Welcome to healthcaremagic.
Yes the chances of it being hernia
is more when the popping sound is induced by your movements .If there is no relation to your body movements then a consideration over arterial flutter could be done.
I suggest you to get a Ultrasound
scan done which will provide detailed insights into what the problem could be.
Wish you good health.