Apple Warch Dropping Audio

My Series 4 cellular Apple Watch kept dropping the audio connection to my Powerbeats 3 while running today. My phone was at home and the playlist I was listening to was stored locally on my watch. At one point during the run, I restarted my watch and headphones, but the problem continued.

At home later, I had the same issue with my AirPods while they were connected to my watch. Is there an easy fix to this? The problem seems to be with my watch.

Any help will will be appreciated.