The Complete Guide to App Review Exports (2026)

Why people actually export reviews

App reviews are the single richest source of unfiltered user feedback you'll ever get for free. Every review is a sentence (or paragraph) someone wrote voluntarily, with skin in the game — they paid for the app, used it, formed an opinion, and decided that opinion was worth typing out. That's a higher signal-to-noise ratio than almost any survey or interview you can run.

People export reviews for five main reasons.

1. Sentiment and feature-request mining

The most common use case. You pull a few thousand reviews, run them through sentiment analysis or theme extraction, and surface the top 10 things users love and the top 10 they hate. Product roadmaps that start from review data tend to ship features users actually asked for, instead of features the team thought users would ask for.

2. Competitor research

Reviews of competitor apps tell you what their users find painful — which is a list of features you can win on. They also tell you what users praise — which is a list of features you'd better not be missing. This is some of the cheapest competitive intelligence available; everything is public. (We've written a deeper guide on analysing competitor reviews if you want to go further.)

3. Bug triage and trend detection

If your 1-star reviews suddenly spike after a release, that's a bug report at scale. Exporting reviews on a regular cadence and watching for keyword clusters ("crash", "login", "after update") will surface regressions days before they show up in your error logs.

4. ASO and review-velocity tracking

App Store Optimisation isn't only about keywords — review volume, freshness, and average rating all influence rankings. Exporting reviews lets you track velocity (reviews per week), rating trajectory, and the impact of marketing pushes on review acquisition.

5. Compliance, legal, and archival

Some teams need to keep a permanent record of public reviews for legal, regulatory, or contractual reasons. App Store and Google Play don't give you that archive — you have to build it yourself by exporting and storing.

App Store vs Google Play, side by side

The two stores treat reviews very differently. Knowing the differences saves you a lot of confused expectations later.

The two big takeaways: Apple's 500-review cap on public data is a real ceiling if you're researching apps you don't own, and Google Play's per-country structure is much more forgiving, but the metadata it returns includes device fingerprints that the App Store doesn't.

The four ways to export app reviews

There are exactly four ways to get reviews out of the stores in 2026. Pick whichever fits your scale, ownership, and budget.

Method 1 — Manual export from App Store Connect or Google Play Console

If you own the app, both stores let you download reviews directly from the developer console. App Store Connect exposes reviews via the App Store Connect API (and a UI export). Google Play Console gives you a CSV per app per country.

• ✅ Official, owner-authoritative data
• ✅ No 500-review cap if you own the app
• ❌ Only works for apps you own — useless for competitor research
• ❌ Tedious for multi-country apps (one CSV per country on Google Play)
• ⚠️ Requires developer account login and 2FA

Method 2 — Public APIs and feeds

Both stores expose review data publicly: Apple via the iTunes RSS customer reviews feed, Google through the Play Developer API (with limits) or HTML scraping (which carries terms-of-service risk).

Apple's public RSS pattern looks like this:

https://itunes.apple.com/rss/customerreviews/page=N/id=APPID/sortby=mostrecent/json

Where N is the page number (1–10) and APPID is the App Store ID. Each page returns up to 50 reviews, so the total ceiling per country is 500.

• ✅ Free and works for any app
• ✅ Structured JSON output, easy to parse
• ❌ Apple's 500-review cap is a hard ceiling
• ❌ Google Play's official API is publisher-only — no public reviews API for arbitrary apps
• ⚠️ HTML scraping Google Play violates the platform's terms of service

Method 3 — Free tools (Rivioo)

Free tools wrap the public APIs in a UI. You search for the app, pick the store, click export. Rivioo is the option we built — no account, no API keys, no rate limits beyond what the platforms enforce, CSV and Excel output, works for any app.

• ✅ No signup, no credit card, no subscription
• ✅ Works for your own apps and competitors
• ✅ CSV and XLSX formats out of the box
• ✅ Same review ceilings as the public feeds (Apple 500, Google Play unlimited)
• ⚠️ No automated scheduling — you run an export when you need it

Method 4 — Paid SaaS (Appbot, Appfigures, App Radar, AppFollow)

Paid tools bundle review export with dashboards, sentiment analysis, alerts, multi-app monitoring, and team collaboration. They're built for ASO teams and product-ops functions that need always-on review intelligence, not one-off exports.

Here's where they sit in 2026:

Pricing verified 2026-05-05 from each tool's official pricing page. Some plans bill in EUR; USD figures are approximate. AppFollow uses calculator-based modular pricing — the ~$136/mo figure is the entry-tier Premium estimate; actual pricing varies by selected apps, keywords, and replies. See our deeper comparisons of Appbot alternatives and the side-by-side breakdown of Appbot vs Appfigures vs Rivioo for full feature matrices.

• ✅ Always-on monitoring with alerts and dashboards
• ✅ Sentiment analysis, theme tagging, automated reports
• ✅ Team features, integrations (Slack, Zapier, webhooks)
• ❌ Subscription cost compounds — at $59-$599/month, an annual budget is real money
• ❌ Overkill if you just need the data

The 500-review App Store limit

Apple's public RSS customer reviews feed caps you at 500 reviews per app per country, full stop. The cap is a deliberate platform decision, not a tool limitation. Every public-data tool — Rivioo, Appbot, Appfigures, anyone scraping the RSS feed — hits the same ceiling.

The structure: the RSS endpoint returns up to 50 reviews per page across pages 1–10. Page 11 returns nothing. Math: 50 × 10 = 500. (We've documented this in detail in our App Store 500-review limit explainer.)

