Do I need AFSP TSA approval once I get my PPL?
Merely to exercise the privileges of your PPL, no. Even to take additional training with a CFI for proficiency or endorsements such as complex/tailwheel, no.
To train for an additional rating (e.g. Instrument or Multi-Engine) or certificate (e.g. Airline Transport Pilot, but not Commercial Pilot), yes.