Per scanline. However, you can multiplex them with copper to your hearts content.
"SNES can display 128 16-color sprites, and the sprites get 8 palettes all to themselves."
32 per scanline, but then almost all of those sprites would need to be 8x8. Just 17 of 16 pixels wide sprites.