What are the biggest mistakes with advanced workflows in Fine-Tuning?

I have been exploring Fine-Tuning and wanted to ask people who have tried it in practice.

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

What has worked best for you, and what would you avoid?