App Store API
Collect App Store app metadata, reviews, ratings, and search data.
Open pathASO tool
App Review Analyzer
Crawlora's free app review analyzer pulls public App Store and Google Play reviews, ratings, and metadata for any app — so you can hear customer language, find recurring complaints, and mine ASO keywords in the words users actually use. Sample it here, then call the same review and rating endpoints to analyze any app at scale.
Quick answer
Crawlora's app review analyzer pulls public App Store and Google Play review samples, ratings, and metadata for any public app. Use it to find complaint themes, customer language, and ASO opportunities, then automate review pulls for ongoing product and competitor monitoring.
Built on Crawlora endpoints
GET/appstore/reviews
GET/appstore/ratings
GET/googleplay/reviews
GET/googleplay/app
Try it
Run a full public sample.
Use this when you need customer phrases, complaint themes, or competitor review examples for ASO and product research.
Verify you're human before running
Results
Example output before you run the tool
| Rating | Review signal |
|---|---|
| 1 | Free version is almost unusable — 4 ads in a row, then “30 minutes ad free,” then 4 more ads. |
| 2 | Why not give free users a loop button? 6 skips an hour and 2–4 ads after every 2 songs. |
| 3 | Great app, but the queue deletes if you tap a playlist song, and there's a daily queue limit. |
| 4 | Love it and pay for premium, but it keeps showing the podcaster profile instead of the video. |
| 5 | User since 2013, but the last 6 months it closes mid-song with no crash report. |
Example results
Real reviews, ratings, and customer language.
A live Google Play sample — the app's rating distribution, sampled sentiment, common review words, and the words real users wrote — just like your own runs return.
Spotify: Music and Podcasts
Spotify AB · Music & Audio
Average rating
4.3
35,728,111 total ratings
Sampled sentiment (heuristic)
4 positive · 3 neutral · 5 negative
Rating distribution
5★
26,558,616
4★
3,061,990
3★
1,331,912
2★
1,079,489
1★
3,696,082
Common review words (heuristic)
songs 7free 6spotify 6queue 6premium 6music 5listen 5song 5make 5version 4minutes 4playing 4
2025-07-09
Free version is almost unusable. Good grief! 4 ads in a row then it tells me I can enjoy 30 minutes ad free. 2 songs later here are 4 more ads. And the ads are horrible. They're louder than your music so it's very jarring, and they're repetitive. I can't listen to specific songs, everything is behind a pay wall now.
jolene · v9.0.56.591
2025-04-16
Spotify used to be incredible! Now, it's total trash! The connectivity is garbage — I could have 5G UC service, be playing downloaded songs, but Spotify will be constantly interrupted. I loved the way the queue was set up, where you could see what was in the queue, & what was playing from the list; now it's a “user-friendly” mess where it's impossible to see the queue.
AL · v9.0.34.593
2025-08-01
This company has just the worst software. It is slow to load and not very responsive. I click to play a different song and it takes 5 seconds to switch songs, if it does it at all. Constantly disconnects from connected devices. The AI DJ just plays the same songs over and over. Some of these bugs have been in the software for nearly 10 years and still not fixed.
Matthew Koenn · v9.0.66.655
2025-12-30
Great app! The only thing I hate about this app is that it literally does NOT give us the bare minimum. For example, being able to loop a song. I get the ad part, I don't mind it that much actually — but why not give free users the loop button? We already deal with 6 skips an hour, 2-4 ads after 2 songs, and not being able to play a playlist in order.
Inez Tela (Nezz) · v9.1.6.1145
2026-03-10
Personally, I don't understand why you have to double down on the free version of the app with a bunch of ads AND limited song choices. That's overkill and it makes this app hardly even usable for longer than 20 minutes before it devolves into music that's vaguely related to the stuff you chose to listen to. Y'all make enough money to give us more than 6 skips.
Deagan Bailey · v9.1.28.2252
2026-04-30
The app is great and all, but the ads. They say you won't get an ad for 30 minutes but it's like 15 minutes instead. One cool thing is you can make a queue for your songs BUT you can't organize it, and if you accidentally press on a song in your playlist, it deletes your whole queue line. You also have a limited amount of times you can make a queue for a day.
Gen Flair · v9.1.42.2058
2026-04-10
I love music, it's the only thing that keeps me focused on things like drawing. I could listen outside of the app, and for the last few months what I expected was just a bug now constantly happens whenever I leave the app — it closes and turns my music off. Maybe lower the price instead of increasing an extra dollar every year for premium, and FIVE ads? That's unnecessary.
