Noise cancelling works best on steady sounds: engines, fans, traffic hum.

Over-ear or earbuds?

Over-ear headphones block more sound and last longer; earbuds fit in a pocket and suit workouts.

Battery

Look at the figure with noise cancelling on. Thirty hours covers a week of commutes.

Multipoint

If you switch between a laptop and a phone, multipoint saves you re-pairing all day.

Fit

A good seal matters more than the electronics. Try every ear-tip size.