Scaling Search Insights:

Method that scales across 100+ regions

Geo-specific SERPs change strategy: what ranks in Paris may not rank in Montréal. Here’s a field-tested workflow:
Step 1 — Geo selection
• Choose country → city → to see what locals actually see.
Step 2 — Rotation strategy
• Use per-request rotation to reduce sampling bias and keep your dataset representative.
Step 3 — Data capture
• Export structured data (HTML/JSON) into your SEO pipeline; attach dataset_id for each geo slice.
Step 4 — Analysis layer
• Feed results into a vector database and run vector search on snippets/titles; generate embeddings to detect intent clusters.
Step 5 — Geo reporting
• Segment by region, device-type and language; iterate via a feedback loop to optimize targets.

The article about scrapping on Dev.to [here].
Use Astro IPs for scrapping with the free trial period [Read how] on astroproxy.com