Real SEO case studies and field notes from building in public.
A scraped rank number without a market pin is a rumor. We ran one keyword through the same SERP API four times, changing only gl/hl (US, UK, Germany, India) — and the top-10 shuffled. Real code, the full results table, what survived, what moved, and the rules that make rank data trustworthy. Plus the datacenter-IP caveat the API can't fix.
Read more →Free SERP API tiers are generous until every tool in your pipeline re-asks the same question. This article builds a stdlib-only cache layer — sqlite blob store, market-pinned keys, per-use-case TTLs, single-flight coalescing — with real benchmark numbers: 0.005 ms cache hits against 2.0-3.1 s API calls. Real commands, real output, real tradeoffs.
Read more →Everyone's first SERP scraper works for a day, then silently breaks. This article replays a real failed Google scrape — a 302 redirect, a 200 OK page with zero results in it — shows why Bing is easier but lies differently, and walks the engineering ladder from raw requests to a free-tier SERP API. Real commands, real output, real limitations.
Read more →Ahrefs keyword difficulty is a DR-based black box that fails hardest exactly where it matters — brand keywords. Here's a four-layer SERP difficulty scoring model in Python: structure analysis, brand fingerprints, entry difficulty, and link budgets. Real commands, real output, real limitations.
Read more →Google SERPs are no longer ten blue links — they're AI Overviews, featured snippets, and PAA boxes. Here's a free CLI method to detect which SERP modules appear for your keywords and compute your brand's Share of Voice against competitors. Real output included.
Read more →A content brief is the difference between staring at a blinking cursor and writing with a map. Here's a brief template that works, plus a free generator that builds one from what actually ranks on Google — with real output.
Read more →DeepSeek just shipped DSH, an open-source agent harness with a plugin system and built-in MCP client. Here's a real setup walkthrough — installing it, wiring an MCP server into a profile, and calling custom SEO tools from the chat UI.
Read more →Google Keyword Planner hides real search volume behind a Google Ads account. Here's how to get actual search demand data for free using the Bing Webmaster API — with real CLI commands, real output, and honest limitations.
Read more →Astro is fast out of the box, but SEO mistakes still kill rankings. Here's how to audit an Astro site for SEO issues using a free Python CLI — no Ahrefs or browser extensions required.
Read more →Crawl budget is the invisible bottleneck killing your indexing. Here's how to measure, diagnose, and optimize it using Google Search Console, server logs, robots.txt, and a DIY Python analyzer — without paying for Ahrefs, Botify, or OnCrawl.
Read more →Stop paying $200/month for keyword research tools. Here's how to build a complete keyword research pipeline in Python — from Google Autocomplete mining to SERP difficulty scoring — using only the standard library.
Read more →Broken links silently drain your crawl budget, waste link equity, and frustrate users. Here's how to find every 404 on your site using Google Search Console, Screaming Frog, server logs, and a DIY Python crawler, without paying for Ahrefs or Semrush.
Read more →Reddit is a goldmine of keyword ideas that Ahrefs and Semrush can't see. Here's how to mine subreddits for low-competition topics using Google Autocomplete and Python — no scraping required.
Read more →Rank tracking is the most oversold part of SEO. Here's how to monitor your keyword rankings accurately using Google Search Console, free APIs, and a DIY Python tracker — without paying $99/month for Ahrefs or Semrush.
Read more →Browser-based SEO tools waste your time with dashboards you don't need. Here's how to do keyword research, SERP analysis, and site audits entirely from the command line — faster, scriptable, and free.
Read more →SEO tells you if Google ranks you. But will ChatGPT, Perplexity, or Google AI Overviews cite your content? Here's the 16-factor GEO Score methodology — and why it matters more than traditional ranking.
Read more →Nothing in SEO matters if Google doesn't index your pages. Here's a field-tested troubleshooting framework for fixing 'Crawled - Currently Not Indexed', getting new pages crawled faster, and recovering from indexing drops — all using free tools.
