feat: Add Loki log aggregation, and enable unified OTLP ingestion for both...

feat: Add Loki log aggregation, and enable unified OTLP ingestion for both traces and logs through a single endpoint (#6974)

feat: Add Loki log aggregation, and enable unified OTLP ingestion for both...
feat: Add Loki log aggregation, and enable unified OTLP ingestion for both traces and logs through a single endpoint (#6974)
734c0b8b · jh-nv · GitHub · 96f3bdcc · 734c0b8b · 734c0b8b
Unverified Commit 734c0b8b authored Mar 10, 2026 by jh-nv Committed by GitHub Mar 10, 2026
16 changed files
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -2172,6 +2172,7 @@ dependencies = [
 "nuid",
 "once_cell",
 "opentelemetry",
+ "opentelemetry-appender-tracing",
 "opentelemetry-otlp",
 "opentelemetry_sdk",
 "parking_lot",
@@ -3251,7 +3252,7 @@ dependencies = [
 "libc",
 "percent-encoding",
 "pin-project-lite",
- "socket2 0.6.2",
+ "socket2 0.6.3",
 "system-configuration 0.7.0",
 "tokio",
 "tower-service",
@@ -4067,9 +4068,9 @@ checksum = "7a79a3332a6609480d7d0c9eab957bca6b455b91bb84e66d19f5ff66294b85b8"
 [[package]]
 name = "libc"
-version = "0.2.182"
+version = "0.2.183"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6800badb6cb2082ffd7b6a67e6125bb39f18782f793520caee8cb8846be06112"
+checksum = "b5b646652bf6661599e1da8901b3b9522896f01e736bad5f723fe7a3a27f899d"
 [[package]]
 name = "libdynamo_llm"
@@ -5254,6 +5255,18 @@ dependencies = [
 "tracing",
 ]
+[[package]]
+name = "opentelemetry-appender-tracing"
+version = "0.31.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ef6a1ac5ca3accf562b8c306fa8483c85f4390f768185ab775f242f7fe8fdcc2"
+dependencies = [
+ "opentelemetry",
+ "tracing",
+ "tracing-core",
+ "tracing-subscriber",
+]
 [[package]]
 name = "opentelemetry-http"
 version = "0.31.0"
@@ -5706,11 +5719,11 @@ dependencies = [
 [[package]]
 name = "proc-macro-crate"
-version = "3.4.0"
+version = "3.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "219cb19e96be00ab2e37d6e299658a0cfa83e52429179969b0f0121b4ac46983"
+checksum = "e67ba7e9b2b56446f1d419b1d807906278ffa1a658a8a5d8a39dcb1f5a78614f"
 dependencies = [
- "toml_edit 0.23.10+spec-1.0.0",
+ "toml_edit 0.25.4+spec-1.1.0",
 ]
 [[package]]
@@ -6018,7 +6031,7 @@ dependencies = [
 "quinn-udp",
 "rustc-hash 2.1.1",
 "rustls",
- "socket2 0.6.2",
+ "socket2 0.6.3",
 "thiserror 2.0.18",
 "tokio",
 "tracing",
@@ -6027,9 +6040,9 @@ dependencies = [
 [[package]]
 name = "quinn-proto"
-version = "0.11.13"
+version = "0.11.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f1906b49b0c3bc04b5fe5d86a77925ae6524a19b816ae38ce1e426255f1d8a31"
+checksum = "434b42fec591c96ef50e21e886936e66d3cc3f737104fdb9b737c40ffb94c098"
 dependencies = [
 "bytes",
 "getrandom 0.3.4",
@@ -6055,7 +6068,7 @@ dependencies = [
 "cfg_aliases",
 "libc",
 "once_cell",
- "socket2 0.6.2",
+ "socket2 0.6.3",
 "tracing",
 "windows-sys 0.60.2",
 ]
@@ -7363,12 +7376,12 @@ dependencies = [
 [[package]]
 name = "socket2"
-version = "0.6.2"
+version = "0.6.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "86f4aa3ad99f2088c990dfa82d367e19cb29268ed67c574d10d0a4bfe71f07e0"
+checksum = "3a766e1110788c36f4fa1c2b71b387a7815aa65f88ce0229841826633d93723e"
 dependencies = [
 "libc",
- "windows-sys 0.60.2",
+ "windows-sys 0.61.2",
 ]
 [[package]]
@@ -7832,7 +7845,7 @@ dependencies = [
 "parking_lot",
 "pin-project-lite",
 "signal-hook-registry",
- "socket2 0.6.2",
+ "socket2 0.6.3",
 "tokio-macros",
 "tracing",
 "windows-sys 0.61.2",
@@ -7997,6 +8010,15 @@ dependencies = [
 "serde_core",
 ]
+[[package]]
+name = "toml_datetime"
+version = "1.0.0+spec-1.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "32c2555c699578a4f59f0cc68e5116c8d7cabbd45e1409b989d4be085b53f13e"
+dependencies = [
+ "serde_core",
+]
 [[package]]
 name = "toml_edit"
 version = "0.22.27"
@@ -8013,12 +8035,12 @@ dependencies = [
 [[package]]
