I had the same problem. Once I felt like I could be off the pain meds, the port pain was rampant. I found sleeping reclined a bit surrounded by excessive pillows cured me of wanting to sleep on my side.
The pain for me has since subsided. But I found, simply gently rubbing the site, almost massaging it, helped remove any twinges of hurt. That and more pain meds!
Hope that helps.