Read more →On-page SEO is where you have the most control and most indie developers waste the most effort. Here's a field-tested checklist for optimizing title tags, meta descriptions, headers, URLs, images, and content — all using free tools and a browser.
Read more →Ranking for the right keyword with the wrong content type is worse than not ranking at all. Learn how to analyze search intent, classify keywords by intent type, and match your content to what users actually want — all using free tools and a spreadsheet.
Read more →Keyword clustering is the difference between a site that ranks for one keyword and a site that ranks for hundreds. Here's how to cluster keywords, build topical authority maps, and structure content — all using free tools and a spreadsheet.
Read more →Backlinks remain a top Google ranking factor. Here's how to analyze who links to you, evaluate link quality, spot toxic links, and find link-building opportunities — all using free tools. No Ahrefs required.
Read more →Page speed is a confirmed Google ranking factor. Here's how to measure and improve Core Web Vitals (LCP, INP, CLS) using only free tools — no Ahrefs, no paid audits.
Read more →Structured data helps search engines understand your content and earn rich snippets. Here's how to implement schema markup from scratch using JSON-LD — no plugins, no paid tools.
Read more →You optimized for GEO — but is it working? Here's how to test whether ChatGPT, Perplexity, and Google AI Overviews actually cite your content, and what to fix when they don't.
Read more →Content gap analysis reveals keywords your competitors rank for but you don't. Here's how to do it entirely with free tools — no Ahrefs, Semrush, or SpyFu required.
Read more →You don't need Ahrefs or Semrush to audit your site's technical SEO. This guide covers page speed, sitemaps, canonical tags, broken links, mobile-friendliness, and structured data — all using free tools.
Read more →Google Search Console is the most powerful free SEO tool available. Learn how to use it to find keywords, fix indexing issues, track rankings, and grow organic traffic.
Read more →Your competitors' sitemaps are public. Learn how to use them to find keyword gaps, content opportunities, and topics they're ranking for that you're not.
Read more →A complete guide to running a technical SEO audit for free. Learn what to check, why it matters, and how to automate the process for every deploy.
Read more →Internal linking is the cheapest SEO win most sites ignore. Learn how internal links help Google crawl your site, distribute page authority, and boost rankings — with a practical action plan.
Read more →AI search engines like ChatGPT, Perplexity, and Google AI Overviews are changing how users find information. Learn GEO strategies to make your content citable by AI models.
Read more →Stop paying $200/month for a keyword difficulty score. Learn how SERP structure analysis gives you a more accurate difficulty assessment — for free.
Read more →The best free and open source SEO tools for keyword research, keyword analysis, technical audits, SERP analysis, and content optimization. No subscriptions, no trials — just free tools that work.
Read more →Programmatic SEO lets you create hundreds of targeted pages from a single template and data source. Learn the methodology, see real examples, and avoid the common traps.
Read more →SEO isn't one-off articles — it's a system. Learn the 5-step workflow that turns keyword research into published, optimized content on a consistent schedule.
Read more →SERP analysis is the skill that separates SEOs who rank from those who don't. Learn what to look for in Google's top 10 results and how to find keywords you can actually win.
Read more →A practical SEO guide written for developers. Learn how search engines crawl, render, and rank your site — and the exact technical checklist to fix common issues that kill rankings.
Read more →AI search engines like ChatGPT, Perplexity, and Gemini don't read your site like Googlebot. Here's how to make your content machine-citable — llms.txt, BLUF structure, and robots.txt content signals explained.
Read more →A practical walkthrough of the 5-step keyword research workflow using only free tools — Google Autocomplete, Bing Webmaster, SERP analysis, and competitor sitemaps.
Read more →Ahrefs Domain Rating costs $200/month. Here's how analyzing SERP structure — homepage ratio, platform density, domain age — gives you a more actionable difficulty score for free.
Read more →How we took a brand-new domain from zero keywords to a 225-page content strategy using only free tools — no Ahrefs, no SEMrush.
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