Tag: observability

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Feb 04, 2026

Structured logging that actually helps: Serilog fields that matter in .NET incidents

When logs are noisy but useless: why incidents stay unsolved, which fields actually explain failures, and the minimal schema that makes .NET outages diagnosable.

Feb 04, 2026

OpenTelemetry for .NET: minimum viable tracing for production debugging

When incidents span multiple services and logs cannot explain latency: the smallest OpenTelemetry setup that makes production debugging possible without a full rewrite.

Jan 31, 2026

Trading bot keeps getting 429s after deploy: stop rate limit storms

When deploys trigger 429 storms: why synchronized restarts amplify rate limits, how to diagnose fixed window vs leaky bucket, and guardrails that stop repeat incidents.

Jan 28, 2026

Cannot trace requests across services: why correlation IDs die at boundaries in .NET

A production playbook for when logs exist but cannot be joined—correlation IDs die at HttpClient boundaries, jobs, and queues, making incidents unreproducible.

Jan 19, 2026

Background jobs stuck but look healthy: why workers hang forever with no alerts in .NET

When background jobs hang but workers look healthy and queue pileup grows: why jobs fail silently without timeouts or heartbeats, and the runbook that stops repeat incidents.

Jan 16, 2026

Agent keeps calling same tool: why autonomous agents loop forever in production

When agent loops burn tokens calling same tool repeatedly and cost spikes: why autonomous agents loop without stop rules, and the guardrails that prevent repeat execution and duplicate side effects.

Jan 14, 2026

Retries amplify failures: why exponential backoff without jitter creates storms

When retries make dependency failures worse and 429s multiply: why exponential backoff without jitter creates synchronized waves, and the bounded retry policy that stops amplification.

Jan 11, 2026

API key suddenly forbidden: why exchange APIs ban trading bots without warning

When API key flips from working to 403 forbidden after bot runs for hours: why exchange APIs ban trading bots for traffic bursts, retry storms, and auth failures, and the client behavior that prevents it.

Jan 09, 2026

Signature invalid but bot was working: why clock drift breaks auth suddenly

When bot gets signature invalid or 401 after working fine for hours: why clock drift breaks exchange auth suddenly, and the time calibration that prevents it.