A developer-first guide to building a keyword-research pipeline that scrapes Google Autocomplete, People Also Ask, and Related Searches with Python, httpx, Playwright, and residential proxies.
Learn how to build city-precise SERP datasets using uule, gl, hl, and residential proxies. Includes Python code for uule construction, result parsing, sticky sessions, and retry logic.
A code-first guide to building a production Google rank tracker in Python using residential proxies, curl_cffi TLS impersonation, SERP pagination, SQLite storage, retries, and concurrency control.
Track Amazon organic keyword positions per ASIN and marketplace using residential proxies, curl_cffi, and Playwright. Includes parsing, geo-targeting, retries, and production tips.
Generative search has made citation share the new ranking KPI. This guide walks SEO leads and data PMs through capturing AI Overview visibility, build-vs-buy economics, and a ProxyHat-powered Playwright pipeline for accurate, geo-targeted tracking.
Learn how to build an Amazon keyword rank tracker with Python, residential proxies, and geo-targeting. Parse search results, separate organic from Sponsored, and track ASIN positions over time.
A code-first guide to extracting Google Autocomplete suggestions, People Also Ask questions, and Related Searches at scale using Python, Playwright, and residential proxies for clean localized keyword research.
Generative search has made citation share the new ranking KPI. Here's how to track your brand in Google AI Overviews with a proxy-powered, headless-browser pipeline—plus build-vs-buy economics and governance guardrails.
A complete, code-first guide to building a production Google rank tracker in Python using curl_cffi for TLS impersonation and ProxyHat residential proxies with city-level geo-targeting, sticky sessions, and SQLite storage.
Determining the right proxy IP pool size for SERP monitoring is critical to avoid HTTP 429 blocks. Learn how to calculate IP needs based on keyword volume and refresh frequency.
Compare the technical differences between scraping Google and Bing search results. Covers anti-bot detection levels, HTML structures, proxy requirements, and code examples for both engines.
Learn how to scrape Google Maps for business data including names, addresses, ratings, and reviews. Covers API vs scraping comparison, proxy strategies, and code examples in Python and Node.js.
