How to time travel and check SERP’s snippets history with Data for Seo api

How to time travel and check SERP’s snippets history with Data for Seo api

8 min read Your client comes to you with a frustrating question: « We lost 30% of our clicks last month, but I checked—our ranking didn’t change. What happened? » You dig into the data. Position 3 on the target keyword. Same as before. Search volume? Stable. No algorithm update on your radar. So what’s going on?…

How Python and Google Colab Can Make Your SEO Life Easier

How Python and Google Colab Can Make Your SEO Life Easier

10 min read If you’re an SEO professional and you haven’t started using Python yet, you’re missing out on a serious productivity boost. But here’s the good news: thanks to LLMs like ChatGPT, Claude, or Gemini, you don’t need to be a coding expert anymore. These AI assistants can write Python code for you. All…

How to Audit E-E-A-T at Scale with Screaming Frog and OpenAI API

How to Audit E-E-A-T at Scale with Screaming Frog and OpenAI API

Let’s be real: having mediocre content isn’t just a bad SEO strategy anymore, it’s business suicide. Here’s why : Competition is fiercer than ever. Every click you get is becoming more precious because you’re getting fewer of them. And each visitor needs to either convert or remember your brand. Also, Google’s quality algorithms are getting…

I read the latest scientific study on Google’s AI Overviews so you don’t have to

I read the latest scientific study on Google’s AI Overviews so you don’t have to

📊 TL;DR • 33% contradiction rate — when AIO and Featured Snippets appear together, they contradict each other one-third of the time • Medical disclaimers are rare — 89% of AI Overviews and 93% of Featured Snippets provide zero « consult your doctor » warnings • Question phrasing matters — « when » questions trigger Featured Snippets 35.5% of…

SEO : You’re Prioritizing Your Content Creation All Wrong (Here’s How to Do It Based on Google Patents & Leaks)

SEO : You’re Prioritizing Your Content Creation All Wrong (Here’s How to Do It Based on Google Patents & Leaks)

Most SEOs prioritize content creation based on two main criteria: Sounds logical, right? This approach completely ignores what we actually know about how Google’s search engine works today. Thanks to Google’s leaked documents and published patents, we now have concrete evidence that search volume and competition levels are far from being the most important factors…

The Outside-the-Box SEO Tactics That Actually Drive Business

The Outside-the-Box SEO Tactics That Actually Drive Business

You’ve done everything right. Your titles are optimized. Your semantic structure is tight. Technical errors? Fixed. Internal linking? On point. And yet… you’re still hungry for more. More traffic. More conversions. More business impact. That’s when you realize: sometimes the best SEO tactics aren’t found in the typical playbooks. Sometimes you need to think outside…

How I generate a complete SEO Pre-Audit report in 7 minutes (Tutorial)

How I generate a complete SEO Pre-Audit report in 7 minutes (Tutorial)

You spend hours doing SEO audits for your prospects? Me too. Until I automated the whole thing. Now: 7 minutes flat for a complete pre-audit covering all 3 SEO pillars. ⚠️ Important Disclaimer This pre-audit is superficial.It does NOT replace a deep audit from a professional SEO consultant. But It analyzes on the surface: •…

Is Google’s NavBoost already obsolete? What this research paper tells us about the future of click data

Is Google’s NavBoost already obsolete? What this research paper tells us about the future of click data

Baidu researchers compared LLM annotations vs. user clicks for training ranking models and found neither wins across the board—clicks dominate high-frequency queries while LLMs excel on long-tail. What does this mean for Google’s NavBoost advantage?