sys: 3 articles decrypted

LOGBOOK

Detailed breakdowns on semantic keyword clustering, crawl optimization, and bypassing overpriced SERP APIs.

2026.05.30 // 4 MIN READ // CHROME-EXT

Bypassing Premium SERP Scraping

Learn how a light 150-line Chrome extension can intercept background fetch data to extract Google search semantic fanout suggestions directly inside your client interface, completely bypassing premium API scraping costs.

Read Article
2026.05.15 // 6 MIN READ // PYTHON

Local Semantic Keyword Clustering

Ditch the $300/mo enterprise SaaS intent mapping bills. Harness standard SentenceTransformer models and sklearn clustering algorithms locally to cluster 50k+ exports by deep search context.

Read Article
2026.04.28 // 5 MIN READ // NODE.JS

Technical Crawling in Node.js

Why use massive cloud scraping systems when a simple, highly customizable recursive Crawler script in Node can inspect indexability status, loop links, and log metadata straight to a CSV file?

Read Article