How do you document SPSS analyses to make them reproducible in a thesis?

I keep running into situations where thesis analyses done in SPSS are hard to reproduce or explain later, especially when everything is done via menus.

For those who use SPSS regularly: do you rely on syntax, and how did you learn to structure it in a way that supervisors and examiners can follow?

Curious to hear what has worked for others.