Top 4 Google Play Scraping Providers Compared
We benchmarked four web scraping providers across Google Play product page URLs, sending 4,000 requests in total. For each request, we measured how reliably the provider returned data, how long it took from submission to final response, and how many metadata fields the response contained.
Vendors are ranked by the number of structured metadata fields returned. Vendors returning raw HTML provide no parsed fields and are ranked by completion time among themselves.
Google Play scraping benchmark
Only providers with a success rate above 90% were included in the final results.
For more details on the benchmarking process, see the benchmark methodology section.
What data you can scrape from Google Play
Bright Data and SerpApi were the only providers that returned structured JSON with parsed metadata fields. Nimble and Zyte returned raw HTML. For them, the table lists every metadata field you can extract from a Google Play product page:
Google Play scraping providers
Bright Data‘s Dataset Marketplace also offers two ready-made Google Play datasets:
- Google Play Store, Collect by URL (
play.google.com): targets app product pages and pulls detailed metadata, including title, developer, rating, install counts, content rating, monetization features, what’s new notes, screenshots, and version info. - Google Play Store Reviews, Collect by URL (
play.google.com): pulls the review history for any app URL passed in.
Two ready-made datasets for Google Play also live in Bright Data’s Dataset Marketplace:
- Google Play Store dataset: a pre-built collection of app metadata such as ratings, descriptions, update history, and developer information. Common use cases are performance analysis, market research, and behavioral insights.
- Google Play Store Reviews dataset: pre-collected reviews tied to apps in the catalog. Typically used for sentiment work, review monitoring, and tracking competitor feedback.
For the benchmark, we ran Google Play URLs through Bright Data’s “Google Play Store, Collect by URL” API. Bright Data returned structured JSON with 26 metadata fields per app, the most of any provider in the benchmark.
For Google Play, SerpApi offers five Google Play endpoints, each for a different section of the store:
- Google Play Store API (
engine=google_play): runs keyword searches across the full Google Play store and returns ranked app listings. - Google Play Games API: filters search results to the Games category specifically.
- Google Play Movies API: scrapes the movies store on Google Play.
- Google Play Books API: scrapes the books store on Google Play.
- Google Play Product API (
engine=google_play_product): given an app’sproduct_id, this endpoint scrapes the full product page and returns parsed JSON covering title, developer, rating, downloads, content rating, in-app purchases, what’s new, screenshots, ratings distribution, reviews, and similar apps.
SerpApi has no pre-collected Google Play datasets. Every SerpApi request queries Google Play live and returns current data.
We scraped Google Play app pages with SerpApi’s Google Play Product API. The API returns parsed JSON, so no HTML parsing is needed. SerpApi had the shortest end-to-end response times in the benchmark, often under one second per request.
Nimble does not offer a dedicated Google Play API. We sent Google Play product page requests through Nimble’s general-purpose Extract API.
The endpoint accepts any URL along with a render: true flag and a stealth browser driver (we used vx10), and returns the page as rendered HTML.
Zyte has no dedicated Google Play API. Every request goes to the same Zyte API endpoint, and a flag in the request payload sets the fetch mode. Setting browserHtml: true starts a headless browser, runs the page’s JavaScript and returns the fully rendered HTML. This is the only Zyte mode that returns complete Google Play product pages.
The alternative, httpResponseBody: true, skips browser rendering and returns the raw HTTP body, but most of the page content is missing in that mode.
For Google Play, we sent requests through the Zyte API with browserHtml: true.
How do providers handle user reviews on Google Play?
Bright Data and SerpApi return Google Play reviews as structured data. Nimble and Zyte have no review product, so reviews have to be parsed from the page HTML.
Bright Data offers a dedicated Google Play Store Reviews API, which collects reviews by app URL, and a ready-made Google Play Store Reviews dataset. Both are separate from its product page scraper.
