How do you decide when a trait is an adaptation rather than a byproduct?

I keep running into the same problem in my own work: a trait looks functional, but the evidence for selection is thin.

I want to hear how others weigh comparative, experimental and genomic evidence before calling something an adaptation.

What standard do you actually use in your papers, and how do you defend it to reviewers?