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Engineering Notes From Real Automation Projects

Practical guidance on automation architecture, data reliability, and technical tradeoffs for operations-heavy teams.

Feb 18, 202610 min read

ETL Pipeline Design for Operations Teams

How to build data pipelines that stay reliable as source complexity and downstream expectations grow.

Dec 8, 20259 min read
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Scraping + Change Detection at Scale

Patterns for monitoring large catalogs without flooding your infrastructure.

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