Bits are bits by design when transmitted on a computer network, but it’s when the digital data hits the DAC where things become interesting in regards to sound quality.
There the bits undergo conversion to analogue. That’s where noise and jitter can come into play.
With the technology available 10 years ago that was more of a problem practically in many cases. These days, not so much with most good quality dacs. The technology has matured to the point that it should not be an issue anymore in most cases with most any decent quality dac.