DataResearchTools

Category: Best-Of Lists

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

    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

    Tool Type Data Points Speed Free Tier Starting Price
    Outscraper Cloud API 50+ fields Fast 500 requests $3/1000
    Apify Google Maps Cloud Actor 40+ fields Fast Free tier $49/mo platform
    PhantomBuster Cloud automation 30+ fields Medium Trial $69/mo
    ScrapeHero Managed service 50+ fields Fast No Custom
    Bright Data Google Maps Dataset API 40+ fields Fast Trial $500/mo
    Octoparse Desktop + cloud 30+ fields Medium Free tier $89/mo
    ScraperAPI + Custom API + code Custom Fast 5,000 credits $49/mo
    MapScraper Chrome extension 15+ fields Slow Free Free
    Stevdata Cloud API 40+ fields Fast Trial $29/mo
    ScrapeGraphAI Open-source AI Custom Varies Free Free (LLM costs)

    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

    Data Point Availability
    Business name All tools
    Address All tools
    Phone number All tools
    Website URL All tools
    Rating (stars) All tools
    Review count All tools
    Business category All tools
    Hours of operation Most tools
    Individual reviews Outscraper, Apify, Bright Data
    Review responses Outscraper, Apify
    Photos Outscraper, Apify, Bright Data
    Popular times Outscraper
    Price level Most tools
    Place ID All tools
    GPS coordinates All tools

    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.

  • Best CAPTCHA Solving Services 2026: Bypass CAPTCHAs Automatically

    Best CAPTCHA Solving Services 2026: Bypass CAPTCHAs Automatically

    CAPTCHAs are the biggest obstacle in web scraping and automation. These challenges — from simple image puzzles to invisible risk scores — are designed to stop bots. CAPTCHA solving services use a combination of human workers, AI models, and browser fingerprinting to solve them automatically.

    We tested the top CAPTCHA solvers on speed, accuracy, pricing, and support for the latest CAPTCHA types including reCAPTCHA v3, hCaptcha Turnstile, and Cloudflare challenges.

    Quick Comparison Table

    Service CAPTCHA Types Avg Speed Accuracy Starting Price API Quality
    2Captcha All major types 12-20s 99% $2.99/1000 Excellent
    Anti-Captcha All major types 10-15s 99% $2/1000 Excellent
    CapSolver AI-powered 2-8s 98% $0.80/1000 Good
    CapMonster Cloud AI + human 3-10s 98.5% $0.60/1000 Good
    DeathByCaptcha Image + reCAPTCHA 8-15s 98% $1.39/1000 Good
    NopeCHA AI browser ext 2-5s 96% Free tier Limited
    Buster Browser extension 5-10s 90% Free N/A
    AZCaptcha All types 10-15s 97% $1/1000 Good
    EndCaptcha reCAPTCHA focus 10-20s 98% $1.50/1000 Decent
    MetaBypass AI-powered 3-8s 97% $1/1000 Good

    1. 2Captcha — Most Reliable CAPTCHA Solver

    2Captcha is the industry standard for CAPTCHA solving. With support for every major CAPTCHA type, consistent accuracy, and rock-solid API, it’s the default choice for most developers.

    Key Features

    • reCAPTCHA v2, v3, invisible
    • hCaptcha, Turnstile, FunCaptcha
    • Image CAPTCHA, text CAPTCHA
    • GeeTest, KeyCaptcha, Capy
    • Rotate, grid, and click CAPTCHAs
    • API libraries in 20+ languages

    Pricing

    • Normal CAPTCHA: $2.99/1000
    • reCAPTCHA v2: $2.99/1000
    • reCAPTCHA v3: $2.99/1000
    • hCaptcha: $2.99/1000
    • Bulk discounts available

    Pros

    • Supports every CAPTCHA type
    • 99% accuracy guarantee
    • Largest solver workforce
    • Best API documentation

    Cons

    • Slower than AI-only solutions
    • Human-dependent (can be slow at peak)
    • Higher cost than some alternatives
    • No free tier

    2. Anti-Captcha — Best Developer API

    Anti-Captcha provides the cleanest, most developer-friendly API for CAPTCHA solving. Their documentation, error handling, and SDKs are the best in the industry.

    Key Features

    • All major CAPTCHA types supported
    • Excellent API with detailed documentation
    • Browser plugins available
    • Queue management and priority system
    • Callback/webhook support
    • Balance alerts and monitoring

    Pricing

    • Image CAPTCHA: $2/1000
    • reCAPTCHA v2: $2.50/1000
    • reCAPTCHA v3: $3/1000
    • hCaptcha: $2.50/1000

    Pros

    • Best developer experience
    • Excellent error handling
    • Good pricing
    • Browser plugin for testing

    Cons

    • Human workers = slower solve times
    • Accuracy drops during peak hours
    • No AI-only option
    • Interface less modern

    3. CapSolver — Fastest AI CAPTCHA Solver

    CapSolver uses AI/ML models to solve CAPTCHAs without human workers, delivering significantly faster solve times. Their AI approach handles reCAPTCHA, hCaptcha, and Cloudflare challenges in seconds.

