blumeops/docs/reference/services/tempo.md

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Add OpenTelemetry distributed tracing (Tempo + Beyla eBPF) (#286) ## Summary Adds the third observability pillar — **distributed tracing** — alongside existing metrics (Prometheus) and logs (Loki). - **Grafana Tempo 2.10.1** on minikube-indri for trace storage with 7d retention, OTLP receivers, and `metrics_generator` that remote-writes span-metrics (RED) to Prometheus - **Beyla eBPF auto-instrumentation** via a privileged Alloy DaemonSet on ringtail — instruments HTTP services (Frigate, ntfy, Ollama, Immich) without code changes - **Grafana integration** — Tempo datasource with trace↔log and trace↔metrics correlation, plus Loki derivedFields for trace ID linking - **Prometheus** scrapes Tempo operational metrics ### Architecture ``` ringtail (k3s) indri (minikube) ┌──────────────────────┐ ┌─────────────────────┐ │ Alloy+Beyla (eBPF) │──OTLP HTTP────────→ │ Tempo │ │ ↳ Frigate, ntfy, │ via tailnet │ ↳ trace storage │ │ Ollama, Immich │ │ ↳ RED → Prometheus │ └──────────────────────┘ │ │ │ Grafana │ │ ↳ Tempo datasource │ └─────────────────────┘ ``` ### New files (12) - `docs/reference/services/tempo.md` — reference doc - `docs/changelog.d/feature-otel-tracing.feature.md` - `argocd/apps/tempo.yaml` + `argocd/manifests/tempo/` (6 files) - `argocd/apps/alloy-tracing-ringtail.yaml` + `argocd/manifests/alloy-tracing-ringtail/` (4 files) ### Modified files (6) - `argocd/manifests/grafana/datasources.yaml` — Tempo datasource + Loki derivedFields - `argocd/manifests/prometheus/prometheus.yml` — Tempo scrape target - `service-versions.yaml` — tempo + alloy-tracing-ringtail entries - `docs/reference/services/grafana.md` — Tempo in datasources table - `docs/reference/reference.md` — Tempo in services index - `docs/reference/operations/observability.md` — Tempo in components list ## Deployment and Testing - [ ] Sync `apps` app to pick up new Application definitions - [ ] `argocd app set tempo --revision feature/otel-tracing && argocd app sync tempo` - [ ] Verify Tempo pod: `kubectl --context=minikube-indri get pods -n monitoring -l app=tempo` - [ ] Verify Tempo ready: port-forward 3200 and `curl localhost:3200/ready` - [ ] Verify Tailscale ingresses: `kubectl --context=minikube-indri get ingress -n monitoring` - [ ] `argocd app set alloy-tracing-ringtail --revision feature/otel-tracing && argocd app sync alloy-tracing-ringtail` - [ ] Check Beyla discovery in alloy-tracing logs on ringtail - [ ] Sync grafana-config for updated datasources - [ ] Sync prometheus for updated scrape config - [ ] Test Grafana Tempo datasource connection - [ ] Generate test traffic and search traces in Grafana Explore → Tempo - [ ] After merge: reset all ArgoCD app revisions back to main Reviewed-on: https://forge.eblu.me/eblume/blumeops/pulls/286
2026-03-05 10:51:07 -08:00
---
title: Tempo
modified: 2026-03-05
tags:
- service
- observability
---
# Grafana Tempo
Distributed tracing backend for BlumeOps infrastructure. Receives traces via OTLP, stores them locally, and generates RED metrics (rate, error, duration) for [[prometheus]].
## Quick Reference
| Property | Value |
|----------|-------|
| **URL** | https://tempo.ops.eblu.me (when Caddy route added) |
| **Tailscale URL** | https://tempo.tail8d86e.ts.net |
| **OTLP Endpoint** | https://tempo-otlp.tail8d86e.ts.net |
| **Namespace** | `monitoring` |
| **Image** | `grafana/tempo:2.10.1` |
| **Storage** | 10Gi PVC (local filesystem) |
| **Retention** | 7 days |
## Architecture
- Single-node deployment with local filesystem storage
- OTLP receivers: gRPC (4317) and HTTP (4318)
- `metrics_generator` produces span-metrics and service-graphs, remote-written to [[prometheus]]
- Queried via [[grafana]] Tempo datasource
- Two Tailscale Ingresses: one for query API (3200), one for OTLP HTTP receiver (4318)
## Trace Sources
**From ringtail (via Beyla eBPF in Alloy):**
| Service | Protocol | Coverage |
|---------|----------|----------|
| [[frigate]] | HTTP REST | Request rate, error rate, latency, trace spans |
| [[ntfy]] | HTTP | Same |
| [[ollama]] | HTTP REST | Same (model inference latency) |
| [[immich]] | HTTP REST | Same |
Beyla auto-instruments HTTP services via eBPF kernel hooks — no code changes needed.
