Google Play Reviews Scraper for CSV Export
This Google Play reviews scraper opens public app detail URLs, loads the review dialog, scrolls through available comments, and exports app metadata plus review fields into a structured CSV. Import it into the UScraper local desktop app, replace the sample URLs, and collect reviewer names, ratings, dates, and review text without building a crawler.
CSV
10
Multi-app
Stability limit
Free
At a glance
Export Google Play reviews to CSV
The template starts from Google Play app detail URLs, captures app metadata before opening the reviews dialog, then scrolls the infinite review list until new rows stop loading. Structured Export writes each visible review row to google-play-review-scraper-cloud.csv with headers and append mode enabled.
Use it when you need a practical Google Play reviews CSV for a defined app list rather than a broad app-store crawl. For metadata without reviews, pair it with the Google Play app detail scraper. For discovery, combine it with the Apple App Store Search Scraper or the Google Search Scraper.
Review and app context together
Export each review with app name, developer, category, reviewer name, rating, review time, and comment text.
Built for repeatable app lists
Edit the Navigate block once, add your approved app URLs, and let Loop Continue process each app under the same schema.
Review dialog handling included
The workflow accepts common consent prompts, clicks the review panel, expands longer reviews, and waits before export.
Local desktop execution
Your input list and CSV stay in the desktop workflow unless you add your own upload, sync, or sharing step.
Who uses it
Use cases for a Play Store reviews scraper
ASO teams, product managers, support teams, agencies, and researchers use this workflow to compare review language, filter by rating or date, and turn public app feedback into a spreadsheet for approved analysis.
Automation flow
How the Google Play review extraction works
Edit the app URLs, run the workflow, and let UScraper open each detail page in sequence. It waits for the app title, stores metadata, opens the reviews dialog, expands longer comments, scrolls until the loaded count stabilizes, exports the visible rows, and moves to the next app URL.
How to use
Scrape Google Play reviews from app URLs
Add app detail URLs
Replace the sample Target and Evernote URLs in the Navigate block with approved Google Play app detail URLs.
Check the export folder
Structured Export writes google-play-review-scraper-cloud.csv with headers and append mode. Change the save location before larger batches.
Run a small test
Start with one or two apps, confirm the reviews dialog opens, and verify that metadata repeats correctly beside every review row.
Review the CSV
Open the file in Excel, Sheets, or your analysis tool, then deduplicate, filter by rating, or tag comments for follow-up.
Output preview
What the Google Play reviews CSV contains
google-play-review-scraper-cloud.csvColumn
app_name
Visible app title.
Column
company_name
Developer or publisher.
Column
app_url
Canonical app URL.
Column
developer_url
Developer listing URL.
Column
category
App category.
Column
category_url
Category URL.
Column
reviewer_name
Reviewer display name.
Column
review_time
Visible review date.
Column
star_rating
Numeric star rating.
Column
comments
Expanded review text.
| app_name | company_name | reviewer_name | review_time | star_rating | comments |
|---|---|---|---|---|---|
| Target | Target Corporation | Jordan Lee | May 18, 2026 | 4 | Checkout is faster after the latest update, but store pickup times still vary. |
| Evernote | Evernote Corporation | Maya R. | Apr 29, 2026 | 3 | Search works well, but sync felt slow on a large notebook. |
Comparison
Local template vs API and cloud review scrapers
| Option | Good fit | Trade-off |
|---|---|---|
| UScraper Google Play reviews template | No-code users who want review rows in a local CSV | Best for controlled batches, not large hosted data pipelines |
| Google Play Developer API | App owners managing their own developer-console review data | Requires authorized developer access and does not cover arbitrary competitor apps |
| Hosted review scraping platforms | Teams that want managed infrastructure and high-volume collection | App URLs, review data, and billing usually pass through a third party |
Frequently asked questions
Google Play reviews may be public, but automated collection can still be limited by Google Play terms, robots directives, privacy rules, and local law.
Before you run
Practical limits and maintenance notes
Keep these constraints visible
High-frequency review collection can trigger access checks
Keep batches modest and add longer waits if Google Play responses slow down or review rows stop loading.
Google Play review markup can change
Empty exports, missing star ratings, or repeated metadata usually mean the review dialog or export columns need maintenance.
Review usage rights before republishing data
Use exported reviews for approved research workflows and avoid publishing personal data or derived datasets without clearance.
Download the free template, install the desktop app from UScraper download, and use the template library to add sibling scrapers when your review dataset needs app details, search results, or marketplace context.
Get Started
Download and use this template instantly
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
All Templates