Best Google Maps Scraping Tools 2026: Extract Business Data at Scale

Google Maps contains the world’s largest database of local business information — names, addresses, phone numbers, reviews, ratings, hours, and more. Scraping this data powers lead generation, market research, competitive analysis, and location intelligence.

We tested the top Google Maps scraping tools on data accuracy, extraction speed, and anti-bot handling.

Quick Comparison Table

1. Outscraper — Best Dedicated Google Maps Scraper

Outscraper is purpose-built for Google Maps data extraction. It offers the most comprehensive field coverage with 50+ data points per business listing, including reviews, photos, and popular times.

Key Features

• 50+ data fields per listing
• Search by keyword, location, URL, or place ID
• Full review extraction with sentiment
• Photo URLs and categories
• Popular times and wait times
• Export to CSV, JSON, XLSX

Pricing

• Pay-as-you-go: ~$3/1000 businesses
• Subscription: Volume discounts available
• Free: 500 requests

Pros

• Most comprehensive data extraction
• Specialized Google Maps expertise
• Review extraction with rich data
• Simple pay-per-use pricing

Cons

• Google Maps focused (limited versatility)
• Rate limits on free tier
• API-only for bulk use
• Pricing can add up at scale

2. Apify Google Maps Scraper — Best Cloud Scraper

Apify’s Google Maps Scraper Actor provides a pre-built, cloud-hosted solution that runs on their platform. It handles proxy rotation, pagination, and anti-bot measures automatically.

Key Features

• 40+ data fields per listing
• Keyword and URL-based search
• Automatic proxy rotation
• Review extraction
• Cloud execution with scheduling
• Export to multiple formats and databases

Pricing

• Part of Apify platform (from $49/month)
• Compute-based pricing per run
• Free tier: 30 runs/day

Pros

• Pre-built and ready to use
• Cloud execution with scheduling
• Automatic proxy management
• Good documentation

Cons

• Requires Apify platform subscription
• Compute costs can add up
• Less customizable than custom code
• Speed dependent on plan tier

3. PhantomBuster — Best for Lead Generation

PhantomBuster combines Google Maps scraping with lead enrichment — automatically finding emails, LinkedIn profiles, and phone numbers for extracted businesses. It’s the best option for sales teams.

Key Features

• Google Maps business extraction
• Email and phone enrichment
• LinkedIn profile matching
• CRM integration
• Automation chains
• Cloud execution

Pricing

• Starter: $69/month — 500 credits
• Pro: $159/month — 2,500 credits
• Team: $439/month — 10,000 credits

Pros

• Lead enrichment built in
• CRM integration saves time
• Automation chains for workflows
• Good for sales teams

Cons

• Expensive per lead
• Credit system can be confusing
• Less raw data per listing
• Not purely a scraping tool

For more lead generation tools, see our B2B lead generation guide.

4. ScrapeHero — Best Managed Service

ScrapeHero provides fully managed Google Maps scraping — you specify what you need, and they handle everything. Best for businesses that want data without technical complexity.

Key Features

• Managed data delivery
• 50+ data points per listing
• Custom extraction parameters
• Regular data updates
• Dedicated account manager
• Multiple delivery formats

Pricing

• Custom pricing based on volume
• Contact for quote

Pros

• Zero technical work required
• Expert data quality
• Regular updates included
• Custom requirements handled

Cons

• Most expensive option
• No self-service
• Longer setup time
• Less control over extraction

5. Bright Data Google Maps — Enterprise API

Bright Data’s Google Maps dataset and API provide enterprise-grade access to Google Maps data, backed by their massive proxy infrastructure.

Key Features

• Pre-collected Google Maps dataset
• Real-time API access
• 72M+ proxies for reliability
• Structured JSON output
• Geotargeted extraction
• Compliance-certified

Pricing

• Part of Bright Data platform (from $500/month)
• Dataset pricing varies by volume
• Free trial available

Pros

• Highest reliability and uptime
• Pre-collected datasets available
• Enterprise compliance
• Proxy infrastructure included

Cons

• Expensive — enterprise focused
• Complex platform
• Minimum spend requirements
• Overkill for small projects

6-10. More Google Maps Scraping Options

Octoparse (From $89/mo)

Visual no-code scraper with Google Maps templates. Good for non-developers. See our no-code web scrapers guide.

ScraperAPI + Custom Code ($49/mo)

Use ScraperAPI for proxy management and write custom Google Maps parsing code. Most flexible approach. See our web scraping APIs guide.

MapScraper (Free Chrome Extension)

Free browser extension for quick Google Maps data grabs. Limited to what’s visible. Good for small, one-off projects.

Stevdata ($29/mo)

Affordable cloud API for Google Maps data. Good mid-range option with decent data coverage.

ScrapeGraphAI (Free + LLM costs)

Open-source AI scraper that can extract Google Maps data using natural language prompts. See our AI scraping tools guide.

Data You Can Extract from Google Maps

How We Tested

1. Data Accuracy: We compared extracted data against manual Google Maps checks for 500 businesses
2. Field Coverage: Number and quality of data points extracted per listing
3. Speed: Time to extract 1,000 business listings
4. Anti-Bot Handling: Success rate without manual intervention
5. Review Extraction: Quality and completeness of review data
6. Ease of Use: Setup time and technical requirements

Frequently Asked Questions

Is scraping Google Maps legal?

Scraping publicly visible Google Maps data exists in a legal gray area. Google’s Terms of Service prohibit automated access, but many businesses use this data. Using commercial scraping tools reduces your legal exposure. See our web scraping compliance guide.

How many businesses can I extract from Google Maps?

Most tools can extract thousands to tens of thousands of listings per day. Google Maps returns up to 120 results per search query, so you’ll need multiple searches with different keywords and locations for comprehensive coverage.

Do I need proxies for Google Maps scraping?

Yes — Google aggressively rate-limits and blocks scraping attempts. Use rotating residential proxies for best results. Commercial tools like Outscraper and Apify handle proxies internally.

Can I extract Google Maps reviews?

Yes — tools like Outscraper, Apify, and Bright Data can extract individual reviews including reviewer name, rating, text, date, and business owner responses. Review extraction is slower due to the volume of data.

What’s the best approach for large-scale Google Maps data?

For 10,000+ listings: Use Outscraper (best coverage) or Bright Data (most reliable). For 1,000-10,000: Apify offers good value. Under 1,000: MapScraper (free) or ScraperAPI + custom code.

Final Verdict

Best Overall: Outscraper — most comprehensive Google Maps data extraction.

Best Cloud Platform: Apify — pre-built scraper with good pricing.

Best for Leads: PhantomBuster — Google Maps + email/phone enrichment.

Best Enterprise: Bright Data — highest reliability with proxy infrastructure.

Best Free: MapScraper — Chrome extension for quick extractions.

For proxy setup for Google Maps scraping, check our rotating proxy services and proxy provider comparison.