SerpApi’s Google Play Product API returns recent reviews inline with each product page response and supports paginating through the full review history with the all_reviews=true parameter.
With Nimble and Zyte, reviews can be parsed from the rendered HTML with CSS selectors, but a Google Play product page shows only a few featured reviews. Getting the full review list requires loading the “See all reviews” section separately, which adds scraping steps.
Google Play scraping benchmark methodology
We benchmarked four web scraping providers across 1,000 real Google Play product page URLs, for a combined 4,000 requests.
A request had to satisfy three conditions in sequence to count as successful:
- The provider had to respond with an HTTP status in the 200 to 399 range, or a clean 404.
- The job had to finish without timing out or erroring.
- The response had to actually contain extractable data. For JSON outputs, that meant at least one of
title,rating,developer, ornumber_of_reviewswas populated. For HTML outputs, at least one of the CSS selectors we collected and listed before the benchmark had to match.
Completion time was measured wall-clock, from the moment the request was sent until the final response arrived. For asynchronous providers, this naturally absorbs queueing and polling delays.
The 1,000 URLs were assembled by running keyword searches across categories like games, social, productivity, finance, fitness, and photo & video, then deduplicating by product_id. The result spans a broad range of popularity tiers and app types.
All providers ran under the same constraints: one request at a time with no parallelism, a 2-second gap between consecutive requests, a 30-second backoff on HTTP 429 (up to 3 retries), a 300-second submission timeout, a 600-second execution timeout, and a single run per URL per provider.
Add as preferred sourceFAQs
Google Play is the largest distribution channel for Android apps, and its product pages expose a wide slice of useful market signals: app rankings inside categories, pricing, in-app purchase tiers, exact download brackets, version cadence, what’s new release notes, content rating, and “more by this developer” sections. Companies use this data to track competitor release timing, monitor monetization changes across apps, build ASO keyword research pipelines, feed review streams into NLP models, and benchmark download growth across regions. Manual collection is unrealistic at any meaningful scale.
Public Google Play pages can be accessed without authentication, and scraping publicly available web data is treated as legal in many jurisdictions, though the rules vary. Google’s Terms of Service do restrict automated access, so the practical considerations matter: respect server rate limits, do not bypass any login or paywall, do not collect personal data on reviewers beyond what’s publicly displayed, and check whether the data will be redistributed or sold. For commercial use cases, getting legal advice specific to your jurisdiction is the safe path.
Yes, when developers reply to user reviews, those responses are part of the public review data. Providers that return reviews (Bright Data’s Reviews dataset, SerpApi with all_reviews=true) include the developer response text alongside the original review when one exists.
Yes. Google Play exposes top-charts pages per category (top free, top paid, top grossing). Most scraping providers can fetch these pages directly, and SerpApi has a dedicated chart parameter on its Google Play Store API for retrieving them as structured JSON. This is useful for tracking which apps gain or lose ranking over time within a category.
Yes. The version and updated_on fields are both exposed on Google Play product pages and returned by structured providers. Scraping the page periodically and comparing values is a common way to detect new releases without relying on Google’s official channels.
Partially. The general scraping approach works on any Play Store page, but the field structure differs by store type. Books and movies have different metadata (author, runtime, publisher) than apps. SerpApi has separate engines for each store (google_play_movies, google_play_books, google_play_games). Bright Data’s apps dataset is specific to apps and would need a different dataset for the other store types.
Cite this benchmark
Pick the format that matches where you're publishing. Pasting the link version into your CMS preserves the backlink.
@misc{sipi2026,
author = {Şipi, Nazlı},
title = {{Top 4 Google Play Scraping Providers Compared}},
year = {2026},
month = aug,
howpublished = {\url{https://aimultiple.com/google-play-scrapers}},
note = {AIMultiple. Retrieved August 18, 2026}
}Results and timestamps of 18.5 thousand data points. Download the summary data shown in this article's charts and tables as a ZIP file containing 5 CSV files and a README.
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