How to Use Python to Analyze SEO Data: A Reference Guide Python can help eliminate repetitive SEO tasks when no tools can help you. Here are some practical Python applications for SEO.

Gemini Libraries: If using Vertex AI or API-based interaction, you’ll need the required Google Cloud libraries. Instructions will be provided with the specific access method.

Learn how to use Python to compare the SERPs before and after a core update to see winners and losers by domain, result type & more.

It’s easy to use, affordable and lightning-fast – even on terabytes of data! The Python/BigQuery combo also allows you to query files stored on Google Cloud Storage. Sweet!