AI
Instrument Go Services for AI Cost Attribution (2026 Guide)
Fire‑graphs showed AI spend exploding. Instrument Go services with OpenTelemetry and Prometheus to capture token‑level usage and attribute…
// tag archive
opentelemetry
10 articles
DevOps
OpenTelemetry Tracing: Microservices & AI Agents (2026)
When latency spikes hide behind AI‑driven tool calls, OpenTelemetry tracing reveals every hidden span, slashing MTTR from hours…
AI
Monitor AI Agent Costs: 5 Ways with Harness Telemetry (2026)
A midnight retry loop stole $12k in LLM spend—proof that AI costs hide without observability. Monitor AI agent…
Backend Dev
Exponential Backoff Retry Logic: 5 Production Tips (2026)
Your workflow keeps failing under load because naive retries overload services. Exponential backoff retry logic steadies them, cutting…
kubernetes
Kubernetes AI Agent Failures: Debug with OpenTelemetry (2026)
Silent AI agent failures bleed revenue while Kubernetes shows green status. Use OpenTelemetry instrumentation to catch logic hangs…
AI
OpenTelemetry Span Tracing for Multi‑Agent Workflows (2026)
An agent failure can cut your trace at the orchestrator, leaving you blind. OpenTelemetry span tracing stitches every…
Backend Dev
gRPC Stream Timeouts: 5 Debugging Tips (2026)
An alarm at 2 am revealed a silent gRPC stream timeout that froze dashboards. Trace deadline propagation, close leaked…
Backend Dev
circuit breaker Go: 5 Patterns for AI APIs (2026)
When OpenAI throttled, our checkout hung and requests timed out. A circuit breaker Go implementation isolates AI failures,…
Backend Dev
Kafka OpenTelemetry Tracing: Build Event‑Driven Mesh (2026)
A corrupted Avro payload stalled our order pipeline as trace context never crossed Kafka. Kafka OpenTelemetry tracing gives…
Backend Dev
Debugging Google ADK Errors in FastAPI (2026 Guide)
Learn how to troubleshoot Google ADK integration errors in FastAPI, fix latency spikes, avoid credential pitfalls, and implement…