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Google Play App Scraper for CSV Export

This Google Play app scraper collects app search results for a keyword and exports a structured CSV with app name, rating, developer, and app detail page URL. Import the workflow into the UScraper local desktop app, edit the Google Play search keyword, and build a reviewable app discovery dataset without writing a crawler or using a scraping API.

Output

CSV

Columns

4

Input

Keyword

Scroll

25 steps

Template

Free

At a glance

Scrape Google Play search results by keyword

The template opens a Google Play search page such as https://play.google.com/store/search?q=Video%20editing&c=apps. Change the q= value in the Navigate block to collect apps for another market, category, feature, or competitor phrase. Because Google Play search uses lazy loading instead of stable numbered pagination, the workflow scrolls the page before extraction rather than relying on page numbers.

Keyword-driven app discovery

Use one Google Play query to collect loaded app cards, then filter the CSV for ratings, developers, and app pages worth deeper review.

Spreadsheet-first output

Export app names, visible rating values, company or developer names, and canonical app detail URLs into a file your team can audit.

Lazy-load scrolling included

The workflow waits for app result links, scrolls in repeated steps, pauses for new cards to render, and only then starts Structured Export.

Local desktop execution

Your keyword, browsing session, and CSV stay in the desktop workflow unless you add your own upload, sync, or sharing step.

For deeper app research, pair this search template with the Google Play Review Scraper, the Google Play app detail scraper, and the Apple App Store Search Scraper. Browse the full UScraper template library when you need related search, marketplace, or review exports.

Who uses it

Use cases for Google Play app data exports

ASO teams

Keyword research

Favorable to scraping

Export apps ranking for a target phrase, compare visible ratings, and keep detail URLs for manual listing reviews.

Product researchers

Market mapping

Favorable to scraping

Collect competing apps for a niche such as video editing, finance tracking, education, or fitness before building a shortlist.

Agencies

Client discovery

Favorable to scraping

Create repeatable Google Play to CSV exports for approved keywords and hand the rows to analysts for tagging.


Automation flow

How the Google Play app scraper works

The Navigate block opens the Google Play app search URL. Edit the encoded keyword in q=Video%20editing to scrape another query while keeping c=apps for app results.

How to use

Export Google Play apps to CSV

1

Download and import

Download the hosted Google Play app scraper JSON and import it into UScraper.

2

Edit the search keyword

Open the Navigate block and replace Video%20editing in the Google Play URL with your encoded keyword, such as budget%20planner or language%20learning.

3

Keep the load checks

Leave the consent check, app-link wait, scroll injection, and post-scroll sleep in place for the first run. They reduce blank exports when Google Play responds slowly.

4

Confirm the export folder

Structured Export creates google-play-app-scraper.csv with headers. Change the save location before client, market, or campaign-specific runs.

5

Run and review

Start with one keyword, open the CSV, and spot-check app names, ratings, developers, and detail URLs against the browser before scaling your research.

Output preview

What the Google Play CSV contains

google-play-app-scraper.csv
CSV - UTF-8 - Create

Column

Name_of_App

Visible app title from the loaded Google Play search result card.

Column

Rating

Numeric rating parsed from visible card text, when Google Play exposes it.

Column

Company

Developer or company text inferred from the result card.

Column

App_Detail_Web_Page_URL

Absolute Google Play detail URL for the app result.

Sample rows

2 of many

Name_of_AppRatingCompanyApp_Detail_Web_Page_URL
CapCut - Video Editor4.3Bytedance Pte. Ltd.
VN Video Editor Maker VlogNow4.6Ubiquiti Labs, LLC
Headers included - one row per loaded Google Play app result link.
Name_of_AppRatingCompanyApp_Detail_Web_Page_URL
CapCut - Video Editor4.3Bytedance Pte. Ltd.https://play.google.com/store/apps/details?id=com.lemon.lvoverseas
VN Video Editor Maker VlogNow4.6Ubiquiti Labs, LLChttps://play.google.com/store/apps/details?id=com.frontrow.vlog
Example Video Maker4.1Example Studiohttps://play.google.com/store/apps/details?id=com.example.video

Frequently asked questions

Google Play search results may be publicly visible, but automated collection can still be limited by Google Play terms, robots directives, intellectual property rights, privacy rules, and local law. Use conservative pacing, avoid bypassing access controls, and get legal review before commercial use.

Before you run

Practical limits and maintenance notes

Keep these constraints visible

Rate limits

High-frequency search collection can trigger checks

Keep batches modest, avoid parallel browser runs, and add longer waits if Google Play shows verification, slow responses, or partial result lists.

Layout drift

Search cards can change over time

Empty app names, missing ratings, or repeated company values usually mean Google Play changed the card layout and the Structured Export columns need review.

Policy

Review usage rights before sharing datasets

Use exported app data for approved research workflows and avoid republishing datasets in ways your compliance process has not cleared.

Get Started

Download and use this template instantly

$50Free

What's Included

  • Template JSON file ready to import
  • Pre-configured scraping nodes
  • Works with UScraper desktop app

Open-source templates

UScraper templates are open source. Improve this workflow or contribute a new one to help the community grow.

Contribute on GitHub

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Available on Windows 10+ and macOS 12+ · Need help? [email protected]