Scraping App Stores: Google Play and Apple App Store Data

App store data is incredibly valuable for market research, competitive analysis, and ASO. Here's how to scrape both major app stores. What Data Can You Extract? App names, descriptions, and categories Ratings and review counts Download estimates Update history and changelogs Developer information Google Play Store Scraping pip install requests beautifulsoup4 playwright Scraping App Details import requests from bs4 import BeautifulSoup import time class GooglePlayScraper : BASE_URL = " https://play.google.com " def __init__ ( self ): self . session = requests . Session () self . session . headers . update ({ " User-Agent " : " Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) " " AppleWebKit/537.36 Chrome/120.0.0.0 Safari/537.36 " , " Accept-Language " : " en-US,en;q=0.9 " }) def get_app_details ( self , app_id ): url = f " { self . BASE_URL } /store/apps/details?id= { app_id } &hl=en " response = self . session . get ( url ) soup = BeautifulSoup ( response . text , " html.parser " ) titl