Pygame performance optimization techniques including use of convert() and convert_alpha() for image format matching, pre-caching rotated sprites to avoid per-frame surface creation, dirty rect animation with pygame.sprite.RenderUpdates for partial screen updates, and culling off-screen sprites to reduce rendering overhead.