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Thoughts on distributed systems, cloud, and engineering leadership

Building an MCP Server for ODS Environment Management: AI-Powered DevOps

How I built a Model Context Protocol (MCP) server that lets AI agents manage DSE/Spark environments through natural language, replacing manual SSH sessions with conversational DevOps.

MCPAIDevOpsNode.jsDSESpark
2026-05-28
6 min read

Building RAG on Panorama: A Vision for Intelligent Search with Astra DB Vector

A technical roadmap for leveraging Astra DB's built-in vector search to build a Retrieval-Augmented Generation (RAG) layer on our enterprise data platform - evolving Panorama from a data platform into an intelligent platform.

RAGVector DBAstra DBAILLMArchitectureRoadmap
2026-05-20
7 min read

Building a Personal Market Radar: Live Stock Analysis Powered by a 5-Scenario Framework

How I built a private market analysis dashboard that fetches live financial data, classifies the current market into one of 5 scenarios, and gives context-aware buy/sell/hold advice for individual stocks - all as a static page with no backend.

FinanceArchitectureNext.jsCloudflareInvestment
2025-05-26
6 min read

From Code to CDN for Free: The Architecture Behind This Website

A deep dive into the architecture behind my personal website - Next.js static export, Decap CMS with GitHub OAuth via Cloudflare Workers, and Vercel hosting - all at zero cost with no compromise on features.

ArchitectureNext.jsVercelCMSCloudflare
2025-05-25
11 min read

AI-Assisted Development: ODS Spark Replatform with Agents

How we used AI agents to accelerate the migration of 377 Spark files from DSE Spark 2.4 to Databricks Cloud Runtime, cutting development cycles from hours to minutes.

AISparkMigrationAgentsDatabricks
2025-05-14
3 min read

Migrating from DSE to Astra DB: Lessons Learned

How we migrated a mission-critical trading platform from on-premise DSE to cloud-native Astra DB using a zero-downtime proxy, feature toggles, and a phased cutover, achieving 40% TCO reduction.

CassandraMigrationCloudSparkAstra DB
2024-12-15
5 min read

Kubernetes for Database Engineers: A Practical Guide

Bridging the gap between traditional database administration and cloud-native Kubernetes deployments, from a CKA-certified engineer's perspective.

KubernetesDatabasesDevOpsCKA
2024-08-20
2 min read