Projects, implementation notes and architecture decisions across AWS, data platforms and AI.
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Stop creating table_test: preview your EMR output before you merge
Preview a Spark transformation before production using EMR Serverless, the AWS Glue Data Catalog and Iceberg branches. Run both code versions on pinned input…
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MCP in Production: Designing the Tool Layer for Enterprise AI Agents on AWS
MCP makes it easier for AI agents to interact with tools, but enterprise production systems require much more than a protocol. This architecture deep…
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Designing a Production-Grade AI Agent Platform on AWS
A practical architecture review of how to design a production-grade AI agent platform on AWS—starting simple, then adding RAG, vector search, agents, memory, MCP…
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Redshift Optimization – Part 2: Advanced Tuning + Tips Most People Miss
About 4 min read Redshift optimization · Part 2 of 2Start with Part 1: fundamentals In Part 1 of this series, we explored the…
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Cloud Design Patterns and Application Tiers: A Practical Guide to Scalable Architecture
Learn essential AWS cloud design patterns and application tiers for building resilient, scalable systems. Practical examples with Lambda, API Gateway, and more.
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Master AWS with a Weather Alert Project
About 3 min read · View the code on GitHub 💻 GitHub Repo: Check out the full source code here Let’s Get Started Let’s…
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Mastering Redshift: Optimization Techniques for Speed and Scale
About 10 min read Redshift optimization · Part 1 of 2Continue to Part 2: advanced tuning Have you ever run a query on Redshift…
