app-reviews 0.3.1

The go-to Python package for App Store and Google Play review extraction

App Reviews

Fetch app reviews from the Apple App Store and Google Play Store with a single Python package.

Documentation · PyPI · Contributing

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Why App Reviews?

Apple and Google use completely different APIs, formats, and auth methods. Getting reviews across multiple countries means juggling separate requests, rate limits, and JWT signing.

App Reviews handles all of this behind a single client.fetch() call -- no API keys required.

from app_reviews import AppStoreReviews, Country

client = AppStoreReviews()
result = client.fetch("324684580", countries=[Country.US, Country.GB])

for review in result:
    print(f"[{review.country}] {review.rating}* {review.title}")

Highlights

Both stores	Apple App Store + Google Play in one package
No API keys	Works out of the box using public endpoints
155 countries	Fetch across regions in a single call
Official APIs	Optionally use App Store Connect or Google Play Developer API
Interactive TUI	Browse reviews in the terminal
Export	JSON, JSONL, CSV
Minimal deps	Just cryptography for JWT + stdlib urllib

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Install

pip install app-reviews

Or with uv:

uv add app-reviews

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Quick Start

Apple App Store

from app_reviews import AppStoreReviews, Country

client = AppStoreReviews()
result = client.fetch("324684580", countries=[Country.US, Country.GB])

for review in result:
    print(f"[{review.country}] {review.rating}* {review.title}")

Google Play Store

from app_reviews import GooglePlayReviews, Country

client = GooglePlayReviews()
result = client.fetch("com.instagram.android", countries=[Country.US])

for review in result:
    print(f"[{review.country}] {review.rating}* {review.body[:80]}")

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Authentication (Optional)

For higher limits and more data, use the official APIs with your developer credentials.

Apple App Store Connect

Requires an Apple Developer Program membership ($99/year).

from app_reviews import AppStoreReviews, AppStoreAuth, Country

auth = AppStoreAuth(
    key_id="ABC123DEF4",
    issuer_id="12345678-1234-1234-1234-123456789012",
    key_path="/path/to/AuthKey.p8",
)

client = AppStoreReviews(auth=auth)
result = client.fetch("324684580", countries=[Country.US, Country.GB])

Google Play Developer API

Requires a Google Play Developer account ($25 one-time).

from app_reviews import GooglePlayReviews, GooglePlayAuth, Country

auth = GooglePlayAuth(service_account_path="/path/to/service-account.json")

client = GooglePlayReviews(auth=auth)
result = client.fetch("com.instagram.android", countries=[Country.US])

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Advanced Usage

Retry and proxy

from app_reviews import AppStoreReviews, RetryConfig

retry = RetryConfig(
    max_retries=5,       # default: 3
    backoff_factor=1.0,  # default: 0.5
    timeout=60.0,        # default: 30.0
    retry_on=[429, 503], # default: [500, 502, 503, 504, 429]
)

client = AppStoreReviews(retry=retry, proxy="http://proxy.example.com:8080")
result = client.fetch("324684580", countries=["us"])

Export results

from app_reviews import GooglePlayReviews
from app_reviews.exporters.json import export_json
from app_reviews.exporters.csv import export_csv
from app_reviews.exporters.jsonl import export_jsonl

client = GooglePlayReviews()
result = client.fetch("com.instagram.android")

export_json(result.reviews)   # JSON array string
export_csv(result.reviews)    # CSV string with headers
export_jsonl(result.reviews)  # one JSON object per line

Interactive TUI

Browse reviews in the terminal with the built-in TUI:

pip install app-reviews[tui]
app-reviews

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Limitations

• Free scrapers have limits:

  • App Store RSS: ~500 most recent reviews.
  • Google Play scraper: rate-limited and may not return all reviews.

• No historical data:

  • Only the most recent reviews from public endpoints

• Official APIs require developer accounts:

  • Apple ($99/year), Google ($25 one-time)

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Documentation

Read the full docs includes guides on the Python API, TUI, authentication, export formats, and architecture.

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Contributing

git clone https://github.com/firattamurcw/app-reviews.git
cd app-reviews
uv sync --group dev
make test

See the Contributing Guide · Code of Conduct · Security Policy

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License

MIT