Cloud DevOps/SRE engineer working with Kubernetes, GitHub Actions, Terraform, and distributed systems. I share practical guides, architecture patterns, and troubleshooting stories learned from running production systems.
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Dec 12, 2025 · 5 min read · Executive Summary Problem: Environment files containing secrets get committed to repositories, shared insecurely, and become stale Solution: Store secrets in AWS Secrets Manager and generate .env files programmatically on demand Result: Zero secrets...
Join discussionDec 9, 2025 · 5 min read · AWS announced DevOps Agent at re:Invent 2025 as part of their "frontier agents" initiative. This analysis covers the technical capabilities, integration architecture, pricing considerations, and practical implications for DevOps teams evaluating adop...
Join discussionDec 7, 2025 · 5 min read · TL;DR: I built a weather app for pilots that fetches METAR/TAF data from aviationweather.gov and provides VFR flying assessments for Cessna 172 aircraft. The app tells you if conditions are GO, CAUTION, or NO-GO based on real aviation minimums. The P...
Join discussionDec 5, 2025 · 5 min read · Dual-Pipeline Architecture: GPU vs CPU for High-Volume ML Inference Project Overview IndustrySaaS / ML Platform ChallengeSingle ML pipeline couldn't efficiently serve both small real-time requests and large batch jobs SolutionDual-pipeline ...
Join discussionDec 4, 2025 · 5 min read · Project Overview IndustrySaaS / Technology ChallengeMigrate a 500GB production PostgreSQL database to Aurora with zero downtime SolutionAWS DMS with automated validation, cutover orchestration, and Terraform IaC Timeline4 weeks (developmen...
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