 name = "toml_edit"
-version = "0.23.10+spec-1.0.0"
+version = "0.25.4+spec-1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "84c8b9f757e028cee9fa244aea147aab2a9ec09d5325a9b01e0a49730c2b5269"
+checksum = "7193cbd0ce53dc966037f54351dbbcf0d5a642c7f0038c382ef9e677ce8c13f2"
 dependencies = [
 "indexmap 2.13.0",
- "toml_datetime 0.7.5+spec-1.1.0",
+ "toml_datetime 1.0.0+spec-1.1.0",
 "toml_parser",
 "winnow",
 ]
@@ -8116,7 +8138,7 @@ dependencies = [
 "hyper-util",
 "percent-encoding",
 "pin-project",
- "socket2 0.6.2",
+ "socket2 0.6.3",
 "sync_wrapper 1.0.2",
 "tokio",
 "tokio-rustls",
@@ -8672,9 +8694,9 @@ dependencies = [
 [[package]]
 name = "uuid"
-version = "1.21.0"
+version = "1.22.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b672338555252d43fd2240c714dc444b8c6fb0a5c5335e65a07bba7742735ddb"
+checksum = "a68d3c8f01c0cfa54a75291d83601161799e4a89a39e0929f4b0354d88757a37"
 dependencies = [
 "getrandom 0.4.2",
 "js-sys",
@@ -8789,7 +8811,7 @@ dependencies = [
 "reqwest 0.12.28",
 "rmp-serde",
 "serde_json",
- "socket2 0.6.2",
+ "socket2 0.6.3",
 "thiserror 2.0.18",
 "tokio",
 "tokio-stream",
@@ -9397,9 +9419,9 @@ checksum = "d6bbff5f0aada427a1e5a6da5f1f98158182f26556f345ac9e04d36d0ebed650"
 [[package]]
 name = "winnow"
-version = "0.7.14"
+version = "0.7.15"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5a5364e9d77fcdeeaa6062ced926ee3381faa2ee02d3eb83a5c27a8825540829"
+checksum = "df79d97927682d2fd8adb29682d1140b343be4ac0f08fd68b7765d9c059d3945"
 dependencies = [
 "memchr",
 ]
@@ -9572,18 +9594,18 @@ dependencies = [
 [[package]]
 name = "zerocopy"
-version = "0.8.40"
+version = "0.8.42"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a789c6e490b576db9f7e6b6d661bcc9799f7c0ac8352f56ea20193b2681532e5"
+checksum = "f2578b716f8a7a858b7f02d5bd870c14bf4ddbbcf3a4c05414ba6503640505e3"
 dependencies = [
 "zerocopy-derive",
 ]
 [[package]]
 name = "zerocopy-derive"
-version = "0.8.40"
+version = "0.8.42"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f65c489a7071a749c849713807783f70672b28094011623e200cb86dcb835953"
+checksum = "7e6cc098ea4d3bd6246687de65af3f920c430e236bee1e3bf2e441463f08a02f"
 dependencies = [
 "proc-macro2",
 "quote",

--- a/Cargo.toml
+++ b/Cargo.toml
@@ -127,9 +127,10 @@ tracing-subscriber = { version = "0.3", features = [
    "json",
 ] }
 tracing-opentelemetry = { version = "0.32.0" }
-opentelemetry = { version = "0.31.0", features = ["trace"] }
+opentelemetry = { version = "0.31.0", features = ["trace", "logs"] }
-opentelemetry_sdk = { version = "0.31.0", features = ["trace", "rt-tokio"] }
+opentelemetry_sdk = { version = "0.31.0", features = ["trace", "logs", "rt-tokio"] }
-opentelemetry-otlp = { version = "0.31.0", features = ["trace", "grpc-tonic"] }
+opentelemetry-otlp = { version = "0.31.0", features = ["trace", "logs", "grpc-tonic"] }
+opentelemetry-appender-tracing = { version = "0.31.0" }
 validator = { version = "0.20.0", features = ["derive"] }
 uuid = { version = "1.18.1", features = ["v4", "serde"] }
 url = { version = "2.5", features = ["serde"] }

--- a/deploy/docker-observability.yml
+++ b/deploy/docker-observability.yml
@@ -17,6 +17,7 @@ networks:
 volumes:
  grafana-data:
  tempo-data:
+  loki-data:
 services:
  # DCGM stands for Data Center GPU Manager: https://developer.nvidia.com/dcgm
@@ -83,7 +84,21 @@ services:
      - dcgm-exporter
      - nats-prometheus-exporter
+  # Loki - Log aggregation backend
+  loki:
+    image: grafana/loki:3.5.0
+    command: [ "-config.file=/etc/loki.yaml" ]
+    user: root
+    volumes:
+      - ./observability/loki.yaml:/etc/loki.yaml
+      - loki-data:/loki
+    ports:
+      - "3100:3100"   # Loki HTTP API (push/query)
+    networks:
+      - server
  # Tempo - Distributed tracing backend
+  # Note: OTLP ports (4317/4318) are internal-only; the OTel Collector handles host-facing ingestion.
