Google Play scraper and app store data extractor

What this robot does

The Google Play Store hosts millions of apps, and whether you are analyzing a competitor's app portfolio, researching market opportunities, or tracking app store trends, getting data out of Google Play manually is unrealistic at scale. This Google Play scraper extracts app listings from any search results or category page on the Play Store - app name, position, provider, rating, direct link, logo, and cover image - and delivers it as structured data you can filter, sort, and analyze in a spreadsheet or database.

Run it once for a snapshot or schedule it to track how app rankings and ratings change over time.

Here is what automated Google Play data extraction makes possible:

• ✓ Capture entire search result pages or top charts from Google Play into structured rows - not one app at a time, but the full list.
• ✓ Compare competing apps by rating, download count, and pricing in a single spreadsheet instead of tabbing between Play Store pages.
• ✓ Track how app rankings and ratings shift over time by scheduling recurring extractions on the same search queries or categories.
• ✓ Feed app store data into your product analytics, competitive intelligence dashboards, or market research databases through direct integrations.

How to scrape Google Play app listings in 4 steps

No Google developer account needed, no API quota limits to worry about, and no code to write. The robot runs in the cloud and handles all the data extraction.

• A free Browse AI account (no credit card required to start).
• A Google Play search URL or category page URL to scrape.

What can you do with Google Play Store data?

App store data fuels decisions across product, marketing, and investment teams. These are the workflows users build most often:

• Competitive analysis: Extract all apps ranking for your target keywords and compare ratings, download counts, and pricing in a structured spreadsheet.
• Market sizing: Scrape top charts and category pages to understand app density, average ratings, and download distribution in your market segment.
• ASO research: Analyze which app titles, descriptions, and categories appear in top positions for target search terms on Google Play.
• Investor due diligence: Track app download growth and rating trends for portfolio companies or acquisition targets.
• Product benchmarking: Compare your app's rating and download count against the competitive set on a weekly basis with scheduled runs.
• Trend detection: Monitor emerging app categories or new entrants in your space by tracking changes in search results over time.

What data does this Google Play scraper extract?

Every app listing on the page becomes a structured row with these fields:

Data is captured from the Google Play page at the time of extraction. Ratings, download counts, and rankings can change frequently on the Play Store.

Frequently asked questions

What is a Google Play scraper?
A Google Play scraper is a tool that extracts structured app listing data from the Google Play Store. This robot captures app positions, names, providers, ratings, direct links, logos, and cover images from any search results or category page, delivering the data as a spreadsheet-ready dataset.

Can I scrape app listings from Google Play for free?
Yes. Browse AI's free tier includes credits to run this robot at no cost. Sign up without a credit card and start extracting Google Play data immediately.

How many apps can I extract per search?
The robot captures every app listing visible on the Google Play page you provide. For search results, this depends on how many results Google Play returns for that query. You can also scrape multiple pages by queuing different URLs.

Can I track app rankings over time?
Yes. Schedule the robot to run daily or weekly on the same search query. Each run captures the current rankings and positions, and the data appends to your spreadsheet so you can see how positions change over time.

Is it legal to scrape Google Play Store?
Browse AI accesses publicly visible Google Play pages, the same information any user sees in a browser. Web scraping legality varies by jurisdiction and use case. Consult a legal professional if you have concerns about your specific situation.

Can I export Google Play data to a spreadsheet?
Yes. Browse AI connects natively to Google Sheets and Airtable. Results auto-append so your database grows with each run. CSV, JSON, and API access are also available.

Get more data by pairing with these robots

App store data tells a richer story when combined with data from the wider web:

• Google search results scraper - See how apps rank in Google web search alongside Play Store results. Combine with Play Store data for a complete visibility picture.
• Review scraper - If your app has a web presence with reviews on other platforms, extract that feedback alongside Play Store ratings for a complete sentiment view.
• Webpage text extractor - Pull the full description and marketing copy from any app's own website to compare with what appears in the Play Store listing.