🚀 Why Use This Google Play Review Scraper?
- ⏱ Save time collecting large volumes of app reviews
- 💬 Capture real user feedback and sentiment
- 📊 Analyze ratings, trends, and common complaints
- 🧠 Support product improvement and competitor analysis
- 📁 Export clean, structured datasets for reporting
Ideal for understanding how users perceive Android apps over time.
Data Preview
App_Name | Company_Name | Page_URL | Name | Time | Star_rating | Helpful | Comments |
|---|---|---|---|---|---|---|---|
Target | Target Corporation | https://play.google.com/store/apps/details?id=com.target.ui&hl=en&showAllReviews=true | J.D. | May 25, 2022 | 4 | 15 | The app is great, except the manage Red Card section is broken, and keeps locking up. It's disappointing that they don't fix this so people can reliable check their balance for their store card. Besides that, it's the best app I've used for shopping at stores. You can scan items, find what's in stock, and it makes checking out effortless, you just scan your in-app barcode, and select pay with wallet, and you get a receipt. A perfect example of the ideal store app. |
Target | Target Corporation | https://play.google.com/store/apps/details?id=com.target.ui&hl=en&showAllReviews=true | Tonya Baird | May 26, 2022 | 2 | 12 | Pros: I love being able to do Target Pick-up. It's a lifesaver when you have multiple littles! Cons: It is beyond frustrating when it says the item is in stock and two hours later you get the message that your order is ready, but the main item you needed and did the entire order for, is actually out of stock. It happens WAY too often. I wish they would get it together on having accurate information on stocked items. |
Target | Target Corporation | https://play.google.com/store/apps/details?id=com.target.ui&hl=en&showAllReviews=true | Anna Full | April 30, 2022 | 1 | 61 | I'm super frustrated by the app it's been on my phone for almost 3 years with no issue and now I can't get past a screen that can't find any stores anywhere. It's a super fun app. I'm over the app, nothing is fixing it. It's also worth noting a couple months ago I did a drive up order the store couldn't find but they still took my money even though my order wasn't in their system. |
Target | Target Corporation | https://play.google.com/store/apps/details?id=com.target.ui&hl=en&showAllReviews=true | Angela Schwartz | May 5, 2022 | 1 | 85 | I've been using the app for almost a year with no problems but now suddenly I can't get past a screen asking to find store locations, which should have already been saved to my account. Every time I try to enter a couple of characters for City or zip, I receive a failure notification and the app does nothing. It is now useless. Target fix this issue. |
Target | Target Corporation | https://play.google.com/store/apps/details?id=com.target.ui&hl=en&showAllReviews=true | Crazy Dud 33 | May 15, 2022 | 2 | 43 | While I have been using this for years, by necessity, it has always had issues. Occasionally the issues are major. The worst is that, when you tell it to remember your device, it NEVER actually does (not on Android, at least), thus forcing you to get a security email passcode everytime you want to look at your Red card account. Worse still, every once in a while, the passcode email just will not send. It claims it does, but it never actually arrives. |
Target | Target Corporation | https://play.google.com/store/apps/details?id=com.target.ui&hl=en&showAllReviews=true | Jean Devine | May 7, 2022 | 1 | 38 | NEGATIVE 5 stars. My purchase history disappeared. The app is saying I have never purchased anything. This is a recent issue. I thought if I updated the app, it would self correct. Nope. Gone. Everything is gone. On top of that, annoyingly, almost every time I open the app, it requires a password. Even if I had the app open, was actively using it, and the screen timed out. |
Target | Target Corporation | https://play.google.com/store/apps/details?id=com.target.ui&hl=en&showAllReviews=true | Samantha M | May 5, 2022 | 3 | 51 | Bug! If you click add to cart, click the item to modify the quantity, go back to search, the cart status button goes back to add to cart. Also, changing the order quantity requires way too many taps. Should be able to edit that once it's in your cart or at least without tapping again when changing between drive up and pick up in store. Not user friendly. |
📊 Data You Can Extract
Depending on what Google Play publicly displays, this template can extract:
- ⭐ Rating
- 💬 Review text
- 👤 Reviewer name
- 🗓 Review date
- 📱 App version (if available)
- 👍 Helpful vote count (if available)
- 🔗 Review URL
All data is exported in a structured, analysis-ready format.
