Panniculitis is one of those conditions where getting a confirmed diagnosis already feels like a win — and yet, the real complexity begins right there. The inflammation in the subcutaneous fat can have a dozen different causes, and the painful nodules, redness, and swelling that characterize it can look almost identical regardless of the underlying driver.