  tempo:
    image: grafana/tempo:2.8.2
    command: [ "-config.file=/etc/tempo.yaml" ]
@@ -92,11 +107,26 @@ services:
      - ./observability/tempo.yaml:/etc/tempo.yaml
      - tempo-data:/tmp/tempo
    ports:
-      - "3200:3200"   # Tempo HTTP
+      - "3200:3200"   # Tempo HTTP (query API)
+    networks:
+      - server
+  # OpenTelemetry Collector - Unified ingestion point for traces and logs
+  # Dynamo services send OTLP to localhost:4317 (gRPC) or localhost:4318 (HTTP).
+  # The collector routes traces to Tempo and logs to Loki.
+  otel-collector:
+    image: otel/opentelemetry-collector:0.120.0
+    command: [ "--config=/etc/otel-collector.yaml" ]
+    volumes:
+      - ./observability/otel-collector.yaml:/etc/otel-collector.yaml
+    ports:
      - "4317:4317"   # OTLP gRPC receiver (accessible from host)
      - "4318:4318"   # OTLP HTTP receiver (accessible from host)
    networks:
      - server
+    depends_on:
+      - tempo
+      - loki
  # Grafana - Visualization and dashboards
  # Supports both Prometheus (metrics) and Tempo (tracing) datasources
@@ -111,6 +141,7 @@ services:
      - ./observability/grafana_dashboards:/etc/grafana/provisioning/dashboards
      - ./observability/grafana-datasources.yml:/etc/grafana/provisioning/datasources/prometheus.yml
      - ./observability/tempo-datasource.yml:/etc/grafana/provisioning/datasources/tempo.yml
+      - ./observability/loki-datasource.yml:/etc/grafana/provisioning/datasources/loki.yml
    environment:
      - GF_SERVER_HTTP_PORT=3000
      # do not make it admin/admin, because you will be prompted to change the password every time
@@ -134,4 +165,5 @@ services:
    depends_on:
      - prometheus
      - tempo
+      - loki
--- a/deploy/observability/loki-datasource.yml
+++ b/deploy/observability/loki-datasource.yml
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-License-Identifier: Apache-2.0
+apiVersion: 1
+datasources:
+  - name: Loki
+    type: loki
+    access: proxy
+    url: http://loki:3100
+    uid: loki
+    isDefault: false
+    editable: true
+    jsonData:
+      maxLines: 1000
+      derivedFields:
+        - datasourceUid: tempo
+          matcherRegex: "trace_id"
+          matcherType: label
+          name: TraceID
+          url: "$${__value.raw}"
--- a/deploy/observability/loki.yaml
+++ b/deploy/observability/loki.yaml
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-License-Identifier: Apache-2.0
+auth_enabled: false
+server:
+  http_listen_port: 3100
+common:
+  path_prefix: /loki
+  storage:
+    filesystem:
+      chunks_directory: /loki/chunks
+      rules_directory: /loki/rules
+  replication_factor: 1
+  ring:
+    kvstore:
+      store: inmemory
+schema_config:
+  configs:
+    - from: "2024-01-01"
+      store: tsdb
+      object_store: filesystem
+      schema: v13
+      index:
+        prefix: index_
+        period: 24h
+limits_config:
+  reject_old_samples: true
+  reject_old_samples_max_age: 168h
+  allow_structured_metadata: true
+compactor:
+  working_directory: /loki/compactor
--- a/deploy/observability/otel-collector.yaml
+++ b/deploy/observability/otel-collector.yaml
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-License-Identifier: Apache-2.0
+# OpenTelemetry Collector configuration
+# Receives OTLP signals and routes traces to Tempo, logs to Loki.
