ASO teams
Rating and keyword reviews
Favorable to scraping
Export recent public feedback, segment comments by star rating, and compare review language across competing apps.
App Stores$50Free
Google Play Review Scraper for CSV Export
This Google Play review scraper loads public app review pages, scrolls through the available review cards, expands long comments, and exports app metadata plus review details into a structured CSV. Import the workflow into the UScraper local desktop app, edit the app URLs, and collect reviewer names, ratings, dates, helpful votes, comments, and app versions without building a crawler.
Output
CSV
Columns
10
Inputs
Multi-app
Scroll
90s wait
Template
Free
At a glance
Export Google Play reviews to CSV
The workflow starts from Google Play app detail or review URLs, waits for the page to render, starts an asynchronous review loader, and gives Google Play time to append more review cards through infinite scrolling. After review rows appear, Structured Export writes one row per card with the app name, developer, page URL, reviewer, review date, star rating, helpful vote count, comment text, app version, and review ID when available.
Use this template when you already have an approved list of Google Play apps and need a repeatable Google Play reviews CSV for analysis. For app-level metadata without review text, pair it with the Google Play app detail scraper. For marketplace discovery, use the Apple App Store Search Scraper or browse the UScraper template library.
Review context in every row
Keep app name, developer, source URL, rating, review date, comment text, and app version together so exports are easy to filter and audit.
Built for app batches
Edit navigate.urls to process multiple approved Google Play apps under the same CSV schema.
Infinite review loading handled
The template opens the review view, scrolls the active review container, expands longer comments, and waits before export.
Local desktop execution
Your app list and CSV remain in the desktop workflow unless you add your own upload, sync, or sharing step.
Who uses it
Use cases for Google Play review extraction
Product managers
Release monitoring
Favorable to scraping
Download Google Play reviews after major updates and tag recurring bugs, feature requests, or sentiment changes in a spreadsheet.
Research agencies
Multi-app benchmarking
Favorable to scraping
Collect review samples for approved app lists and keep the source page URL beside each row for client-facing QA.
Automation flow
How the Google Play reviews scraper works
The Navigate block opens URLs such as https://play.google.com/store/apps/details?id=...&hl=en&showAllReviews=true. Replace the sample app URL with your approved Google Play app detail or review URLs.
How to use
Scrape Google Play reviews from app URLs
1
Download and import
Download the hosted Google Play review scraper JSON and import it into UScraper.
2
Add app URLs
Replace the sample URL in the Navigate block with your approved Google Play app detail URLs. Add showAllReviews=true when you want the run to start from the review view.
3
Confirm waits and scroll depth
Keep the page-load wait, the review-loader block, and the 90-second wait for the first test. Increase pacing only after verifying stable output.
4
Set the export folder
Structured Export writes google-play-review-scraper.csv with headers and append mode. Change the save location before client, market, or release batches.
5
Run and review
Start with one app, open the CSV, and spot-check ratings, dates, and comments against the browser before expanding the input list.
Output preview
What the Google Play reviews CSV contains
google-play-review-scraper.csvColumn
app_name
Visible app title from the current Google Play page.
Column
company_name
Developer or publisher shown on the app page.
Column
page_url
Final browser URL for the reviewed app page.
Column
reviewer_name
Reviewer display name.
Column
review_date
Visible review date text.
Column
star_rating
Numeric rating parsed from the review card label.
Column
helpful
Helpful vote count when Google Play exposes it.
Column
comments
Expanded review text.
Column
app_version
App version mentioned with the review, when available.
Column
review_id
Review identifier when present in the page markup.
Sample rows
2 of many
| app_name | company_name | page_url | reviewer_name | review_date | star_rating | helpful | comments | app_version | review_id |
|---|---|---|---|---|---|---|---|---|---|
| Target | Target Corporation | Jordan Lee | May 18, 2026 | 4 | 23 | Checkout is faster after the latest update, but pickup times still vary. | 2026.19.0 | ||
| Example Fitness App | Example Labs | Maya R. | Apr 29, 2026 | 3 | 7 | Tracking is useful, but sync felt slow on a large history. | 5.8.1 |
Headers included - each configured app URL appends loaded review rows under the same schema.
| app_name | company_name | reviewer_name | review_date | star_rating | helpful | comments | app_version |
|---|---|---|---|---|---|---|---|
| Target | Target Corporation | Jordan Lee | May 18, 2026 | 4 | 23 | Checkout is faster after the latest update, but pickup times still vary. | 2026.19.0 |
| Example Fitness App | Example Labs | Maya R. | Apr 29, 2026 | 3 | 7 | Tracking is useful, but sync felt slow on a large history. | 5.8.1 |
Comparison
Local template vs APIs and cloud review scrapers
| Option | Good fit | Trade-off |
|---|---|---|
| UScraper template | No-code users who need public review rows in a local CSV | Best for controlled batches, not high-volume hosted pipelines |
| Google Play Developer API | App owners replying to or managing their own reviews | Requires authorized developer access and does not cover arbitrary competitor apps |
| Hosted scraping APIs | Teams that want managed infrastructure and proxy handling | 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, intellectual property rights, and local law. Use modest 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 review collection can trigger access checks
Keep batches modest, avoid parallel loops, and add longer waits if Google Play responds slowly or review rows stop increasing.
Layout drift
Review card markup can change
Empty exports, missing star ratings, or blank app versions usually mean the review dialog or Structured Export columns need maintenance.
Policy
Review usage rights before sharing datasets
Use exported reviews for approved research workflows and avoid republishing personal data or derived datasets without clearance.
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
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