ASO teams
Review language research
Export app reviews for target competitors, group comments by star rating, and identify recurring phrases that affect listing copy or keyword positioning.
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This Google Play reviews scraper opens public app detail URLs, loads the available avis or review dialog, scrolls through review cards, and exports structured feedback into CSV. Import it into the UScraper local desktop app to collect app rating, reviewer name, review date, star rating, helpful votes, and comment text without building a crawler or wiring a scraping API.
CSV
8
Multi-app
Until stable
Free
At a glance
The template is built for teams that already know which Android apps they want to monitor. Add Google Play detail URLs to the Navigate block, keep the language and country parameters aligned with your research scope, and run the workflow to download Google Play reviews into a local CSV. The sample bundle uses French review labels, so the export column names include avis wording, but the automation also checks common English review labels such as "See all reviews".
UScraper follows a practical browser path: Navigate to each app, wait for the page, verify that an app title exists, open the reviews dialog when the button is present, scroll the active review container, expand longer review text, wait for rows to stabilize, then export the loaded cards. If the app URL is unavailable or the review dialog is not present, the loop moves to the next URL instead of blocking the full batch.
Review rows with app context
Keep app name, app-level rating, total review count, reviewer, date, star rating, helpful votes, and comment text together in one audit-friendly row.
Batch-friendly URL input
Paste multiple approved Google Play app URLs into the Navigate block and let Loop Continue advance through the list.
Dialog and scroll handling included
The workflow opens the review panel, scrolls the detected container, and expands visible "read more" controls before export.
Local desktop execution
Your app list and exported CSV stay in the desktop workflow unless you add your own upload, sync, or sharing action.
For discovery before review collection, use the Google Play App Scraper. For a related review workflow, compare the Google Play Review Scraper, and use the Apple App Store Search Scraper when your research spans iOS. The full UScraper template library includes additional marketplace, search, and review exporters.
Who uses it
ASO teams
Review language research
Export app reviews for target competitors, group comments by star rating, and identify recurring phrases that affect listing copy or keyword positioning.
Product managers
Release feedback
Download Google Play reviews after a release and tag bug reports, UX complaints, feature requests, and positive feedback in a spreadsheet.
Agencies
Multi-app benchmarking
Collect review samples for approved app lists and keep a consistent CSV schema for client reporting, sentiment checks, or manual QA.
Automation flow
The Navigate block contains multiple Google Play app detail URLs. UScraper
waits up to 30 seconds for each page and checks for h1 span or
h1 so unavailable app pages can be skipped cleanly.
How to use
Download and import
Add approved app URLs
Replace the sample URLs in the Navigate block with Google Play detail pages
for the apps you are allowed to research. Keep hl and
gl parameters consistent across a batch.
Keep the review loader
Leave the review-button check, click, sleep, and injected scroll loop enabled for your first run. They handle the dialog and long-comment expansion before export.
Confirm the export folder
Structured Export writes google_play_app_avis_scraper.csv with
headers and append mode. Change the save location before client, market, or
release-specific runs.
Run and verify
Start with one app URL, open the CSV, and compare several rows against the visible Google Play reviews before expanding to a longer batch.
Output preview
The export shape mirrors the template JSON. Column names are intentionally preserved so the CSV matches the imported workflow exactly.
google_play_app_avis_scraper.csvColumn
nom_du_App
Visible app title from the current Google Play page.
Column
star_du_App
App-level rating, such as 4.5 star, when visible.
Column
nombre_avis
Total review count text parsed from the app page.
Column
nom_du_client
Reviewer display name from the review card.
Column
date_commentaire
Visible review date.
Column
star_rating
Numeric rating parsed from the review card label.
Column
nombre_avis_utiles
Helpful vote count, defaulting to 0 when not shown.
Column
commentaire
Expanded review text.
Sample rows
2 of many
| nom_du_App | star_du_App | nombre_avis | nom_du_client | date_commentaire | star_rating | nombre_avis_utiles | commentaire |
|---|---|---|---|---|---|---|---|
| Arknights | 4.5 star | 210K | Maya R. | May 12, 2026 | 5 | 18 | |
| Example Fitness App | 4.2 star | 34K | Jordan Lee | Apr 29, 2026 | 3 | 6 |
| nom_du_App | star_du_App | nombre_avis | nom_du_client | date_commentaire | star_rating | nombre_avis_utiles | commentaire |
|---|---|---|---|---|---|---|---|
| Arknights | 4.5 star | 210K | Maya R. | May 12, 2026 | 5 | 18 | Great strategy game, but the latest event download took longer than expected. |
| Example Fitness App | 4.2 star | 34K | Jordan Lee | Apr 29, 2026 | 3 | 6 | The workout tracking is useful, but sync can lag with older history. |
| Example Puzzle Game | 4.0 star | 8.2K | Alex P. | Mar 8, 2026 | 4 | 0 | Fun levels and clear hints; ads appear more often after level 30. |
Google Play reviews can be publicly visible, but automated collection may still be limited by Google Play terms, robots rules, copyright, privacy law, and local regulations. Use conservative pacing, do not bypass access controls, and get legal review before using exported review datasets commercially.
Before you run
Keep these constraints visible
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 counts stop increasing.
Review card markup can change
Empty reviewer names, missing star ratings, or blank comments usually mean Google Play changed the dialog layout and the Structured Export columns need review.
Review usage rights before sharing datasets
Use exported reviews for approved research workflows and avoid republishing personal data or derived datasets without compliance clearance.
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