ASO teams
Release monitoring
Favorable to scraping
Export Google Play reviews after each release and sort complaints by date, rating, and app version context from your own research notes.
Reviews & Ratings$50Free
Google Play Reviews Scraper for CSV Export
This Google Play reviews scraper imports a ready-made UScraper workflow for turning public app review pages into a structured CSV. Add one or more Google Play app URLs, run the local desktop app, and export reviewer names, review dates, star ratings, helpful counts, app metadata, and comments without writing code.
Output
CSV
Columns
8
Inputs
Multi-URL
Runtime
Local app
Blocks
6
Best fit
Who uses a Google Play reviews CSV scraper
Product and QA leads
Bug triage
Nuanced outcome
Pull low-star comments into a spreadsheet before grooming tickets, then compare complaint language with exports from the Trustpilot review scraper.
Market researchers
Competitor review audits
Favorable to scraping
Collect app review rows across multiple package URLs and pair them with search visibility from the Google SERP scraper.
The strongest use case is structured review analysis: extracting enough fields to group praise, complaints, and feature requests by app, developer, URL, rating, and review text. For broader reputation work, combine this template with the IMDb reviews export or browse more review workflows in the UScraper template library.
How to use
Scrape Google Play reviews with the workflow
1
Download and import
Download the hosted template JSON from this page, then import it into the UScraper desktop app.
2
Add app detail URLs
Replace the sample Google Play URLs with the app pages you want to process. The workflow is built for multi-URL runs.
3
Choose the CSV location
The bundled export writes to etsy_scraper_reviews.csv. Rename the file or save folder in Structured Export if you prefer google_play_reviews.csv.
4
Run the browser automation
UScraper navigates to the app page, waits for loading, opens the reviews surface when available, expands short text, and scrolls to load more rows.
5
Export and loop
Structured Export captures the rendered review rows, appends them to CSV, then Loop Continue advances to the next configured URL.
Output preview
What the Google Play reviews CSV includes
etsy_scraper_reviews.csvColumn
app_name
The app title detected from the Google Play listing.
Column
company_name
The developer or publisher name shown on the app page.
Column
page_url
The source Google Play app detail URL.
Column
name
Reviewer display name.
Column
time
Review date text as rendered by Google Play.
Column
star_rating
Numeric rating extracted from the review row.
Column
helpful
Helpful vote count when visible.
Column
comments
The review body after expanded text is opened.
Sample rows
2 of many
| app_name | company_name | page_url | name | time | star_rating | helpful | comments |
|---|---|---|---|---|---|---|---|
| Target | Target Corporation | Maya P. | May 18, 2026 | 4 | 12 | Easy checkout, but barcode scanning took a few tries in store. | |
| TikTok | TikTok Pte. Ltd. | Andre K. | Apr 02, 2026 | 2 | 7 | Video upload froze after the latest update and drafts disappeared. |
Columns mirror the Structured Export block in the bundled workflow.
The output is deliberately spreadsheet-first. It works for quick manual review, pivot tables, keyword tagging, support triage, or downstream NLP jobs where you need Google Play reviews CSV rows instead of screenshots or copied text.
Frequently asked questions
Public Google Play reviews may still be governed by Google Play terms, privacy rules, and local law. Use this template for legitimate research, avoid bypassing access controls, keep request volume reasonable, and get legal review before republishing, reselling, or using personal review text in regulated workflows.
Before you run
Practical limits and maintenance notes
Things to check before larger exports
Rate limits
Avoid aggressive repeated runs
Google Play pages can throttle, slow down, or stop loading rows if a browser session behaves too aggressively. Start with a small app list, keep one run at a time, and increase waits if review cards stop appearing.
Selector drift
Google markup can change
The workflow targets rendered review rows and helper fields created by the injected script. If Google changes obfuscated classes or review dialog behavior, update the row selector or enrichment step before scaling.
Policy
Respect Google Play and privacy rules
Treat review text as user-generated content. Do not collect more than you need, avoid sensitive reuse, and review platform terms before publishing excerpts or building commercial datasets.
Browse the UScraper templates library for adjacent scrapers, or install the app from uscraper.io/download when you are ready to run this download Google Play reviews workflow locally.
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 GitHubBrowse more templates in the library
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