What the color-conversion research actually says
The famous claim that 'changing a button from green to red increased conversions by 34%' is real — but the interpretation is usually wrong. The conversion lift was not caused by red being better than green. It was caused by the red button being higher contrast against the grey page background than the green button was. The same test on a page with a red background would likely have produced the opposite result. Color-conversion studies are almost always confounded by contrast, size, and position changes that accompany the color change. The honest conclusion from conversion color research: high contrast and visual distinctiveness drive performance, not specific hues.
