Do I lose points if I uninstall the app?

Nope — your points are tied to your account, not your device.
But:
Make sure you're logged in with the same account (email/Google) when you reinstall to avoid accidentally creating a new account and getting locked out!Uninstalling may reset your progress toward some offers, so best to pause rather than remove.