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For a mainstream site we did extensive A/B testing on color combinations, painfully analyzed the results in detail, did careful validation, etc.
Conclusion: still not having a clue about what converts better, too many variables to consider.
My learning was that while test/analysis is important, overanalysis / paralysis is always a risk.
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