Field notes from production

Patterns, post-mortems and technical deep-dives drawn from real engagements. Practical lessons — no filler.


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 reduced our on-call burden

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 made a measurable difference

Spot instances, right-sizing and reserved capacity — the unglamorous work that cut a real cloud bill without reducing capability.

Cloud Architecture · 6 min read

Decomposing a monolith without disrupting the business

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

Digital Transformation · 9 min read

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