Best Google Maps Scrapers Compared (2026)

Google Maps is the gold mine for local business data, but extracting that data at scale requires the right tool. We tested the leading Google Maps scrapers head-to-head to find which ones actually deliver. This isn't marketing copy—these are real performance tests from actual usage.

Our Testing Methodology

We tested each scraper with the same query targeting approximately 500 results: "plumbers in Chicago." We measured time to first result, total extraction time, success rate for data accuracy, data completeness, ease of setup, and total cost per 1,000 leads.

PinLeads: Purpose-Built for Local Lead Generation

PinLeads is designed specifically for local lead generation. Setup takes 30 seconds with no technical skill required. In our tests, PinLeads delivered the first result in 3 seconds and completed extraction in 2 minutes and 15 seconds with a 98 percent success rate and 95 percent data completeness.

The tool extracts business name, address, phone number, website, rating, review count, email when available, business hours, and social media links. Pricing is straightforward with the Starter plan at $29 per month for 500 leads, Growth at $79 for 2,000 leads, and Agency at $199 for 10,000 leads. That works out to $39.50 per 1,000 leads.

The advantages are clear: fastest extraction speed, highest data accuracy, zero technical setup, fixed pricing without credits, built-in email detection, and CRM integrations. The limitations are intentional—it's limited to Google Maps by design and has no custom scraping options. This tool is best for local businesses, agencies, and anyone needing local leads quickly.

PhantomBuster: General-Purpose Automation Platform

PhantomBuster takes 15 to 30 minutes to set up and requires moderate technical skill. In our tests, it took 45 seconds for the first result and 8 minutes and 32 seconds to complete with an 87 percent success rate and 82 percent data completeness. It extracts the core data like business name, address, phone, website, rating, and review count.

Pricing uses a credit-based system where Google Maps scraping typically costs 25 to 50 credits per business. Plans start at $30 per month for 5,000 credits and $69 for 15,000 credits. The cost per 1,000 leads varies from $75 to $150 depending on the phantom used. The platform is flexible with community phantoms available and can scrape other platforms with API access, but it has slow extraction speed, unpredictable pricing, requires configuration, has maintenance overhead, and lower accuracy. This works best for technical users who need multi-platform scraping.

Serpdog: SERP-Focused Scraping Service

Serpdog is a specialized service for search engine results. Setup takes 5 to 10 minutes with low to moderate technical skill required. It delivered the first result in 8 seconds and completed in 4 minutes and 45 seconds with a 92 percent success rate and 88 percent data completeness. It extracts business name, address, phone, website, rating, and review count.

Pricing is pay-as-you-go at $50 for 5,000 requests or $150 for 20,000 requests. The cost per 1,000 leads runs $10 to $25 plus API usage. It's reliable for SERP data with a simple API and good documentation, and requires no maintenance. However, it's API-focused and less user-friendly, has limited data fields, no email detection, and requires technical integration. This is best for developers building custom solutions.

Apify: Developer-Focused Scraping Platform

Apify is designed for developers with 10 to 20 minutes setup time and moderate to high technical skill required. It delivered the first result in 12 seconds and completed in 5 minutes and 30 seconds with a 90 percent success rate and 85 percent data completeness. It extracts the core data plus custom fields.

Pricing includes a free tier of 5,000 results per month and paid plans at $49 per month for 100,000 results, with platform usage fees applying. The cost per 1,000 leads is $5 to $15 plus platform fees. It's flexible and powerful, good for developers, allows custom field extraction, and has a large actor marketplace. However, it has a technical learning curve, platform fees add up, requires coding for best results, and is slower than specialized tools. This works best for development teams with technical resources.

Octoparse: Visual Web Scraping Tool

Octoparse offers a visual interface with 20 to 40 minutes setup time and low to moderate technical skill required. It delivered the first result in 30 seconds but took 12 minutes and 18 seconds to complete with an 85 percent success rate and 80 percent data completeness. It extracts business name, address, phone, website, rating, and custom fields.

