You don't say what editing tool you're using, but in Premiere Pro there is an option to 'Maintain Audio Pitch' when you change the playback rate of a clip.
Tutorial here (might not apply to you if you don't use Prem, but you might be able to find a similar thing for your software): youtube.com/watch?v=VPFCFvFlrrI