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Reviews dataset

App Store & Google Play Reviews Dataset

App Store and Google Play review data for any iOS or Android app: rating, text, app version and developer replies, for app sentiment analysis and competitor research.

Rows
1,006 rows
Columns
21 columns
Price tier
Standard tier
Updated
  • app-store
  • google-play
  • reviews
  • ios
  • android
  • product-research

$499

one-time · 1,006 rows · CSV and JSON Lines · 30 days of downloads · no account needed

Get it refreshed monthly, from $999/mo

Want another website or extra fields? Our AI builds it for you.

Look inside the dataset

Sample data from App Store & Google Play Reviews

5 example records · 16 columns. Scroll horizontally to explore every column.

Example records from the full dataset.
Review keyApp IDApp nameApp versionAuthorCountryFirst seen atHelpful countLast seen atRatingReview IDReviewed atStoreTextTitleSource URL
apple:us:310633997:14616590533
310633997
WhatsApp Messenger
26.38.74
underwearonly
us
2026-10-03T09:50:01.522Z
0
2026-10-03T09:50:01.522Z
5
14616590533
2026-10-01T22:26:02.000Z
apple
privacy matters
Secure msging
—
apple:us:310633997:14616597983
310633997
WhatsApp Messenger
26.38.74
Raze1239
us
2026-10-03T09:50:01.522Z
0
2026-10-03T09:50:01.522Z
5
14616597983
2026-10-01T22:29:07.000Z
apple
WhatssAp
WhatssAp
—
apple:us:310633997:14616748433
310633997
WhatsApp Messenger
26.38.74
LG Cole
us
2026-10-03T09:50:01.522Z
0
2026-10-03T09:50:01.522Z
1
14616748433
2026-10-01T23:29:58.000Z
apple
I asked a friend in Costa Rica to look at my page, and the phone number was not mine nor any I have had through all the hacking over the past three years.
ID theft
—
play:us:com.whatsapp:ad1e7e0f-1cfd-45e4-ad84-dfafb7d51c23
com.whatsapp
—
2.26.35.75
Michael Gordon
us
2026-10-03T09:36:18.706Z
4
2026-10-03T09:50:02.423Z
1
ad1e7e0f-1cfd-45e4-ad84-dfafb7d51c23
2026-09-18T13:24:23.000Z
play
Forces android users to sync all contacts no option to add who you want via messaging.Read that you can still call someone then that number can be in the app (I think). More data for them to sell I suppose. Hard for ppl to trust this forceful behavior. I can't imagine business people wanting their clients and private numbers forcefully synced. there's a "whatsapp business" app that may or may not have this issue but still doesn't justify. anyway, 1 is what I feel is right
—
https://play.google.com/store/apps/details?id=com.whatsapp&gl=us
play:us:com.whatsapp:df162a51-d54f-4f64-9973-ef00cc5f2e37
com.whatsapp
—
2.26.33.76
Yehudah Schwartz
us
2026-10-03T09:36:18.706Z
22
2026-10-03T09:50:02.423Z
2
df162a51-d54f-4f64-9973-ef00cc5f2e37
2026-08-31T19:27:04.000Z
play
Since the update, I have not been able to connect my phone to my computer with the same phone number, and each time when I attempted to connect them, I have been getting knocked off WhatsApp saying, "this number can't use WhatsApp" and then it goes under review. To make matters worse, there is no one to contact since all their customer service is AI generated and no live person can help.
—
https://play.google.com/store/apps/details?id=com.whatsapp&gl=us

Questions

About App Store & Google Play Reviews

Can I see the data before buying?
Yes. Download a free 100-row CSV sample with your work email: it starts right away, with no credit card needed.
What do I get when I buy?
1,006 rows with 21 columns for $499, paid once. Pay by card or crypto, no account needed, and download the full dataset as CSV or JSON Lines for 30 days.
Can I get this data kept up to date?
Yes. It was last refreshed on Sep 30, 2026. A managed data feed delivers fresh data daily, weekly or monthly, starting from $999 per month.
Can I access it through an API or an AI agent?
Yes. Pull it through the PandorLabs API at $0.60 per 1,000 rows from a prepaid balance (packs from $300), or connect your AI agent through our MCP server. Data is refreshed automatically when it is older than 24 hours.
Can you collect different fields or another website?
Yes. Describe the websites, records and fields you need in the AI request box. Our AI builds the dataset for you and we email you a sample as soon as it is ready.