Add OpenTelemetry distributed tracing (Tempo + Beyla eBPF) (#286) ## Summary Adds the third observability pillar — **distributed tracing** — alongside existing metrics (Prometheus) and logs (Loki). - **Grafana Tempo 2.10.1** on minikube-indri for trace storage with 7d retention, OTLP receivers, and `metrics_generator` that remote-writes span-metrics (RED) to Prometheus - **Beyla eBPF auto-instrumentation** via a privileged Alloy DaemonSet on ringtail — instruments HTTP services (Frigate, ntfy, Ollama, Immich) without code changes - **Grafana integration** — Tempo datasource with trace↔log and trace↔metrics correlation, plus Loki derivedFields for trace ID linking - **Prometheus** scrapes Tempo operational metrics ### Architecture ``` ringtail (k3s) indri (minikube) ┌──────────────────────┐ ┌─────────────────────┐ │ Alloy+Beyla (eBPF) │──OTLP HTTP────────→ │ Tempo │ │ ↳ Frigate, ntfy, │ via tailnet │ ↳ trace storage │ │ Ollama, Immich │ │ ↳ RED → Prometheus │ └──────────────────────┘ │ │ │ Grafana │ │ ↳ Tempo datasource │ └─────────────────────┘ ``` ### New files (12) - `docs/reference/services/tempo.md` — reference doc - `docs/changelog.d/feature-otel-tracing.feature.md` - `argocd/apps/tempo.yaml` + `argocd/manifests/tempo/` (6 files) - `argocd/apps/alloy-tracing-ringtail.yaml` + `argocd/manifests/alloy-tracing-ringtail/` (4 files) ### Modified files (6) - `argocd/manifests/grafana/datasources.yaml` — Tempo datasource + Loki derivedFields - `argocd/manifests/prometheus/prometheus.yml` — Tempo scrape target - `service-versions.yaml` — tempo + alloy-tracing-ringtail entries - `docs/reference/services/grafana.md` — Tempo in datasources table - `docs/reference/reference.md` — Tempo in services index - `docs/reference/operations/observability.md` — Tempo in components list ## Deployment and Testing - [ ] Sync `apps` app to pick up new Application definitions - [ ] `argocd app set tempo --revision feature/otel-tracing && argocd app sync tempo` - [ ] Verify Tempo pod: `kubectl --context=minikube-indri get pods -n monitoring -l app=tempo` - [ ] Verify Tempo ready: port-forward 3200 and `curl localhost:3200/ready` - [ ] Verify Tailscale ingresses: `kubectl --context=minikube-indri get ingress -n monitoring` - [ ] `argocd app set alloy-tracing-ringtail --revision feature/otel-tracing && argocd app sync alloy-tracing-ringtail` - [ ] Check Beyla discovery in alloy-tracing logs on ringtail - [ ] Sync grafana-config for updated datasources - [ ] Sync prometheus for updated scrape config - [ ] Test Grafana Tempo datasource connection - [ ] Generate test traffic and search traces in Grafana Explore → Tempo - [ ] After merge: reset all ArgoCD app revisions back to main Reviewed-on: https://forge.eblu.me/eblume/blumeops/pulls/286
2026-03-05 10:51:07 -08:00
**Future: SDK instrumentation**
Services with OTel SDK support (e.g., Hermes) can send traces directly to the OTLP endpoint for deeper internal spans (DB queries, business logic) alongside eBPF envelope traces.
## Storage Monitoring
Tempo exposes `tempodb_backend_bytes_total` via its `/metrics` endpoint (scraped by [[prometheus]]). To check storage utilization against the 10Gi PVC:
```promql
tempodb_backend_bytes_total / 10737418240 * 100
```
Full PVC-level monitoring (via kubelet volume stats) is not yet available — see backlog.
## Grafana Integration
- **Tempo datasource** with trace-to-log and trace-to-metrics correlation
- **Service map** and **node graph** visualization
- **Loki derived fields** link trace IDs in logs back to Tempo
## Related
- [[alloy|Alloy]] - Trace collector (Beyla eBPF on ringtail)
- [[prometheus]] - Receives span-metrics from Tempo
- [[loki]] - Log correlation via trace IDs
- [[grafana]] - Trace visualization