Recently Updated Pages
Doing Groceries in Berlin
Executive Summary Germany's grocery landscape is very different from the Philippines. Stores clos...
Finding Temporary Housing Before Moving
Executive Summary Berlin's rental market is notoriously competitive. The standard strategy for ex...
Furniture and Appliances Guide
OverviewOne of the biggest surprises for Filipinos moving to Germany: most apartments come comple...
Legal & TOS Landscape
Legal & TOS Landscape Google Maps TOS "Customer will not export, extract, or otherwise scrape Go...
Google's Anti-Bot Countermeasures (2025-2026)
Anti-Bot Countermeasures Google Maps difficulty score: 90/100 — one of the toughest platforms to ...
Alternative POI Data Sources (No Scraping)
Alternative POI Data Sources Free or commercial POI databases that don't require scraping Google ...
AI/LLM-Powered Scrapers
AI/LLM-Powered Scrapers ScrapeGraphAI (MIT / Free) Describe what you want in plain English, it e...
Automation Workflows (n8n, Make, Zapier)
Automation Workflows n8n (Most Flexible) Official Outscraper node available Templates: Google M...
Browser Extensions & Userscripts
Browser Extensions & Userscripts ToolTypePriceNotes DataMinerChrome ext.Free (500 pages/mo) to ...
No-Code Platforms
No-Code / Low-Code Platforms PlatformPricingMaps FeatureNotes OctoparseFree + $69/moAuto search...
Python Libraries & Popular Times Tools
Python Libraries LibraryStatusAPI Key?FieldsNotes googlemaps (official)ActiveYes50+ (API)Offici...
Open-Source GitHub Scrapers
Open-Source Scrapers RepositoryLanguageStarsFieldsKey Feature gosom/google-maps-scraperGo4,2003...
Search API Proxies (SerpAPI, Serper, etc.)
Search API Proxies Services that handle scraping/anti-bot, returning clean JSON from Google Maps ...
Commercial Scraping Platforms
Commercial Scraping Platforms Outscraper (Best Value) Pricing$1-3/1K records (basic); ~$14/1K f...
DIY Scraping Techniques (Reddit & Community)
Community-Sourced Techniques Practical techniques from Reddit, HN, and forums — the stuff not in ...
Headless Browser Automation (Playwright, Puppeteer, Selenium)
Browser Automation Frameworks The foundation technique used by most scrapers. A browser renders M...
Protobuf Tools & Decoders
Protobuf Tools ToolLanguagePurposeLink pbtkPythonExtract and fuzz protobuf structures from Chro...
Protobuf Endpoints & Internal APIs
Google Maps Internal Protobuf API Google Maps communicates with its backend using Protocol Buffer...
Google Business Profile API
Google Business Profile API Access all reviews (not limited to 5) — but only for locations you ow...
Places API (New) — Overview & Pricing
Places API (New) The current-generation API replacing the legacy Places API. Uses a mandatory fie...