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Engineering Insights

Deep dives into system architectures, complex bug fixes, and lessons learned while building scalable software.

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One Full-Stack Developer vs. a Full Team: What Actually Ships an MVP

Staffing a frontend developer, a backend developer, and a DevOps engineer for an MVP is expensive and slow. A breakdown of the coordination tax, real architecture examples, the cost math, and the point at which a team genuinely is the right call.

StartupsFull-StackHiringIndiaSaaS

AWS Cloud Migration for Startups: A Practical Guide from Real Projects

Moving from a VPS to AWS is not just a hosting change — it is an architecture decision. Here is a practical guide to migrating startups to AWS, with real cost comparisons, serverless patterns, and lessons from production.

AWSCloud MigrationStartupsServerlessInfrastructure

How AI Can Cut Your Cloud Costs by 35%: A Technical Deep Dive

Manual cloud cost optimization is tedious and error-prone. Here is how I built an AI-powered pipeline that analyzes AWS infrastructure, computes health indices, and generates safe optimization recommendations — saving 35% on cloud spend.

AIAWSCloud CostsLLMsFinOps