A working-code teardown of the three ways SEO teams collect Google SERPs at scale in 2026 – SerpAPI, Bright Data SERP API, and self-hosted Playwright – compared on cost, reliability, and maintenance.
Keyword research is where most SEO programs quietly leak time. A mid-sized site exports 4,000 queries from Search Console, and someone spends two days dragging rows around a spreadsheet, guessing which queries belong on the same page. The output is subjective, unrepeatable, and stale the moment traffic shifts. The fix isn’t a better spreadsheet —…
A code-level teardown of the GSC, SEMrush, and Ahrefs APIs for automated rank tracking: quota math, data shape, cost at scale, and the hybrid build that wins.
DuckDB, BigQuery, and pandas benchmarked on the same 25M-row GSC export. Which engine wins for which SEO workload, with working code and a decision framework.
A teardown of Screaming Frog, Sitebulb, and JetOctopus for SEO engineers who want to run crawls headlessly on a schedule — with a working Screaming Frog CLI automation recipe.
Pipe Google Search Console’s Bulk Data Export into BigQuery and a self-updating Looker Studio dashboard. Full architecture, SQL views with correct weighted position, a 16-month backfill script, and cost controls.
Link rot is a steady drip, not a one-time event. Build a continuous Python pipeline that crawls, reconciles GSC and server logs, classifies broken links and soft 404s, and suggests redirect targets with embeddings.
We rebuilt the same SEO workflow on n8n, Make, and Zapier to compare cost, control, and scaling. Here is which platform wins and when.
Stop waiting on the sprint backlog. Use Cloudflare Workers and HTMLRewriter to ship canonical, redirect, hreflang, and JSON-LD fixes at the CDN edge — deployed from a Python CI pipeline, with the guardrails that keep you compliant.
A production-tested comparison of pgvector, Qdrant, Pinecone, and Weaviate for storing and querying embeddings in SEO automation pipelines — with working code and a migration script.