+receivers:
+  otlp:
+    protocols:
+      grpc:
+        endpoint: 0.0.0.0:4317
+      http:
+        endpoint: 0.0.0.0:4318
+exporters:
+  otlp/tempo:
+    endpoint: tempo:4317
+    tls:
+      insecure: true
+  otlphttp/loki:
+    endpoint: http://loki:3100/otlp
+processors:
+  batch: {}
+service:
+  pipelines:
+    traces:
+      receivers: [otlp]
+      processors: [batch]
+      exporters: [otlp/tempo]
+    logs:
+      receivers: [otlp]
+      processors: [batch]
+      exporters: [otlphttp/loki]
--- a/deploy/observability/tempo-datasource.yml
+++ b/deploy/observability/tempo-datasource.yml
@@ -15,6 +15,12 @@ datasources:
      httpMethod: GET
      serviceMap:
        datasourceUid: tempo
+      tracesToLogsV2:
+        datasourceUid: loki
+        filterByTraceID: false
+        filterBySpanID: false
+        customQuery: true
+        query: '{service_name=~".+"} | trace_id = "$${__span.traceId}"'
      search:
        hide: false
      nodeGraph:

--- a/docs/observability/README.md
+++ b/docs/observability/README.md
@@ -18,7 +18,7 @@ Install these on your machine:
 ### Starting the Observability Stack
-Dynamo provides a Docker Compose-based observability stack that includes Prometheus, Grafana, Tempo, and various exporters for metrics, tracing, and visualization.
+Dynamo provides a Docker Compose-based observability stack that includes Prometheus, Grafana, Tempo, Loki, an OpenTelemetry Collector, and various exporters for metrics, tracing, logging, and visualization.
 From the Dynamo root directory:
@@ -40,7 +40,7 @@ For detailed setup instructions and configuration, see [Prometheus + Grafana Set
 | [Operator Metrics (Kubernetes)](../kubernetes/observability/operator-metrics.md) | Operator controller and webhook metrics for Kubernetes | N/A (configured via Helm) |
 | [Health Checks](health-checks.md) | Component health monitoring and readiness probes | `DYN_SYSTEM_PORT`†, `DYN_SYSTEM_STARTING_HEALTH_STATUS`, `DYN_SYSTEM_HEALTH_PATH`, `DYN_SYSTEM_LIVE_PATH`, `DYN_SYSTEM_USE_ENDPOINT_HEALTH_STATUS` |
 | [Tracing](tracing.md) | Distributed tracing with OpenTelemetry and Tempo | `DYN_LOGGING_JSONL`†, `OTEL_EXPORT_ENABLED`†, `OTEL_EXPORTER_OTLP_TRACES_ENDPOINT`†, `OTEL_SERVICE_NAME`† |
-| [Logging](logging.md) | Structured logging configuration | `DYN_LOGGING_JSONL`†, `DYN_LOG`, `DYN_LOG_USE_LOCAL_TZ`, `DYN_LOGGING_CONFIG_PATH`, `OTEL_SERVICE_NAME`†, `OTEL_EXPORT_ENABLED`†, `OTEL_EXPORTER_OTLP_TRACES_ENDPOINT`† |
+| [Logging](logging.md) | Structured logging and OTLP log export to Loki | `DYN_LOGGING_JSONL`†, `DYN_LOG`, `DYN_LOG_USE_LOCAL_TZ`, `DYN_LOGGING_CONFIG_PATH`, `OTEL_SERVICE_NAME`†, `OTEL_EXPORT_ENABLED`†, `OTEL_EXPORTER_OTLP_TRACES_ENDPOINT`†, `OTEL_EXPORTER_OTLP_LOGS_ENDPOINT`† |
 **Variables marked with † are shared across multiple observability systems.**
@@ -64,6 +64,8 @@ This provides:
 - **Prometheus** on `http://localhost:9090` - metrics collection and querying
 - **Grafana** on `http://localhost:3000` - visualization dashboards (username: `dynamo`, password: `dynamo`)
 - **Tempo** on `http://localhost:3200` - distributed tracing backend
+- **Loki** on `http://localhost:3100` - log aggregation backend
+- **OpenTelemetry Collector** on `http://localhost:4317` (gRPC) / `http://localhost:4318` (HTTP) - receives OTLP signals and routes traces to Tempo and logs to Loki
 - **DCGM Exporter** on `http://localhost:9401/metrics` - GPU metrics
 - **NATS Exporter** on `http://localhost:7777/metrics` - NATS messaging metrics
@@ -79,7 +81,13 @@ graph TD
        PROMETHEUS -->|:8000/metrics| DYNAMOFE[Dynamo HTTP FE :8000]
        PROMETHEUS -->|:8081/metrics| DYNAMOBACKEND[Dynamo backend :8081]
        DYNAMOFE --> DYNAMOBACKEND
+        DYNAMOFE -->|OTLP :4317| OTEL_COLLECTOR[OTel Collector :4317/:4318]
+        DYNAMOBACKEND -->|OTLP :4317| OTEL_COLLECTOR
+        OTEL_COLLECTOR -->|traces| TEMPO[Tempo :3200]
