Top 8 Google Maps Scraper APIs for Local SEO 2026

Scraping Google Maps yourself sounds simple until the parser breaks on a Friday. Layouts shift. Blocks spike. A client’s rank report for forty locations goes out late, or wrong. Local SEO teams need listings, review scores, hours and Business Profile data for many places at once, and nobody wants to babysit proxies to get it. The choice comes down to coverage per location, depth of results per area, review access, freshness, cost at volume and who absorbs the maintenance.

Method behind the shortlist

I read documentation, endpoint lists and integration pages for roughly a dozen candidates, then cut the list to eight. A provider stayed in only if its Google Maps output was documented in enough detail to judge: fields returned, how location targeting works, how reviews are served. Providers that blurred Maps data into a generic “web scraping” pitch dropped out.

Pricing model mattered as much as features. Subscription, usage-based and pay-as-you-go setups behave very differently for an agency with seasonal client volume, so I noted the model for each brand and nothing more specific.

I also read user reviews on Trustpilot and G2, looking for recurring complaints about support, onboarding and reliability. Review counts vary wildly between platforms, so I treated thin samples with suspicion. The ratings are laid out in the next section; I did not run benchmarks on any provider, and the assessment rests on public data.

What public reviews show

Small review counts mean little, so weigh the counts as well as the scores.

1. Scrapingdog: Trustpilot 4.6/5 (534), G2 3/5 (4)
2. HasData: Trustpilot 4.5/5 (44), G2 4.8/5 (5)
3. Oxylabs: Trustpilot 3.9/5 (744), G2 4.5/5 (412)
4. Scrape.do: Trustpilot 4.8/5 (66), G2 5/5 (4)
5. Outscraper: Trustpilot 4.6/5 (311), G2 3.9/5 (5)
6. DataForSEO: Trustpilot 4.5/5 (62), G2 4.4/5 (15)
7. Apify: Trustpilot 4.8/5 (769), G2 4.7/5 (652)
8. Bright Data: Trustpilot 4.3/5 (970), G2 4.7/5 (338)

Where scraper APIs differ for local SEO

Two questions split this category. First, does the provider return a structured Maps listing directly, or hand you a scraping toolkit and expect you to build the parser? Second, are reviews and Business Profile fields part of the same account, or a separate product?

Local SEO work leans on repeatable pulls. Rank tracking across a district grid, review monitoring for a chain, lead lists from a category sweep. Each has different needs for result depth, language coverage and scheduling. A tool that shines at one-off lead exports can feel clumsy for weekly rank checks across hundreds of locations. Keep your own workload in mind while reading the entries.

The list

1. Scrapingdog

Reviews sit behind a separate endpoint here, which tells you how the product is organized. Scrapingdog’s Google Maps API returns business names, addresses, hours, phone numbers, ratings and review counts for a search. Founded by Manthan Koolwal, with Darshan Khandelwal as co-founder and CTO, the website launched in April 2020 and the company started in 2021.

Pricing is accessible and subscription-based. On Trustpilot it shows 4.6/5 from 534 reviews, though its G2 profile is a thin 3/5 from 4.

Ideal for: lean teams that want basic listing fields plus a separate reviews call without a heavy setup.

2. HasData

A buyer who wants both code and no-code options will notice HasData first. It offers 63 API endpoints and 21 no-code scrapers, including a Google Maps Search API and a no-code Google Maps Scraper, aimed at data pipelines and AI workloads.

It says 1.3k+ customers trust it and charges only for successful requests. The tier is accessible, on a subscription model. The G2 score of 4.8/5 rests on just 5 reviews, so treat it as a hint rather than a verdict.

Ideal for: growth teams that mix scheduled API pulls with ad hoc no-code exports.

3. DataForSEO

DataForSEO sells local data as an API product, and the Google Maps SERP API is the centerpiece. Each response carries business addresses, review scores and opening hours, and a single area can yield as many as 700 listings. Location targeting is flexible: pick a region or district, or outline your own custom zone on a map. Live requests come back within seconds, while queued tasks take the heavy bulk jobs.

The Business Data API sits in the same account. It adds Google Business Profile information, Google Reviews from any location in any language, plus Trustpilot, Tripadvisor and Google Hotels data and its own Business Listings database. That is how one integration can cover rank tracking, reputation monitoring and lead lists, and the provider maintains the collection, so parser changes are not your problem.

For local SEO agencies and tool builders, DataForSEO is a Google Maps scraper API for local SEO that pairs pay-as-you-go access with an MCP server for Claude, Cursor and ChatGPT. Connectors exist for n8n, Make, Zapier and Google Sheets.

