reliability question: how do you handle Make?

[leootter99]

There are several ways to approach Make, so I wanted to compare experiences.

I am particularly interested in reliability and customisation. I would like to compare approaches that people have actually used rather than just theoretical suggestions.

Which approach would you recommend and why?