+        OTEL_COLLECTOR -->|logs| LOKI[Loki :3100]
        GRAFANA -->|:9090/query API| PROMETHEUS
+        GRAFANA -->|:3200/query API| TEMPO
+        GRAFANA -->|:3100/query API| LOKI
    end
 ```
@@ -92,6 +100,9 @@ The following configuration files are located in the `deploy/observability/` dir
 - [docker-observability.yml](https://github.com/ai-dynamo/dynamo/tree/main/deploy/docker-observability.yml): Defines Prometheus, Grafana, Tempo, and exporters
 - [prometheus.yml](https://github.com/ai-dynamo/dynamo/tree/main/deploy/observability/prometheus.yml): Contains Prometheus scraping configuration
 - [grafana-datasources.yml](https://github.com/ai-dynamo/dynamo/tree/main/deploy/observability/grafana-datasources.yml): Contains Grafana datasource configuration
+- [otel-collector.yaml](https://github.com/ai-dynamo/dynamo/tree/main/deploy/observability/otel-collector.yaml): OpenTelemetry Collector configuration (routes traces to Tempo, logs to Loki)
+- [loki.yaml](https://github.com/ai-dynamo/dynamo/tree/main/deploy/observability/loki.yaml): Loki log aggregation configuration
+- [loki-datasource.yml](https://github.com/ai-dynamo/dynamo/tree/main/deploy/observability/loki-datasource.yml): Grafana Loki datasource with trace ID linking to Tempo
 - [grafana_dashboards/dashboard-providers.yml](https://github.com/ai-dynamo/dynamo/tree/main/deploy/observability/grafana_dashboards/dashboard-providers.yml): Contains Grafana dashboard provider configuration
 - [grafana_dashboards/dynamo.json](https://github.com/ai-dynamo/dynamo/tree/main/deploy/observability/grafana_dashboards/dynamo.json): A general Dynamo Dashboard for both SW and HW metrics
 - [grafana_dashboards/dcgm-metrics.json](https://github.com/ai-dynamo/dynamo/tree/main/deploy/observability/grafana_dashboards/dcgm-metrics.json): Contains Grafana dashboard configuration for DCGM GPU metrics

--- a/docs/observability/logging.md
+++ b/docs/observability/logging.md
@@ -24,14 +24,30 @@ enabled via the `DYN_LOGGING_SPAN_EVENTS` environment variable.
 | `TLLM_LOG_LEVEL` | TensorRT-LLM backend log level (independent of `DYN_LOG`) | `INFO` | `DEBUG` |
 | `DYN_SKIP_SGLANG_LOG_FORMATTING` | Disable Dynamo's SGLang log configuration | `false` | `true` |
 | `OTEL_SERVICE_NAME` | Service name for trace and span information | `dynamo` | `dynamo-frontend` |
-| `OTEL_EXPORT_ENABLED` | Enable OTLP trace exporting | `false` | `true` |
+| `OTEL_EXPORT_ENABLED` | Enable OTLP export of both traces and logs | `false` | `true` |
-| `OTEL_EXPORTER_OTLP_TRACES_ENDPOINT` | OTLP exporter endpoint | `http://localhost:4317` | `http://tempo:4317` |
+| `OTEL_EXPORTER_OTLP_TRACES_ENDPOINT` | OTLP gRPC endpoint for traces | `http://localhost:4317` | `http://tempo:4317` |
+| `OTEL_EXPORTER_OTLP_LOGS_ENDPOINT` | OTLP gRPC endpoint for logs (defaults to `OTEL_EXPORTER_OTLP_TRACES_ENDPOINT` if not set) | same as traces endpoint | `http://localhost:4317` |
+## OTLP Log Export
+When `OTEL_EXPORT_ENABLED=true`, Dynamo exports both **traces and logs** via OTLP. Logs are sent to an OpenTelemetry Collector which routes them to Grafana Loki for aggregation and querying.
+By default, logs are exported to the same endpoint as traces (`OTEL_EXPORTER_OTLP_TRACES_ENDPOINT`). To send logs to a different endpoint, set `OTEL_EXPORTER_OTLP_LOGS_ENDPOINT`:
+```bash
+export OTEL_EXPORT_ENABLED=true
+export OTEL_EXPORTER_OTLP_TRACES_ENDPOINT=http://localhost:4317
+# Optional: send logs to a different endpoint
+# export OTEL_EXPORTER_OTLP_LOGS_ENDPOINT=http://localhost:4317
+```
+The local observability stack (see [Getting Started](README.md#getting-started-quickly)) includes an OpenTelemetry Collector that receives OTLP on `localhost:4317` and routes traces to Tempo and logs to Loki. In Grafana, the Loki datasource is pre-configured with a derived field that links `trace_id` labels to Tempo, so you can jump directly from a log line to its corresponding trace.
