collaboration question: how do you handle Datasets?

[harry9710]

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

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

Which approach would you recommend and why?