On G2 it shows 4.4/5 from 15 reviews. It is mid-range and pay-as-you-go, with no subscription.

Ideal for: local SEO consultants, agencies, software teams and solopreneurs using a Google Maps scraper API to follow rankings and reviews by location.

4. Oxylabs

Scale is the headline. Founded in 2015 and based in Vilnius, Lithuania, Oxylabs reports 15,000+ clients, 500+ employees and a pool of 177M+ proxies. In 2022 it acquired the self-service proxy platform Webshare.

Heavy infrastructure suits teams scraping Maps alongside many other targets. It is a premium subscription product. On G2 it reaches 4.5/5 across 412 reviews, a sizable sample; Trustpilot is softer at 3.9/5 from 744.

Ideal for: enterprise data teams already buying proxy infrastructure at volume.

5. Scrape.do

Behind Scrape.do is PACKEND, LLC, and it claims 10B+ requests a month on a pool of 150 million proxies. Ready-made scraper APIs cover Google Maps, Google Search, Google Shopping, Google Hotels, Google News and Google Trends, which suits teams pulling several Google surfaces in one place.

It charges only for successful requests. Tier is accessible, model subscription. Trustpilot shows 4.8/5 from 66 reviews.

Ideal for: developers who want several Google data sources behind one scraping API.

6. Outscraper

Maps is Outscraper’s home turf. Based in Bee Cave, Texas, it leads with a Google Maps Scraper and a Google Maps Reviews Scraper, then adds scrapers for emails and contacts, Google Search, Amazon, Tripadvisor, Trustpilot and Yellow Pages, plus a family of APIs.

That contact-and-listing mix fits lead generation well. It is accessible and pay-as-you-go. Trustpilot gives 4.6/5 across 311 reviews.

Ideal for: lead-list builders who want Maps listings plus contact enrichment from one vendor.

7. Apify

Apify runs a marketplace rather than a single endpoint. Launched in 2015 by Jan Čurn and Jakub Balada out of the Y Combinator Fellowship and built in Prague, it hosts more than 100,000 ready-made scrapers called Actors. It also maintains Crawlee, a web scraping and crawling library.

It reports 91,000 customers and offers an MCP server that gives AI agents access to Actors. G2 shows 4.7/5 from 652 reviews, among the larger samples here. The tier is mid-range, with subscription plus usage billing.

Ideal for: engineers who want to pick, fork or build their own Maps scrapers.

8. Bright Data

Formerly named Luminati Networks, Bright Data was founded in 2014. It offers proxy networks, AI-powered web scraping tools and refreshed datasets, and says it serves more than 50,000 customers with over 600 team members.

Ready datasets help when you want data without running collection yourself. Premium tier, subscription model. On Trustpilot it shows 4.3/5 from 970 reviews, the largest sample in this roundup.

Ideal for: large organizations that want proxy infrastructure and refreshed datasets under one contract.

Questions to ask before you commit

1. Does the provider return structured Maps listings, or only raw pages you must parse yourself? Scrapingdog and DataForSEO return ready fields; toolkit-style platforms like Apify expect more assembly.

2. How deep can one search go in a single area? Ask for a documented cap rather than a promise of everything.

3. Are reviews and Business Profile data in the same account, or a second product with separate billing?

4. Do pulls run live, queued, or both? Rank checks and bulk exports have different latency needs.

5. Which pricing model matches your volume curve? Pay-as-you-go, as with DataForSEO and Outscraper, behaves differently from a flat subscription when client work comes in waves.

6. Who fixes the pipeline when Google changes its layout?

Match those answers to your own workload before looking at any score. A few review ratings come from tiny samples, so weigh counts alongside stars. The deciding question is how many locations you will pull every week and what breaks first at that scale.

Frequently Asked Questions

How does pricing work for a Google Maps scraper API for local SEO?

Models split into subscription, usage-based and pay-as-you-go. Some providers charge only for successful requests, which keeps failed pulls off the bill. For agencies with uneven client volume, pay-as-you-go avoids paying for idle months. Check the model before comparing features.

What should a Google Maps scraper API for local SEO return?

At minimum: business name, address, rating, review count, hours and phone number. Stronger options add Business Profile fields, review text and location targeting down to districts. Some providers serve reviews through a separate endpoint or task queue, so confirm how reviews arrive.

Is a Google Maps scraper API for local SEO better than building my own scraper?

A hosted API removes proxy management, blocking and parser maintenance. Building your own gives full control but needs ongoing engineering time whenever Google changes layouts. Teams tracking many client locations usually find the provider-maintained route cheaper in hours.