I use brown noise sometimes to focus. It’s like an auditory blank wall.
I’m sure I could train my brain to ignore the random sounds around me, since I grew up in a not super noisy city.
It really does help me ignore the distracting sounds. It gives my easy something to focus on rather than distracting noises.