If you own the app, the App Store Connect API gives you full historical access — no cap. If you don't own the app, you have three workarounds:

1. Export from multiple country storefronts. US, UK, Canada, Australia, Germany, France, Japan — each has its own 500-review pool. For globally popular apps, combining country exports can give you several thousand recent reviews.
2. Export on a schedule. If you export the most recent 500 every week, over time you build a history. This is what paid SaaS tools do under the hood.
3. Use the Search API for older reviews. Some tools index historical reviews from earlier polls; you'd need a paid tool that's been ingesting on your behalf.

Google Play's review pool and API limits

Google Play has no equivalent to Apple's 500-review cap on public data. You can typically pull all the reviews a public listing exposes, which for popular apps runs into the hundreds of thousands.

The Google Play Developer API (publisher-only) operates on a quota system. Per Google's official quota documentation:

"The default quota limit for each bucket is 3000 queries per minute."

— Google Play Developer API documentation, accessed May 2026

The reviews endpoint sits inside the "Publishing, Monetization, and Reply to Reviews APIs" bucket, sharing that 3,000 QPM allocation. For any sane review export workflow that's effectively unlimited.

For non-publisher access (anyone wanting reviews of an app they don't own), there's no official Google API. Free and paid tools work by handling the public-data extraction for you. (See our step-by-step Google Play reviews to Excel guide for the manual walkthrough.)

Step-by-step: export reviews in 60 seconds

Here's the fastest path from "I need these reviews" to "they're in a spreadsheet". This is the Rivioo flow, but the same shape applies to most free tools.

1. Open Rivioo. Go to rivioo.app. No account, no signup, no credit card.
2. Search or paste a URL. Type the app name in the search box or paste an App Store / Google Play URL. Rivioo recognises both.
3. Pick the store and country. If you want reviews from a specific storefront (US App Store, UK App Store, etc.), choose it. Otherwise the default works.
4. Click Export. The CSV downloads instantly with all available reviews — rating, title, body, author, date, version, and any other metadata the platform exposes.

The CSV is universal: open it in Excel, Google Sheets, Numbers, or pipe it into your analysis script. Most people start with a sort by date or rating, then filter for keywords ("crash", "slow", the name of a feature) to find specific signals.

Exporting competitor reviews — legal, ethical, tactical

Exporting and analysing competitor reviews is one of the highest-leverage uses of public review data. Every public review is something a real user typed about a real product — that's worth more than most market research firms charge thousands for.

Is it legal? Reading and analysing publicly visible reviews is generally legal. It's the same data anyone with a browser can see. Where it gets murky is republishing reviews verbatim or using them in advertising — that crosses into copyright and platform-policy territory. For internal market research, competitive analysis, or product strategy, exporting and analysing public reviews is standard practice across the industry.

What can you actually learn? Three things stand out:

• Their bug surface. 1-star reviews mentioning specific features tell you which features are weakest. Build yours better.
• Their feature gaps. When users write "I wish this app would...", that's a feature request you can ship before the competitor does.
• Their loyalty drivers. 5-star reviews tend to mention 1-2 specific things users love. Those are the table-stakes you need to match before competing on anything else.

For a deeper playbook on this, see our guide to analysing competitor reviews.

What to do with reviews after you export them

Exporting is the easy part. The leverage is in what you do next. Three common workflows:

Spreadsheet workflows

The fastest analysis: load the CSV into Google Sheets, sort by date or rating, and use FILTER + keyword matches to slice the data. "All 1-star reviews from the last 30 days mentioning 'crash'" takes about ten seconds. For lightweight sentiment, conditional formatting on the rating column gets you 80% of the way to a heat map without writing any code.

Sentiment scoring and theme extraction

For larger datasets (1,000+ reviews), running automated sentiment scoring and theme extraction gives you a structured view of what users are saying. Free options: any LLM with a good prompt can tag a few hundred reviews per minute. Paid options: dedicated NLP pipelines or the built-in sentiment in tools like Appbot and Appfigures. The output you want is a table that says "X% of reviews mention theme Y, with average rating Z" — which is the foundation of any review-driven roadmap discussion.

Feeding reviews into product roadmap discussions

The highest-value use. Take the top 10 themes (positive and negative) from your last 90 days of reviews and put them on the wall during roadmap planning. Teams that do this consistently ship features users actually want, instead of features the team imagined users would want. The exercise also kills bad ideas early — if no one is asking for it in reviews, it's probably not worth shipping first.

Choosing a tool — a decision flow

Here's the shortest path to picking a method, in order of decreasing simplicity:

1. Need reviews from one app, once? → Use a free tool like Rivioo. Export, analyse, done.
2. Need reviews from one app on a schedule (monthly or quarterly)? → Free tool, run on demand. Save the CSVs in Drive or S3.
3. Need always-on review monitoring with alerts and dashboards? → Paid SaaS. Pick the cheapest plan that covers your app count. Start with Appfigures Connect at $9.99/mo if budget is tight, or Appbot Small at $49/mo (annual) if you want a more polished UI.
4. Need historical reviews older than the public window? → Paid SaaS that's been ingesting your apps for a while, or App Store Connect API if you own the app.
5. Building your own pipeline as an engineer? → Method 2 (public APIs). Apple's RSS feed for App Store, Play Developer API for Google Play (publisher-only).

For more granular comparisons, see our free vs paid app review export tool comparison.

Frequently asked questions