Tag: incident-response

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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.

Feb 04, 2026

Idempotency keys for APIs: stop duplicate orders, emails, and writes

When retries create duplicate side effects, idempotency keys are the only safe fix. This playbook shows how to design keys, store results, and prove duplicates cannot recur.

Jan 30, 2026

HttpClient keeps getting 429s: why retries amplify rate limiting in .NET

When retries multiply 429 errors instead of fixing them: how retry amplification happens, how to prove it, and how to honor Retry-After with budgets.

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 26, 2026

Retries making outages worse: when resilience policies multiply failures in .NET

Retry storms don't look like a bug—they look like good engineering until retries amplify failures and multiply in-flight requests during backpressure.

Jan 24, 2026

Requests timing out but CPU normal: thread pool starvation in ASP.NET

When requests time out but CPU is low and restarting fixes it temporarily: how thread pool starvation happens, how to prove queueing, and the smallest fixes that stop repeat incidents.

Jan 21, 2026

Requests hang forever: why missing timeouts cause recurring outages in .NET

When requests hang forever and recycling releases stuck work: why missing timeouts create backlog, how to add budgets safely, and the rollout plan that prevents new incidents.

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 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.