Use noise-canceling headphones. Listen to silence, or some music that you can work too. (For me, that’s mostly jazz or electronic music, like house/techno/etc.)

Don’t be shy about jumping in to conference rooms when they’re available.

Practise meditation and mindfulness. Headspace is a great app for learning that.