I know the Soviets fought the for awhile but, it seems Germany was the bigger interest.
Why was it spared invasion as Germany collapsed?
Because Finland had already surrendered.
In September 1944 Finland and the USSR signed the Moscow Armistice, ending the war in the USSR's favour.
So the Allies didn't need to invade, since Finland was already defeated.