Writing

I write about designing and operating production systems under real-world constraints. The focus is on correctness, tradeoffs, and architectural judgment — not tutorials or hype.


2026-01-02 · Systems Design · Sports Analytics · Data Pipelines · Python · NFL

Designing an NFL Player Impact Pipeline (V1)

Attribution-driven NFL analytics using play-by-play data, explicit assumptions, and versioned metrics.

2025-12-30 · Systems Design · Data Pipelines · Python

Designing a Financial Market Data Pipeline

EOD ingestion, corporate actions, golden prices, and deterministic recomputation.