If your PNG is a photograph, this is the tool you actually want. JPEG discards detail the eye does not notice and stores the rest far more efficiently than PNG can, so the same picture routinely lands at a tenth of the size.
The trade-off: JPEG has no transparency. Any transparent areas are flattened onto white. If you need transparency, stay on the PNG compressor.