Blog

Field notes from real SEO projects: Python automation, Google Search Console API analytics, technical SEO and Core Web Vitals, link building that survives updates, GEO and enterprise SEO. Practical, tested, and written for people who ship.

Blog

Python for SEO automation

Scripts that replace hours of manual work: bulk crawls, log parsing, keyword clustering, and reporting. Copy-paste-ready snippets with the reasoning behind each one.

Google Search Console API analytics

Pull raw query and page data straight from the API, past the 1,000-row UI limit. Spot cannibalization, decaying pages, and striking-distance keywords before they cost you traffic.

Technical SEO & Core Web Vitals

Crawl budget, indexation, rendering, and speed done right. How to diagnose LCP, INP, and CLS issues and fix them without breaking the front end.

Link building that survives updates

Editorial links, digital PR, and relevance-first outreach that keeps working after each core and spam update. What to build, what to avoid, and how to audit an existing profile.

GEO & AI-search optimization

Getting cited in AI Overviews, ChatGPT, and Perplexity. How generative engine optimization differs from classic SEO and how to structure content so machines quote you.

Enterprise SEO

Scaling SEO across thousands of URLs, multiple teams, and complex stacks. Prioritization frameworks, internal linking at scale, and workflows that survive real org politics.

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