Shopping apps need reliable inventory data but scraping retailer sites is fragile. Build an API that normalizes stock levels across Walmart, Target etc. Partner with affiliates or use computer vision on public inventory checkers. Launch with one retailer's data first. Risk is legal challenges over data access.
Charge developers based on API call volume with free tiers for small apps.