Accidentally downloaded a fake app. How do I stop payment

I’m not sure what a fake app is, but here is a “one stop" site where you can review the purchase, cancel any associated subscription, and request a refund→Subscriptions and Billing - Official Apple Support

Afterwards you can do a good deed be leaving a review with your observations about the app.