Best Google Maps Scraper Tools in 2026

When extracting valuable business data from Google Maps, finding the best Google Maps scraper is crucial. Whether you’re a developer, marketer, or data analyst, you want a tool that is reliable, flexible, and capable of handling the complexities of Google Maps scraping in 2026.

If you want the very best tool, you've come to the right place. In this article, I will go through the top scrapers available, explain what makes them great, and ultimately show you what is the best Google Maps scraper.

Spoiler alert: it's ScrapingBee. After weighing the API capabilities, proxy management, and testing the scraping and automation, I found that this scraper is the best one. Want to know why and what the other contenders are? Continue reading!

TL;DR What’s the Best Google Maps Scraper in 2026?

For most users looking for the best Google Maps scraper, ScrapingBee's Google Maps Scraper API is the clear winner in 2026. It combines support for headless browsers, rotating proxies, CAPTCHA handling, and geotargeting to render and extract data from Google Maps pages reliably. This flexibility allows it to handle dynamic content, JavaScript rendering, and complex pagination with ease.

Other tools have their merits: some APIs offer structured access but often come with strict limits. Others provide no-code tools that simplify use but may lack scale. There are also browser extensions that provide quick local scraping but struggle with automation and reliability.

Top Google Maps Scrapers Comparison Table

Below is the comprehensive comparison of the top Google Maps scraping tools for 2026.

Top Google Maps Scraper Tools for 2026

This section reviews the top Google Maps scraper tools based on accuracy, speed, proxy handling, API flexibility, automation, and cost. These criteria reflect real-world needs for scraping business listings, reviews, coordinates, and more.

1. ScrapingBee

ScrapingBee is a “we'll-handle-the-nasty-bits” Web Scraping API: you send a Google Maps search or URL, and it returns structured data without you babysitting browsers, proxies, or CAPTCHAs.

• Accuracy & flexibility – Handles a wide range of Google Maps use cases (places, leads, reviews, directions) and returns clean JSON (names, addresses, ratings, etc.), plus you can fall back to the general HTML/AI extraction API for more customized data needs.

• Speed – Designed for high throughput with decent concurrency limits on paid plans and built-in JS rendering, so you can push a lot of Maps requests without constantly tuning performance yourself.

• Proxy handling – Proxies, rotation, geotargeting, and anti-bot tricks (including CAPTCHA handling and “stealth” modes) are baked in, so you don’t need your own proxy stack or IP rotation logic.

• Automation & DX – API-first with SDKs, Postman collections, and support for scripted browser flows, making it easy to plug into data pipelines, CRMs, or scraping workflows as a background service.

• Cost – ScrapingBee offers four monthly plans from $49 to $599, scaling from 250,000 to 8,000,000 API credits and 10 to 200 concurrent requests, with higher tiers adding priority support, account management, and team features.

2. Apify

Apify is a full scraping platform with ready-made Google Maps scrapers (“Actors”), plus APIs, scheduling, and storage, so you can turn Maps scraping into a repeatable data pipeline instead of a one-off script.

• Accuracy & flexibility – Pulls rich, structured data (contact info, ratings, hours, coordinates, etc.) with options to filter by location, language, and limits so that you can shape the dataset to your use case.

• Speed – Runs in Apify’s cloud with adjustable concurrency, so you can scale from tiny jobs to massive Maps crawls without babysitting infrastructure.

• Proxy handling – Supports Apify’s proxy add-ons (residential/datacenter), and most Maps Actors are built to work with rotating IPs and geotargeting out of the box.

• Automation – You can schedule runs, send results straight into datasets or webhooks, and hook everything to tools like Zapier/Make, which is great for “set it and forget it” lead or data refresh flows.

• Cost – There is a free tier with a small monthly credit allowance, then paid Personal, Scale, Business, and Enterprise plans (from about $49/month upward) that give more platform credits you can spend on this scraper as needed.

3. Outscraper

Outscraper is a cloud tool focused heavily on Google Maps data: you type in categories + locations (or use the API), and it spits out big, clean business or review datasets ready for CSV/Excel or pipelines.

• Accuracy & flexibility – It pulls rich, structured business info (name, address, phone, site, rating, reviews, coordinates, etc.) with filters for categories, areas, and advanced parameters, so you can go from broad “all businesses in X city” to very targeted lead lists.

