LED Shop Light Flashing

Yeah, replace it. You should be able to just replace the lamp and not the whole fixture. I've had enough LEDs go bad on me that sometimes I kinda wish I'd kept the flourescents.
All the hoopla about LEDs lasting nearly forever is a load of BS.