The variable brightness of Tabby’s star has already been proven to be circumstellar dust.
There's no way to 'prove it' without getting a probe there, which we can't do. The possibility of an alien megastructure has been all but ruled out. My guess is, the dimming Tabby's Star is due to a giant kitty.