Field notes from production

Patterns, post-mortems, and technical deep-dives from real engagements. No fluff — just what works and what doesn't.


Why we stopped using Helm for everything

Helm got us to production fast. Then it slowed us down. How we moved to a Kustomize-first workflow and what broke along the way.

Platform Engineering · 8 min read

RAG at scale: lessons from production traffic

Vector databases, embedding strategies, and the chunking decisions that make or break retrieval quality in production.

AI & ML · 12 min read

The observability stack that ended our on-call pain

OpenTelemetry, Datadog, and structured logging — how we built a signal-not-noise alerting culture from scratch.

SRE · 10 min read

Zero-trust in practice, not in slides

How we implement zero-trust networking for container workloads using Istio service mesh and Vault-managed secrets rotation.

Security · 7 min read

FinOps that actually saved money

Spot instances, right-sizing, and reserved capacity — the boring stuff that cut a real cloud bill without cutting capability.

Cloud Architecture · 6 min read

Strangling a monolith without killing the business

The strangler fig pattern in reality: dual-writes, feature flags, and the moment you can finally decommission the old system.

Digital Transformation · 9 min read

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