Ready to Start Scraping?
No coding. No setup. Works immediately.
👥 Who Should Use This Template?
- 📱 Product & App Teams — Monitor feedback and improve features
- 📊 Market & UX Researchers — Analyze user sentiment and trends
- 📣 Marketing Teams — Track app reputation and reviews
- 🧩 Agencies & Consultants — Compile review insights for clients
🔗 Related Templates
Template | What to Scrape | What to Input | Where to Scrape |
|---|---|---|---|
iOS app reviews | App Store URLs | ||
iOS app metadata | App Store URLs | ||
Product reviews | Amazon product URLs | ||
Product reviews | Best Buy product URLs |
🐙 Why Octoparse?
🧩 No-Code Required — You don't need programming knowledge; just input keywords and locations, and run the scraper.
🔄 Automatic Workflow & Pagination Handling — Octoparse handles navigation through search results, page loading, and data extraction for you.
📁 Easy Export Formats — Export scraped results directly to Excel, CSV or JSON for easy analysis or integration into CRMs and databases.
👩💻 Beginner-Friendly UI — Ready to use out of the box. Just enter your keywords and run.
Start collecting data now — no setup, no hassle, just raw data in minutes.
⚠️ Important Notes & Best Practices
- Only publicly available Google Play reviews can be scraped
- Apps with many reviews may take longer to process
- 1 scroll loads approximately 20 reviews — set scroll times accordingly
- Results depend on review availability and Google Play's loading limits
❓ FAQs
Is scraping Google Play reviews allowed?
Scraping publicly available review data is generally permitted, but usage must comply with Google Play's terms and local regulations. Always use scraped data responsibly.
Can I scrape reviews from multiple apps at once?
Yes. Enter multiple Google Play app URLs (one per line) to scrape reviews in batch.
How many reviews can I collect per app?
The number depends on your scroll setting. Each scroll loads approximately 20 reviews. Setting scroll times to 50 would collect around 1,000 reviews per app. Maximum is 2,000 scrolls.
Can I scrape reviews from the Apple App Store instead?
This template is for Google Play only. For iOS app reviews, use the Apple Store App Reviews Scraper.
How can I analyze the sentiment of scraped reviews?
Export your data and use sentiment analysis tools to identify positive, negative, and neutral feedback. Learn more about how to do sentiment analysis on review data.
What other review scrapers are available?
Octoparse offers review scrapers for multiple platforms. For a complete guide on app review scraping, see our Google Play scraper tutorial.
🛠 How to Use: Step-by-Step Guide
1. Start the template
Click "Try it!" or "Start" to load the Google Play Review Scraper.
2. Enter your scraping parameters
On the input screen, fill in your keyword and filter options.
✍🏻 Input Fields Explained
Parameter | Required? | Description | Example |
|---|---|---|---|
Google Play App URLs | Yes | Enter one or multiple Google Play app detail page URLs to scrape reviews from. | https://play.google.com/store/apps/details?id=com.lasoo.android.target |
Scroll Times (up to 2,000) | Yes | Set how many times the page should be scrolled to load more reviews. 1 scroll loads ~20 reviews. | 50 |
3. Run the scraper
- Click "Start" and select a run mode. (Greyed-out modes are not supported for this template.)
- Octoparse will automatically browse the target website, load search results, scroll pages, and extract all matching products.
4. Monitor & Handle Interruptions
- Scraping duration may vary based on the number of products returned for your search.
- If a CAPTCHA appears, pause the task, solve it manually, then resume the run.
5. Export your data
- Once scraping completes, go to the "Data Preview" or output section to review.
- Export the results - e.g. as CSV or Excel - for further analysis, filtering, or storage.


