "false"], ids=["v2", "legacy"])
+@pytest.mark.parametrize("key", [None, ""], ids=["unset", "empty"])
+def test_nops_dispatch_requires_an_api_key(monkeypatch, flag, key):
+    from litellm.integrations.otel.model.config import is_otel_v2_enabled
+    from litellm.litellm_core_utils import litellm_logging as logging_module
+
+    logging_module._in_memory_loggers.clear()
+    monkeypatch.setenv("LITELLM_OTEL_V2", flag)
+    if key is None:
+        monkeypatch.delenv("NOPS_API_KEY", raising=False)
+    else:
+        monkeypatch.setenv("NOPS_API_KEY", key)
+    is_otel_v2_enabled.cache_clear()
+    try:
+        with pytest.raises(ValueError, match="NOPS_API_KEY not found in environment variables"):
+            logging_module.build_custom_logger_compatible_class("nops", internal_usage_cache=None, llm_router=None)
+        created: Final = logging_module._init_custom_logger_compatible_class(
+            logging_integration="nops",
+            internal_usage_cache=None,
+            llm_router=None,
+            custom_logger_init_args={},
+        )
+        assert created is None
+        assert not [cb for cb in logging_module._in_memory_loggers if getattr(cb, "callback_name", None) == "nops"]
+    finally:
+        logging_module._in_memory_loggers.clear()
+        monkeypatch.delenv("LITELLM_OTEL_V2", raising=False)
+        is_otel_v2_enabled.cache_clear()
+
+
 def test_enterprise_alerting_loggers_resolves_real_classes():
     from litellm_enterprise.enterprise_callbacks.pagerduty.pagerduty import PagerDutyAlerting
     from litellm_enterprise.enterprise_callbacks.send_emails.resend_email import ResendEmailLogger
diff --git a/ui/litellm-dashboard/public/assets/logos/nops.png b/ui/litellm-dashboard/public/assets/logos/nops.png
new file mode 100644
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literal 0
HcmV?d00001

diff --git a/ui/litellm-dashboard/src/components/callback_info_helpers.tsx b/ui/litellm-dashboard/src/components/callback_info_helpers.tsx
index 6ee092f030d..ef78068c9a3 100644
--- a/ui/litellm-dashboard/src/components/callback_info_helpers.tsx
+++ b/ui/litellm-dashboard/src/components/callback_info_helpers.tsx
@@ -7,6 +7,7 @@ import lagoLogo from "../../public/assets/logos/lago.svg";
 import langfuseLogo from "../../public/assets/logos/langfuse.png";
 import langsmithLogo from "../../public/assets/logos/langsmith.png";
 import newrelicLogo from "../../public/assets/logos/newrelic.png";
+import nopsLogo from "../../public/assets/logos/nops.png";
 import openmeterLogo from "../../public/assets/logos/openmeter.png";
 import otelLogo from "../../public/assets/logos/otel.png";
 import pointfiveLogo from "../../public/assets/logos/pointfive.png";
@@ -155,6 +156,17 @@ export const CALLBACK_CONFIGS: CallbackConfig[] = [
     },
     description: "Langsmith Logging Integration",
   },
+  {
+    id: "nops",
+    displayName: "nOps",
+    logo: nopsLogo.src,
+    supports_key_team_logging: false,
+    dynamic_params: {
+      NOPS_API_KEY: "password",
+      NOPS_OTEL_ENDPOINT: "text",
+    },
+    description: "nOps Logging Integration",
+  },
   {
     id: "openmeter",
     displayName: "OpenMeter",
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index 2b6898e39d9..46063c1e4a2 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -61819,7 +61819,7 @@ export interface operations {
         parameters: {
             query: {
                 /** @description Specify the service being hit. */
-                service: ("slack_budget_alerts" | "langfuse" | "langfuse_otel" | "slack" | "ms_teams" | "openmeter" | "webhook" | "email" | "braintrust" | "datadog" | "datadog_llm_observability" | "generic_api" | "arize" | "galileo" | "newrelic" | "pointfive" | "signoz" | "sqs") | string;
+                service: ("slack_budget_alerts" | "langfuse" | "langfuse_otel" | "slack" | "ms_teams" | "openmeter" | "webhook" | "email" | "braintrust" | "datadog" | "datadog_llm_observability" | "generic_api" | "arize" | "galileo" | "newrelic" | "nops" | "pointfive" | "signoz" | "sqs") | string;
             };
             header?: never;
             path?: never;

From cf871205f8fe46cd5181168ff966992003ad64eb Mon Sep 17 00:00:00 2001
From: Jordan Stein <jordan@nops.io>
Date: Tue, 20 Oct 2026 10:23:11 -0400
Subject: [PATCH 2/2] Update litellm/litellm_core_utils/litellm_logging.py

Co-authored-by: veria-ai[bot] <224490171+veria-ai[bot]@users.noreply.github.com>
---
 litellm/litellm_core_utils/litellm_logging.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py
index 781e3c53091..b465283d853 100644
--- a/litellm/litellm_core_utils/litellm_logging.py
+++ b/litellm/litellm_core_utils/litellm_logging.py
@@ -5508,6 +5508,7 @@ def build_custom_logger_compatible_class(
         _nops_base: Final = (os.getenv(NOPS_OTEL_ENDPOINT_ENV) or NOPS_DEFAULT_OTEL_ENDPOINT).rstrip("/")
         _nops_config: Final = OpenTelemetryConfig(
             exporter="otlp_http",
+            skip_set_global=True,
             endpoint=(_nops_base if _nops_base.endswith("/v1/traces") else f"{_nops_base}/v1/traces"),
             headers=f"Authorization=Bearer {_nops_key}",
             capture_message_content=(