Microsoft warns that you'll need to switch from the Remote Desktop app to the new Windows App by the end of May.

What is and isn't changing Microsoft is retiring a single, specific utility here: Microsoft Remote Desktop in the Microsoft Store. The Windows App is essentially its new and modern replacement.