He doesn't want to annex Kazakhstan, who needs this trouble? He wants it to be within his sphere of influence, but deal with their own problems by themselves, preferably in a way that doesn't give people of Russia any ideas about freedoms or democracy. So far it worked pretty well, but now something went wrong...
Did you ever consider it might be an attack on his sphere of influence? Putin's not the only bad actor in the world.
Bingo!
And who was getting really friendly with KZ lately? Yes, yes!