When I change my phone, does my iPlum phone number change?

No, your phone number is linked to your account, so it will not change by changing the device. You can install iPlum app on your new device and continue to use the same account simply via login to the app on the new device.
You can switch between Android and iOS devices and still continue to use the same account and iPlum phone number.