How Far Can I Extend a USB Cable?

I can’t count the number of times my friends have asked me why something they own isn’t working or charging correctly and I’ve investigated the problem, only to find that they’re using a hodgepodge of extension cables—or the world’s longest one—to stretch power or data to said device.