Streamers are simply specialized computers. They rely on hardware and programming. So differences in streamer sound can exist but the differences when present are often hard to detect without direct a/b tests.
For example, I did a/b comparison of sound between Plexamp and “vanilla” Roon streaming software prior to switching to Roon and the difference in a/b testing was clear and profound.
But even Roon’s sound can vary to a very great extent when DSP functionality in Roon is applied.
Digital streaming is a whole new world when it comes to sound quality. Pretty much anything is possible. The good news it’s not that hard to do well and most even decent quality streamers do a good job making good sound more widely available to more than ever before. But streaming is like beautiful women. There are all kinds and no two are often exactly alike.