 ## Getting Started Quickly
 ### Start Observability Stack
-For collecting and visualizing logs with Grafana Loki (Kubernetes), or viewing trace context in logs alongside Grafana Tempo, start the observability stack. See [Observability Getting Started](README.md#getting-started-quickly) for instructions.
+For collecting and visualizing logs with Grafana Loki, or viewing trace context in logs alongside Grafana Tempo, start the observability stack. See [Observability Getting Started](README.md#getting-started-quickly) for instructions. The stack includes Loki, an OpenTelemetry Collector, and Tempo — all pre-wired together.
 ### Enable Structured Logging
@@ -313,7 +329,9 @@ command to set the SGLang engine's log level directly (e.g.
 ## Related Documentation
+- [Distributed Tracing with Tempo](tracing.md)
+- [Log Aggregation in Kubernetes](../kubernetes/observability/logging.md)
+- [Observability Getting Started](README.md)
 - [Distributed Runtime Architecture](../design-docs/distributed-runtime.md)
 - [Dynamo Architecture Overview](../design-docs/architecture.md)
 - [Backend Guide](../development/backend-guide.md)
- [Log Aggregation in Kubernetes](../kubernetes/observability/logging.md)
--- a/docs/observability/tracing.md
+++ b/docs/observability/tracing.md
@@ -10,6 +10,8 @@ Dynamo supports OpenTelemetry-based distributed tracing for visualizing request
 **Requirements:** Set `DYN_LOGGING_JSONL=true` and `OTEL_EXPORT_ENABLED=true` to export traces to Tempo.
+**Note:** When OTLP export is enabled, Dynamo exports both **traces and logs**. Traces are sent to Tempo and logs are sent to Loki (via the OpenTelemetry Collector). To send logs to a separate endpoint, set `OTEL_EXPORTER_OTLP_LOGS_ENDPOINT`; otherwise it defaults to the traces endpoint. See [Logging](logging.md#otlp-log-export) for details.
 This guide covers single GPU demo setup using Docker Compose. For Kubernetes deployments, see [Kubernetes Deployment](#kubernetes-deployment).
 **Note:** This section has overlap with [Logging of OpenTelemetry Tracing](logging.md) since OpenTelemetry has aspects of both logging and tracing. The tracing approach documented here is for persistent trace visualization and analysis. For short debugging sessions examining trace context directly in logs, see the [Logging](logging.md) guide.
@@ -20,7 +22,8 @@ This guide covers single GPU demo setup using Docker Compose. For Kubernetes dep
 |----------|-------------|---------|---------|
 | `DYN_LOGGING_JSONL` | Enable JSONL logging format (required for tracing) | `false` | `true` |
 | `OTEL_EXPORT_ENABLED` | Enable OTLP trace export | `false` | `true` |
-| `OTEL_EXPORTER_OTLP_TRACES_ENDPOINT` | OTLP gRPC endpoint for Tempo | `http://localhost:4317` | `http://tempo:4317` |
+| `OTEL_EXPORTER_OTLP_TRACES_ENDPOINT` | OTLP gRPC endpoint for traces | `http://localhost:4317` | `http://tempo:4317` |
+| `OTEL_EXPORTER_OTLP_LOGS_ENDPOINT` | OTLP gRPC endpoint for logs (defaults to traces endpoint) | same as traces | `http://localhost:4317` |
 | `OTEL_SERVICE_NAME` | Service name for identifying components | `dynamo` | `dynamo-frontend` |
 ## Getting Started Quickly

--- a/lib/bindings/kvbm/Cargo.lock
+++ b/lib/bindings/kvbm/Cargo.lock
@@ -1720,6 +1720,7 @@ dependencies = [
 "nuid",
 "once_cell",
 "opentelemetry",
+ "opentelemetry-appender-tracing",
 "opentelemetry-otlp",
 "opentelemetry_sdk",
 "parking_lot",
@@ -4355,6 +4356,18 @@ dependencies = [
 "tracing",
 ]
+[[package]]
+name = "opentelemetry-appender-tracing"
+version = "0.31.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ef6a1ac5ca3accf562b8c306fa8483c85f4390f768185ab775f242f7fe8fdcc2"
+dependencies = [
+ "opentelemetry",
+ "tracing",
+ "tracing-core",
+ "tracing-subscriber",
+]
 [[package]]
 name = "opentelemetry-http"
 version = "0.31.0"

--- a/lib/bindings/python/Cargo.lock
+++ b/lib/bindings/python/Cargo.lock
@@ -1756,6 +1756,7 @@ dependencies = [
 "nuid",
 "once_cell",
 "opentelemetry",
+ "opentelemetry-appender-tracing",
 "opentelemetry-otlp",
 "opentelemetry_sdk",
 "parking_lot",
@@ -4404,6 +4405,18 @@ dependencies = [
 "tracing",
 ]
+[[package]]
+name = "opentelemetry-appender-tracing"
+version = "0.31.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ef6a1ac5ca3accf562b8c306fa8483c85f4390f768185ab775f242f7fe8fdcc2"