• Speed – Runs on Outscraper’s own infrastructure and markets “limitless speed” and real-time updates, meaning it can chew through tens of thousands of listings pretty quickly compared with DIY scripts.

• Proxy handling – All scraping happens from their cloud servers with managed IP rotation, so you don’t deal with proxies yourself and your own IPs stay out of the firing line.

• Automation – You can trigger jobs via UI or API, export directly to CSV/Excel/JSON, and hook it into tools like n8n or your own systems, which makes it easy to keep CRMs, analytics, or AI models topped up with fresh Maps data.

• Cost – Pricing is pay-as-you-go: first 500 places are free, then roughly $3 per 1,000 records up to 100k and $1 per 1,000 beyond that, which is very budget-friendly if you’re doing big one-off pulls or irregular campaigns.

4. PhantomBuster

PhantomBuster is an automation platform built around “Phantoms” and “Flows” that can grab Google Maps results, enrich them with contact data, and push everything into your lead-gen workflows without much coding.

• Accuracy & flexibility – The Google Maps Search Export and Search-to-Contact-Data flows pull names, categories, addresses, phones, websites, emails, social profiles, and more into CSV/JSON, so you can go from simple searches to pretty detailed B2B lead lists.

• Speed – Everything runs in PhantomBuster’s cloud, so once your Phantom is set up it can churn through multiple Maps URLs or sheet-based lists in the background and auto-skip duplicates, which is great for “set and forget” lead scraping.

• Proxy handling – They strongly recommend proxies for Google Maps and let you plug in PhantomBuster’s own fixed-IP proxies or your own provider, so you can lock results to a location and reduce weird geo-variance or rate limiting.

• Automation – You can chain Phantoms into Flows (e.g., Maps → website crawler → email enrichment), schedule runs, and integrate via webhooks or spreadsheets, which makes it handy for ongoing local lead-gen campaigns.

• Cost – Phantombuster offers a free 14‑day trial, then paid plans starting with Starter at about $69 per month, Pro at $159 per month, and Team at $439 per month, which scale execution hours, Phantom slots, and AI/email credits for higher automation needs.

5. Octoparse

Octoparse is a no-code scraper with ready-made Google Maps templates, so non-developers can click around the page and export business data without touching code.

• Accuracy & flexibility – Templates plus a visual editor let you grab names, addresses, phones, ratings, reviews, etc., and still adjust fields when you need something more custom.

• Speed – Smaller jobs can run on your desktop; bigger Maps crawls can be pushed to their cloud for parallel, faster execution.

• Proxy handling – Cloud plans include built-in IP rotation and anti-block features, so you’re less likely to run into bans or throttling on heavy runs.

• Automation – You can schedule scrapes, run them 24/7 in the cloud, and export to CSV/Excel/JSON or connect via integrations like Sheets/Zapier.

• Cost – Octoparse uses tiered subscriptions: a free plan with limited local-only scraping, then paid Standard plans starting around $70–$80 per month, Professional around $250–$300 per month, and custom-priced Enterprise tiers for large-scale or team deployments.

6. Map Lead Scraper

Map Lead Scraper is a free browser extension that turns Google Maps search results into lead lists you can export to CSV/Excel in just a couple of clicks.

• Accuracy & flexibility – Focused on lead gen, it pulls structured business info like names, addresses, phones, emails, websites, and social profiles directly from Maps listings.

• Speed – As a lightweight extension, it’s much faster than manual copy-paste, scraping whole results pages into a file in seconds.

• Proxy handling – It runs inside your own browser session, so there’s no built-in proxy stack; fine for light/medium usage, but heavy scraping will depend on how you manage your browser and IP.

• Automation – You don’t get full cloud scheduling, but the “search → click → export” flow fits nicely into semi-automated workflows with spreadsheets or simple scripts.

• Cost – Map Lead Scraper offers a free plan with 1,000 monthly leads (15 at a time), a Pro monthly plan at $19.9 for 100,000 leads (unlimited exports), and a yearly Pro at $9.9/month equivalent. It functions as a Chrome extension for scraping Google Maps business data like contacts and profiles.

7. NoDataNoBusiness

NoDataNoBusiness gives you a Google Maps scraper inside a Google Sheets add-on, so you can build and refresh lead lists using simple formulas instead of code.

