Blog category

SERP analysis

4 posts

Implementation guides
DataForSEO API in Python: Pull SERP Data with a Free Notebook
A beginner's walkthrough of the DataForSEO SERP API in Python: Live vs Standard mode, reading the response, keeping costs predictable, and what…
Lazarina Stoy24 Oct 2026 · 12 min
Implementation guides
10 Ways to Automate SERP Analysis with AI
Ten ways to automate SERP analysis with AI and Python: scheduled SERP API collection, LLM classification, entity and n-gram gaps, People Also…
Lazarina Stoy22 Oct 2026 · 28 min
Implementation guides
Search-Intent Classification with Machine Learning: The Approaches Explained
Search intent is the thing every SEO optimises for and almost nobody classifies systematically. Here are the three families of ML approaches,…
Lazarina Stoy1 Aug 2026 · 15 min
Implementation guides
What Is SERP Feature Analysis? How to Use It for Smarter Keyword Research
SERP features aren't just visual elements — they're Google's live admission of what it thinks users want for any given query. Here's…
Lazarina Stoy11 May 2026 · 11 min