Armacost RF Dimmer...or something else for my LED Strips?

Hello everyone, my first post here and very excited to be part of the community.
I was trying to find some details on how I can automate my led strips.

They are connected to this:

Which is a RF dimmer with remote.
I’m wondering if there is any way to integrate directly with this, or should I be looking at using a connected outlet (since the entire setup connects to a plug behind the fridge).

Problem is there isnt too much space behind there and dont want to add more bulk if I can get away with it.

Any help is greatly appreciated; I really dont like using the remote everytime; would love to automate in mornings, and evenings.

Much appreciated!