• Accuracy & flexibility – Prebuilt Maps templates and selectors pull clean fields like name, address, phone, website, and rating straight into Sheets, with the option to tweak what you capture if you need something custom.

• Speed – Great for “paste 500+ searches and go” workflows, turning big batches of Maps results into a structured sheet in minutes instead of manual copy-paste.

• Proxy handling – All scraping runs through their backend with managed proxies and localization, so you don’t have to worry about IPs or faking your location.

• Automation – You can schedule refreshes and let Sheets update in the background, which is handy for always-fresh prospecting or monitoring local listings.

• Cost – NoDataNoBusiness (ImportFromWeb) offers tiered monthly plans for web scraping in Google Sheets: Starter at $39, Business at $129, and Enterprise at $359, based on credits for page loads, with a 30-day free trial of 200 credits.

8. Scrapingdog

Scrapingdog is a dev-friendly Google Maps API: you send a query or place ID and get clean JSON with place details, while they handle all the scraping heavy lifting in the background.

• Accuracy & flexibility – Dedicated Maps endpoints (search, place details, reviews) return structured fields like address, phone, rating, and coordinates, and you can combine them with their general scraper for extra data from the business website.

• Speed – Built as a real-time API that works well for both single lookups and bulk lead extraction, so you can comfortably use it in live apps or batch jobs.

• Proxy handling – Proxy rotation, headless browsers, and localization are fully managed on their side, so you don’t touch IPs or anti-bot tricks at all.

• Automation – Easy to plug into Python, Google Sheets, or no-code tools, which makes it simple to build always-on lead-gen and enrichment workflows.

• Cost – ScrapingDog’s main plans start around $40 per month for 200,000 request credits, scaling to about $90 for 1,000,000 and $200 for 3,000,000, with higher tiers increasing concurrency and adding priority support.

9. G Maps Extractor

G Maps Extractor is a browser extension + cloud tool that turns Google Maps searches into exportable lead lists with contact and business details.

• Accuracy & flexibility – Focused on lead gen from Maps, it pulls structured info like name, address, phone, email, socials, reviews, and coordinates, so you get nicely usable prospecting data.

• Speed – You run a search, click extract, and it sweeps through the visible results (and beyond) much faster than any manual copy-paste marathon.

• Proxy handling – It leans on your browser session and its backend rather than giving you deep proxy controls, which is fine for typical lead-gen volumes but not a hardcore anti-detect setup.

• Automation – Data can be exported to CSV/Excel/JSON or fetched via their cloud/API, so it fits well into semi-automated CRM or outreach workflows.

• Cost – G Maps Extractor offers a free plan for 1,000 monthly leads, Professional at an unspecified price for 100K leads (with 250 reviews/place), and Business for 500K leads. Other variants like GMaps-Extractor charge $29/month Basic for 10K export credits up to $256/month Company for 100K.

10. MapsScraper

MapsScraper is a Chrome/Edge extension that turns Google Maps searches into clean lead lists (with contact details) in just a couple of clicks, no coding needed.

• Accuracy & flexibility – Built for lead gen, it grabs business name, address, phone, emails (via website), rating, reviews, website, and social profiles from standard Maps searches.

• Speed – You search on Maps, hit the extension, and it sweeps through results in bulk, turning hundreds of listings into a CSV in minutes.

• Proxy handling – Runs inside your browser session with no advanced proxy controls, which is fine for normal sales/marketing use but not extreme-scale scraping.

• Automation – Exports straight to CSV/Excel/JSON so you can plug the data into Sheets, CRMs, or your own scripts for simple automations.

• Cost – MapsScraper offers Google Maps scraping plans at $19/month (unlimited leads/emails/phones), $57 for 3 months, or $190/year (2 months free), with CSV/Excel/JSON exports and 24/7 support.

What Is a Google Maps Scraper?

If you are just learning how to scrape Google Maps, you need to know the basics. That being said, Google Maps scraper is a tool, ranging from APIs and browser extensions to no-code apps, that extracts data from Google Maps. Scraping tools are essential when you need comprehensive datasets or want to bypass API restrictions.

This data includes business names, addresses, ratings, coordinates, reviews, hours of operation, and more. Unlike the official Places API, scrapers can access data points that might be missing or limited by API quotas and costs.

