Just as Leon mentioned, I too thought I had a leaky drain, but it turned out to be leaky shower door. A tube of silicone caulk later, and the problem was resolved. I looked at your photo, what is to the right side? Is that the front of the shower? I'd recaulk the entire door before tearing into the plumbing, unless the leak is really obvious.
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