Deleting purchase history

That would be a painful experience as you would need to log in/out and each time you do, you'll have apps, etc. that will not work

You cannot delete purchase history.

Sure. But, you'll lose access to any purchases. Apple IDs cannot be merged so everything will be lost if you begin using a new Apple ID.