+dependencies = [
+ "opentelemetry",
+ "tracing",
+ "tracing-core",
+ "tracing-subscriber",
+]
 [[package]]
 name = "opentelemetry-http"
 version = "0.31.0"

--- a/lib/runtime/Cargo.toml
+++ b/lib/runtime/Cargo.toml
@@ -59,6 +59,7 @@ tracing-opentelemetry = { workspace = true }
 opentelemetry = { workspace = true }
 opentelemetry_sdk = { workspace = true }
 opentelemetry-otlp = { workspace = true }
+opentelemetry-appender-tracing = { workspace = true }
 thiserror = { workspace = true }
 uuid = { workspace = true }
 url = { workspace = true }

--- a/lib/runtime/examples/Cargo.lock
+++ b/lib/runtime/examples/Cargo.lock
@@ -841,6 +841,7 @@ dependencies = [
 "nuid",
 "once_cell",
 "opentelemetry",
+ "opentelemetry-appender-tracing",
 "opentelemetry-otlp",
 "opentelemetry_sdk",
 "parking_lot",
@@ -2218,6 +2219,18 @@ dependencies = [
 "tracing",
 ]
+[[package]]
+name = "opentelemetry-appender-tracing"
+version = "0.31.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ef6a1ac5ca3accf562b8c306fa8483c85f4390f768185ab775f242f7fe8fdcc2"
+dependencies = [
+ "opentelemetry",
+ "tracing",
+ "tracing-core",
+ "tracing-subscriber",
+]
 [[package]]
 name = "opentelemetry-http"
 version = "0.31.0"

--- a/lib/runtime/src/config/environment_names.rs
+++ b/lib/runtime/src/config/environment_names.rs
@@ -42,16 +42,19 @@ pub mod logging {
    /// Enable span event logging (create/close events)
    pub const DYN_LOGGING_SPAN_EVENTS: &str = "DYN_LOGGING_SPAN_EVENTS";
-    /// OTLP (OpenTelemetry Protocol) tracing configuration
+    /// OTLP (OpenTelemetry Protocol) tracing and logging configuration
    pub mod otlp {
-        /// Enable OTLP trace exporting (set to "1" to enable)
+        /// Enable OTLP export for traces and logs (set to "1" to enable)
        pub const OTEL_EXPORT_ENABLED: &str = "OTEL_EXPORT_ENABLED";
-        /// OTLP exporter endpoint URL
+        /// OTLP exporter endpoint URL for traces
        /// Spec: https://opentelemetry.io/docs/specs/otel/protocol/exporter/
        pub const OTEL_EXPORTER_OTLP_TRACES_ENDPOINT: &str = "OTEL_EXPORTER_OTLP_TRACES_ENDPOINT";
-        /// Service name for OTLP traces
+        /// OTLP exporter endpoint URL for logs (defaults to traces endpoint if unset)
+        pub const OTEL_EXPORTER_OTLP_LOGS_ENDPOINT: &str = "OTEL_EXPORTER_OTLP_LOGS_ENDPOINT";
+        /// Service name for OTLP traces and logs
        pub const OTEL_SERVICE_NAME: &str = "OTEL_SERVICE_NAME";
    }
 }
@@ -408,6 +411,7 @@ mod tests {
            logging::otlp::OTEL_EXPORT_ENABLED,
            logging::otlp::OTEL_EXPORTER_OTLP_TRACES_ENDPOINT,
            logging::otlp::OTEL_SERVICE_NAME,
+            logging::otlp::OTEL_EXPORTER_OTLP_LOGS_ENDPOINT,
            // Runtime
            runtime::DYN_RUNTIME_NUM_WORKER_THREADS,
            runtime::DYN_RUNTIME_MAX_BLOCKING_THREADS,

--- a/lib/runtime/src/logging.rs
+++ b/lib/runtime/src/logging.rs
@@ -72,11 +72,13 @@ use uuid::Uuid;
 use opentelemetry::propagation::{Extractor, Injector, TextMapPropagator};
 use opentelemetry::trace::TraceContextExt;
 use opentelemetry::{global, trace::Tracer};
+use opentelemetry_appender_tracing::layer::OpenTelemetryTracingBridge;
 use opentelemetry_otlp::WithExportConfig;
 use opentelemetry::trace::TracerProvider as _;
 use opentelemetry::{Key, KeyValue};
 use opentelemetry_sdk::Resource;
+use opentelemetry_sdk::logs::SdkLoggerProvider;
 use opentelemetry_sdk::trace::SdkTracerProvider;
 use tracing::error;
 use tracing_subscriber::layer::SubscriberExt;
@@ -902,6 +904,7 @@ fn setup_logging() -> Result<(), Box<dyn std::error::Error>> {
    let fmt_filter_layer = filters(load_config());
    let trace_filter_layer = filters(load_config());
    let otel_filter_layer = filters(load_config());
+    let otel_logs_filter_layer = filters(load_config());
    if jsonl_logging_enabled() {
        let span_events = if span_events_enabled() {
@@ -919,29 +922,46 @@ fn setup_logging() -> Result<(), Box<dyn std::error::Error>> {
        // Create OpenTelemetry tracer - conditionally export to OTLP based on env var
        let service_name = get_service_name();
-        // Build tracer provider - with or without OTLP export
