What to consider doing Experiments

I find a lot of time is wasted for me, while doing experiments. Often it is small stuff like different line endings, number format, hard to sort things etc. Sometimes it is also more important like different keys for the same thing (upper-/lowercase, hyphens etc). This can really take time to get sorted out. Moreover, it is most likely difficult to reproduce. Therefore, I should unify as soon as possible...