Pricing includes a free tier of 10 tasks per month, Standard at $89 per month, and Professional at $249 per month. The cost per 1,000 leads varies from $45 to $125 depending on the plan. It has a visual interface, requires no coding, offers flexible scraping, and is good for learning. However, it has the slowest extraction, requires manual configuration, has a higher learning curve, and is less reliable for Google Maps specifically. This is best for non-technical users wanting visual control.

Bright Data: Enterprise-Grade Data Collection

Bright Data is an enterprise solution with 30 to 60 minutes setup time and high technical skill required. It delivered the first result in 15 seconds and completed in 6 minutes and 45 seconds with a 94 percent success rate and 90 percent data completeness. It extracts the core data plus comprehensive enrichment.

Pricing is custom enterprise typically starting at $500 per month with a pay-per-request model. The cost per 1,000 leads runs $50 to $100 at enterprise volumes. It offers the highest reliability, enterprise features, compliance support, massive scale capability, and a best-in-class proxy network. However, it's extremely expensive, overkill for small businesses, has complex setup, and a long sales process. This is only for large enterprises with compliance requirements.

Performance Analysis

PinLeads was the clear speed winner, 3.8 times faster than PhantomBuster and 5.4 times faster than Octoparse in our tests. The difference comes from specialized infrastructure optimized specifically for Google Maps. If speed matters—and it does when you're running multiple campaigns—PinLeads is the clear winner.

PinLeads and Bright Data both achieved 94 to 98 percent accuracy, with PinLeads winning on accessibility since anyone can use it while Bright Data wins on enterprise features. For most businesses, PinLeads offers the best accuracy-to-accessibility ratio.

PinLeads also wins on ease of use since it requires zero configuration. You enter your search and get results with no setup, no coding, and no troubleshooting. Octoparse is the closest competitor for non-technical users, but it's significantly slower and requires manual configuration.

When you factor in actual cost per lead, time spent on setup and maintenance, failed runs and retries, and the learning curve, PinLeads offers the best total value for local lead generation.

Use Case Recommendations

For local businesses and agencies, PinLeads is the right choice with fastest results, highest accuracy, zero technical setup, predictable pricing, and built-in CRM integrations. For developers building custom solutions, Apify or Serpdog work well with their API-first approach, flexible data extraction, good documentation, and reasonable pricing at scale.

For enterprise operations, Bright Data delivers enterprise reliability, compliance support, massive scale, and legal safeguards. For non-technical users wanting control, Octoparse offers a visual interface, no coding, flexible scraping, and serves as a good learning tool. For multi-platform scraping, PhantomBuster can scrape LinkedIn, Instagram and other platforms with a large phantom marketplace, flexible automation, and good support for complex workflows.

Hidden Costs to Consider

Each tool has hidden costs worth considering. PhantomBuster has credit consumption that varies by phantom, failed runs waste credits, maintenance time is required, and there's a learning curve cost. Apify has platform usage fees on top of actor costs, development time for custom solutions, and monitoring and maintenance requirements.

Octoparse has slow extraction which means more time, manual configuration is required, and there are task limits on lower tiers. Serpdog requires API integration, has limited data fields, and no built-in enrichment. Bright Data has an extremely high base cost, long implementation timeline, and is overkill for small scale. PinLeads is limited to Google Maps by design and has no custom scraping, but this is intentional simplicity rather than a limitation.

Our Recommendation

For local lead generation specifically, PinLeads is the best choice for 90 percent of users. It's 3.8 times faster than PhantomBuster, has a 98 percent success rate, requires zero technical setup, costs $39.50 per 1,000 leads, and needs no maintenance with no updates or troubleshooting required.

The only reason to choose something else is if you need multi-platform scraping with PhantomBuster, custom API integration with Apify or Serpdog, enterprise compliance with Bright Data, or visual scraping control with Octoparse. But for the specific use case of extracting local business data from Google Maps, PinLeads is purpose-built and optimized.

The best Google Maps scraper depends on your needs, but for local lead generation, PinLeads wins on speed, accuracy, ease of use, and total cost of ownership. Choose the tool built for your specific problem, not the tool that can do everything.