That's the death squeal of the starter. It's getting hung up on the teeth and is over-spinning as the engine starts.
You can pull it off and clean & lubricate the bendix. (lithium grease or something similar) That's a 50/50 shot.
Otherwise it will need replacing in the near future when it finally gives out.