    Key Features

    • Pure AI-powered solving (no human workers)
    • reCAPTCHA v2/v3, hCaptcha, Cloudflare Turnstile
    • FunCaptcha, GeeTest support
    • Browser extension
    • 2-8 second average solve time
    • Token-based and click-based solving

    Pricing

    • reCAPTCHA v2: $0.80/1000
    • hCaptcha: $0.80/1000
    • Cloudflare Turnstile: $0.80/1000
    • Bulk discounts available

    Pros

    • Fastest solve times (2-8 seconds)
    • Cheapest per-solve pricing
    • No human worker dependency
    • Growing CAPTCHA type support

    Cons

    • AI accuracy slightly lower than human
    • Newer platform — less proven
    • Some niche CAPTCHA types unsupported
    • Documentation could be better

    4. CapMonster Cloud — Best Hybrid Approach

    CapMonster Cloud combines AI models with human workers for the best of both worlds — fast AI solving for common CAPTCHAs, with human fallback for difficult ones.

    Key Features

    • AI + human hybrid solving
    • reCAPTCHA, hCaptcha, Turnstile
    • Image recognition
    • Self-hosted option (CapMonster2)
    • Priority queue management
    • API compatible with 2Captcha

    Pricing

    • reCAPTCHA v2: From $0.60/1000
    • hCaptcha: From $0.60/1000
    • Image: From $0.30/1000
    • Prepaid balance system

    Pros

    • Very competitive pricing
    • Fast AI solving with human backup
    • 2Captcha API compatible (easy switch)
    • Self-hosted option saves money at scale

    Cons

    • Smaller company
    • Less CAPTCHA type coverage
    • Self-hosted requires setup
    • Support response times vary

    5. DeathByCaptcha — Veteran Solver

    DeathByCaptcha has been solving CAPTCHAs since the early days. Their hybrid system uses OCR and human solvers, providing reliable results for common CAPTCHA types.

    Key Features

    • Image and reCAPTCHA solving
    • Hybrid OCR + human approach
    • API in 10+ languages
    • Socket and HTTP API options
    • Accuracy guarantee with refunds
    • Bulk pricing tiers

    Pricing

    • Image: $1.39/1000
    • reCAPTCHA: $2.89/1000
    • Package deals available

    Pros

    • Long track record
    • Accuracy guarantee
    • Dual API options (socket + HTTP)
    • Competitive image CAPTCHA pricing

    Cons

    • Limited modern CAPTCHA support
    • No Turnstile/GeeTest support
    • Aging platform
    • Slower than AI solutions

    6-10. Additional CAPTCHA Solvers

    NopeCHA — Best Free Option

    AI-powered browser extension that solves reCAPTCHA and hCaptcha for free (with limits). Best for personal use and testing.

    Buster — Free Browser Extension

    Open-source browser extension for solving audio reCAPTCHAs. Free but less reliable than paid services. Good as a supplement.

    AZCaptcha — Budget Alternative ($1/1000)

    Affordable CAPTCHA solving with all major types. Good for cost-sensitive projects. Growing AI capabilities.

    EndCaptcha — reCAPTCHA Specialist ($1.50/1000)

    Focused on reCAPTCHA solving with good accuracy. Smaller but reliable for specific use cases.

    MetaBypass — AI-Powered ($1/1000)

    AI-based solving with growing type support. Competitive pricing. Good for modern CAPTCHA types.

    How We Tested

    1. Solve Speed: Average time from submission to solved token for each CAPTCHA type
    2. Accuracy: Percentage of correctly solved CAPTCHAs that were accepted by the target site
    3. Uptime: API availability over 30 days
    4. API Quality: Documentation, SDKs, error handling, and ease of integration
    5. CAPTCHA Type Coverage: Number of supported CAPTCHA variants
    6. Cost Efficiency: Actual cost per successful solve (including failed attempts)

    Integrating CAPTCHA Solving with Scraping

    Most CAPTCHA solving services integrate with popular scraping tools:

    • Scrapy: Use middleware to automatically submit CAPTCHAs during crawling
    • Playwright/Puppeteer: Intercept CAPTCHA challenges and solve via API
    • Scraping APIs: Many (ScrapingBee, ScraperAPI) include CAPTCHA solving built in
    • Anti-Detect Browsers: Multilogin and others integrate with solving services

    Frequently Asked Questions

    How do CAPTCHA solving services work?

    They receive your CAPTCHA challenge (image or site data), solve it using AI or human workers, and return the solution token. You submit this token to the website to bypass the CAPTCHA.

    Is using CAPTCHA solving services legal?

    CAPTCHA solving services themselves are legal tools. However, using them to circumvent security measures may violate website terms of service. Always consult legal advice for your specific use case.

    Which CAPTCHA types are hardest to solve?

    reCAPTCHA v3 (invisible risk scoring) and Cloudflare Turnstile are the hardest — they analyze browser behavior over time, not just a single challenge. AI-based solvers like CapSolver handle these best.

    Can I reduce CAPTCHA encounters instead of solving them?

    Yes — using quality residential proxies, anti-detect browsers, and proper request patterns reduces CAPTCHA frequency significantly.

    How much does CAPTCHA solving cost at scale?

    At 10,000 solves/day, expect to spend $20-100/day depending on CAPTCHA type and provider. AI solvers (CapSolver, CapMonster) are most cost-effective at scale.

    Final Verdict

    Most Reliable: 2Captcha — widest CAPTCHA type support with consistent accuracy.

    Best Developer Experience: Anti-Captcha — cleanest API and best documentation.

    Fastest Solver: CapSolver — AI-powered solving in 2-8 seconds.

    Best Value: CapMonster Cloud — cheapest per-solve with good accuracy.

    Best Free: NopeCHA — free AI-powered browser extension for personal use.

    For a complete scraping setup, pair CAPTCHA solving with rotating proxies and an anti-detect browser for maximum success rates.