Screaming Frog vs Sitebulb vs Scrapy: A Crawler Teardown for Automated SEO Pipelines
An automation-first comparison of Screaming Frog CLI, Sitebulb, and a custom Scrapy crawler for unattended technical SEO crawling pipelines.
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Detect Content Cannibalization at Scale with Vector Embeddings: A Python and n8n Pipeline
Spreadsheets break past a few hundred URLs. Use OpenAI embeddings, Search Console overlap, and an n8n workflow to flag cannibalization across thousands of pages, score severity, and pre-classify each pair as merge, differentiate, or canonical.
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Content Decay Detection at Scale: Build an Automated GSC + Python + n8n Pipeline That Flags Pages Losing Traffic
Stop losing rankings silently. A Python + n8n pipeline that pulls 16 months of GSC data, scores every URL for decay, and files refresh tickets weekly with a closed-loop verification step.
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Agentic SEO with Claude Code: Build an Autonomous Technical Auditor That Files Its Own GitHub Issues
A teardown of an agentic SEO auditor built on Claude Code that crawls, diffs against history, and files engineering-ready GitHub issues — including architecture, the agent prompt that worked, and eight weeks of real ticket data.