Angel Mead (Willow) · v9.1.36.1948
2024-11-27
I love Spotify and have for years, use it almost every single day. So when they added the option to listen to audiobooks with the premium subscription I was very excited. However, whoever decided to put a limit on how many chapters you can listen to, and then decided you can buy more chapters for the same price as my premium subscription, deserves to get fired. Do better Spotify.
Ron Middleton · v8.9.94.470
2026-02-17
I love this app for the most part. I have premium and have ever since switching from Pandora, so I don't even fully remember the distinction between the free and paid subscriptions at this point. However it is frustrating when I am listening to a podcast with video and all of a sudden it just shows the profile of the podcaster rather than the video. Please fix this!
Arcadia Lamming
2025-08-04
I absolutely love Spotify and have since 2008. I always pay for premium because I can't stand commercials. Reason for the 4 star rating is due to a recurring issue causing me to reinstall the app to fix it: eventually I can only play one genre of music from my library. It doesn't matter if I make a shuffle-all playlist or select a specific song from a different genre.
Chris Kealiher · v9.0.66.655
2025-07-17
I LOVE Spotify, and as a user since circa 2013 I like to think I'm an early adopter with a lot of experience with the app. That said, the last 6 months it's gone drastically downhill. The app constantly closes with no crash report — it just stops playing and closes. Sometimes it's playing and the app is not even showing as open. Not sure what's going on!
Bridget Gunden · v9.0.60.614
2026-04-21
The free version is terrible — you can only do 6 skips per hour and then it gives you a whole bunch of recommendations into the playlists you're listening to. When I make a playlist I like it how it is, I don't need a robot to recommend things for it. I pay for premium now because it's worth it, but barely. The paid version is excellent but very expensive.
Catherine Hempel · v9.1.40.1486
How it works
From seed input to structured data in four steps.
01
Enter an app
Paste an iOS App Store ID, an Android package name, or an app name to point Crawlora at the right listing.
02
Pick a platform
Choose Google Play or the App Store to read each store's reviews and ratings.
03
Run the free sample
Get the full set of review signals across the rating spectrum instantly, no login required.
04
Analyze at scale via the API
Use the reviews, ratings, and app endpoints to pull large review sets for sentiment, themes, and competitor tracking.
Use cases
Where this is useful.
ASO keyword mining
Harvest the exact words users write in reviews to inform app titles, subtitles, and keyword fields.
Product feedback
Surface recurring friction and feature requests to prioritize your roadmap with real evidence.
Competitor review monitoring
Track competitor reviews to learn what their users love and where they're frustrated.
Voice-of-customer research
Pull authentic customer phrasing for landing pages, ads, and onboarding copy that resonates.
Research
Why this page can attract traffic.
FAQ
Common questions.
Yes. The on-page sample is free and needs no account. Large-scale review pulls use Crawlora's App Store and Google Play endpoints with an API key.
Both Apple's App Store and Google Play. You can read reviews, ratings, and app metadata from each through dedicated endpoints.
Yes. Point it at any public app listing to study competitor complaints, feature requests, and the language their users respond to.
Recurring complaint themes, feature requests, voice-of-customer phrasing for copy, and ASO keywords that real users write in their reviews.
No. The page tool runs without keys. An API key is only needed to pull full review sets programmatically for analysis or dashboards.
Yes — copy JSON or download CSV from the sample, or call the endpoints to feed reviews into your own sentiment and theme pipelines.
Production paths
Move the free workflow into a real system.
The free analyzer shows the review shape before you build a pipeline. Use the API when product, support, or ASO teams need recurring review pulls, sentiment workflows, and competitor tracking.
More free tools
Keep researching.
Free Amazon Price Tracker & Checker
Check any Amazon product's live price, rating, review count, and what customers say — free, no login. Paste a URL or ASIN. The same API powers price tracking.
Free Keyword Research Tool
Generate autocomplete keyword ideas from Google, Amazon, App Store, and Google Play with the same structured endpoints developers can call in production.
TikTok Ad Library Search & Trend Finder
Search TikTok's public Ad Library, hashtags, creators, and trend signals for campaign research and creative ideation — plus an API for monitoring.
First call
Run this tool from your own code.
The exact authenticated request this tool makes — copy it, add your key, and you're live.
Make your first authenticated call
Create a free key, drop it in the header, and paste this into your terminal. 2,000 credits a month, no card.
curl "https://api.crawlora.net/api/v1/googleplay/reviews?app_id=com.spotify.music&country=us&lang=en&num=25" \
-H "x-api-key: $CRAWLORA_API_KEY"Production path
Analyze reviews at scale with the App Store Reviews API
The free analyzer shows the review shape before you build a pipeline. Use the API when product, support, or ASO teams need recurring review pulls, sentiment workflows, and competitor tracking.
Recurring app review and rating collection for ASO, product feedback, and competitor monitoring.