You may already know my position on MTBF. If not, in short, do not use MTBF at all, ever, in any form. So what should we use instead.

This chapter explores the intricate reliability of mechanical components, particularly ball bearings, and the factors leading to their failure. It highlights how microscopic differences and external influences affect performance, stressing the importance of data collection for informed engineering choices.