Insights

Insights
Thoughts & perspectives

Practical notes from delivery work: engineering, clients, and running software.

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Engineering
Integrations: handling retries and idempotency

Assume network failure. Use idempotency keys, retry with backoff, and log correlation IDs so you can trace what…

Engineering
CI/CD basics that prevent bad deploys

Automate tests, keep builds fast, ship small, and make rollback easy. CI/CD isn’t a luxury, it’s a seatbelt.

Engineering
Security hygiene for small teams

Automate dependency checks, patch regularly, use least-privilege access, and treat secrets like loaded weapons.

Engineering
Monitoring that actually catches problems

Logs, metrics, and alerts should point to action. If your alert doesn’t tell you what to do next,…

Engineering
Reducing risk in legacy Rails codebases

Legacy Rails can be reliable if you treat it like infrastructure: small changes, tests where it matters, safe…

Engineering
Incident response basics for small teams

Define severity, assign an incident lead, communicate clearly, and write a short postmortem. The goal is learning, not…

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