App Store & Play Store Review Scraper

Extract app reviews, ratings, and metadata from both app stores for product research, competitor analysis, and customer feedback mining.

App Metadata:

• App name, developer, and category
• Star rating and total review count
• Download count (Play Store)
• Price and in-app purchase details
• Last update date and version history
• App size and permissions

Review Extraction:

• Review text, rating, and date
• Reviewer name and helpful votes
• Developer response text and date
• Version-specific reviews
• Country/language filtering

Analysis Features:

• Sentiment analysis (positive/negative/neutral)
• Feature request extraction using NLP
• Bug report detection and categorization
• Rating trend over time
• Version-to-version sentiment comparison
• Competitor review comparison

Monitoring:

• New review alerts (Slack/email/webhook)
• Rating drop notifications
• Competitor review tracking
• Keyword mention alerts

Tech Stack:

• Python + google-play-scraper + app-store-scraper
• NLP via spaCy / TextBlob
• CSV/JSON export
• Docker deployment