Hi Angelic and Welcome to the Forums! As long as you bought Stardew Valley from the Google Play Store (Android) or Apple App Store (iOS), you should be able to uninstall and reinstall it as many times as you want. You own it permanently now.
If you're having trouble with the SDV app, please try uninstalling, then restarting your phone/tablet, and then reinstalling Stardew Valley.