We analysed the entire app store and narrowed down on 5 ideas. We got lucky that we picked WhatsApp, that's the honest truth.
Here's our Shopify App Ideas research sheet, if it helps - https://docs.google.com/spreadsheets/d/1Hnpcl1VAlPC9MuFvvsl2...