+        // Build tracer and logger providers - with or without OTLP export
-        let (tracer_provider, endpoint_opt) = if otlp_exporter_enabled() {
+        let (tracer_provider, logger_provider_opt, endpoint_opt) = if otlp_exporter_enabled() {
-            // Export enabled: create OTLP exporter with batch processor
+            // Export enabled: create OTLP exporters with batch processors
-            let endpoint = std::env::var(env_logging::otlp::OTEL_EXPORTER_OTLP_TRACES_ENDPOINT)
+            let traces_endpoint =
-                .unwrap_or_else(|_| DEFAULT_OTLP_ENDPOINT.to_string());
+                std::env::var(env_logging::otlp::OTEL_EXPORTER_OTLP_TRACES_ENDPOINT)
+                    .unwrap_or_else(|_| DEFAULT_OTLP_ENDPOINT.to_string());
+            let logs_endpoint = std::env::var(env_logging::otlp::OTEL_EXPORTER_OTLP_LOGS_ENDPOINT)
+                .unwrap_or_else(|_| traces_endpoint.clone());
+            let resource = opentelemetry_sdk::Resource::builder_empty()
+                .with_service_name(service_name.clone())
+                .build();
-            // Initialize OTLP exporter using gRPC (Tonic)
+            // Initialize OTLP span exporter using gRPC (Tonic)
-            let otlp_exporter = opentelemetry_otlp::SpanExporter::builder()
+            let span_exporter = opentelemetry_otlp::SpanExporter::builder()
                .with_tonic()
-                .with_endpoint(&endpoint)
+                .with_endpoint(&traces_endpoint)
                .build()?;
-            // Create tracer provider with batch exporter and service name
+            let tracer_provider = opentelemetry_sdk::trace::SdkTracerProvider::builder()
-            let provider = opentelemetry_sdk::trace::SdkTracerProvider::builder()
+                .with_batch_exporter(span_exporter)
-                .with_batch_exporter(otlp_exporter)
+                .with_resource(resource.clone())
-                .with_resource(
-                    opentelemetry_sdk::Resource::builder_empty()
-                        .with_service_name(service_name.clone())
-                        .build(),
-                )
                .build();
-            (provider, Some(endpoint))
+            // Initialize OTLP log exporter using gRPC (Tonic)
+            let log_exporter = opentelemetry_otlp::LogExporter::builder()
+                .with_tonic()
+                .with_endpoint(&logs_endpoint)
+                .build()?;
+            let logger_provider = SdkLoggerProvider::builder()
+                .with_batch_exporter(log_exporter)
+                .with_resource(resource)
+                .build();
+            (
+                tracer_provider,
+                Some(logger_provider),
+                Some(traces_endpoint),
+            )
        } else {
            // No export - traces generated locally only (for logging/trace IDs)
            let provider = opentelemetry_sdk::trace::SdkTracerProvider::builder()
@@ -952,18 +972,24 @@ fn setup_logging() -> Result<(), Box<dyn std::error::Error>> {
                )
                .build();
-            (provider, None)
+            (provider, None, None)
        };
        // Get a tracer from the provider
        let tracer = tracer_provider.tracer(service_name.clone());
+        // Build the OTLP logs bridge layer (only when export is enabled)
+        let otel_logs_layer = logger_provider_opt
+            .as_ref()
+            .map(|lp| OpenTelemetryTracingBridge::new(lp).with_filter(otel_logs_filter_layer));
        tracing_subscriber::registry()
            .with(
                tracing_opentelemetry::layer()
                    .with_tracer(tracer)
                    .with_filter(otel_filter_layer),
            )
+            .with(otel_logs_layer)
            .with(DistributedTraceIdLayer.with_filter(trace_filter_layer))
            .with(l)
            .init();
@@ -973,7 +999,7 @@ fn setup_logging() -> Result<(), Box<dyn std::error::Error>> {
            tracing::info!(
                endpoint = %endpoint,
                service = %service_name,
-                "OpenTelemetry OTLP export enabled"
+                "OpenTelemetry OTLP export enabled (traces and logs)"
            );
        } else {
            tracing::info!(