Find your movie and tap the Download button located directly under the "Play" icon. Downloads are generally unlimited as long as you have enough storage.
Most titles on Prime Video have a download option on the details page. Similar to Netflix, you can typically find these in a dedicated "Downloads" tab. download movies on ipad