Places API vs. Scraping Tools

The Google Places API offers structured data but comes with strict rate limits, costs, and sometimes incomplete datasets. Scraping tools fill these gaps by extracting data directly from the web interface, providing more comprehensive coverage and flexibility.

In particular, developers often combine both approaches: using the Places API for basic data and scraping for deeper insights like reviews or niche business categories.

Choosing the Right Google Maps Scraping Tool

Selecting the best online scraper for Google Maps depends on several factors:

• Data types needed: Do you want just listings, or also reviews, hours, photos?

• Volume: Are you scraping hundreds or thousands of businesses?

• Automation: Do you need scheduled scraping or real-time data?

• API access: Is programmatic access essential?

• Proxy management: Does the tool handle proxies and geotargeting?

• Geography: Are you targeting specific countries or global data?

• Compliance: How does the tool handle legal and ethical considerations?

• Cost: What fits your budget?

Matching these criteria to your use case ensures you pick a tool that balances features and cost effectively.

Why ScrapingBee Is the Best Google Maps Scraper for 2026

Here's the thing: ScrapingBee’s developer-friendly API, unlike some other tools, is designed to handle the evolving challenges of Google Maps scraping. It's powered by JavaScript rendering engine, which ensures dynamic content loads correctly, while the built-in proxy pool manages IP rotation and geotargeting seamlessly.

On top of that, when Google Maps changes its DOM structure, ScrapingBee’s flexible parameters and error retries maintain scraping reliability. This API also doubles as Google Maps Review Scraper. As a result, it can handle both small-scale projects and enterprise-level data extraction.

For this reason, teams use this API for lead generation, scraping multiple regions and keywords automatically, and extracting insights from reviews and business data. This combination of technical robustness and ease of use makes it the top choice in 2026.

Food for Thought

Looking ahead, Google Maps scraping in 2026 faces new challenges: evolving anti-bot measures, frequent DOM changes, and the rise of LLM-assisted crawling techniques. That's why, ethical scraping and compliance with Google’s terms remain critical. Structured location data is becoming more important for AI and analytics, so tools that can adapt quickly and maintain data quality will lead the way.

Start Scraping Google Maps Today

Ready to dive in? ScrapingBee offers simple onboarding, robust documentation, and reliable performance at scale. It handles all the complexities behind Google Maps scraping so you can focus on analyzing and using your data effectively.

Get started now by signing up.

Best Google Maps Scraper FAQs

Is scraping Google Maps legal in 2026?

Scraping legality depends on jurisdiction and adherence to Google’s terms of service. Always ensure compliance with local laws and ethical guidelines.

What data can I extract with a Google Maps scraper?

You can extract business names, addresses, phone numbers, ratings, reviews, coordinates, hours, and more.

How do I choose the best Google Maps scraper for my project?

Consider your data needs, volume, automation, API access, proxy handling, geography, compliance, and budget.

Can I scrape Google Maps reviews at scale?

Yes, but it requires a tool with JavaScript rendering, proxy rotation, and error handling like ScrapingBee.

What’s the difference between the Places API and a Google Maps scraper?

The Places API offers structured data with limits and costs; scrapers extract data directly from the web interface for broader coverage.

How do Google Maps scrapers avoid blocks and CAPTCHAs?

By using rotating proxies, headless browsers, CAPTCHA solving services, and geotargeting.

What is the safest way to scrape Google Maps without violating terms?

Use tools that respect rate limits, avoid aggressive scraping, and comply with legal and ethical standards.

Which Google Maps scraper is best for developers?

For developers, ScrapingBee stands out: a clean HTTP API, solid client libraries, built-in proxy/CAPTCHA handling, and flexible JS or HTML extraction make it easy to integrate Google Maps scraping directly into codebases.

Which Google Maps scraper is best for marketers and lead gen?

For marketers and lead gen, ScrapingBee is the best overall choice thanks to its reliable API and automation-friendly setup. If you prefer no-code or low-code flows, NoDataNoBusiness (Sheets-based) and PhantomBuster (automation flows) are very marketer-friendly alternatives.

How can I scrape thousands of businesses efficiently?

To scrape thousands of businesses efficiently, use scalable tools like ScrapingBee or Apify that handle proxy rotation, CAPTCHAs, and retries for you. Combine their APIs with simple scheduling (cron, workflows, or no-code automations) and bulk exports to keep performance high, block rates low, and data flowing straight into your CRM or database.