Labour length and when does it go to c-sec?

A friend of mine went through an unscheduled c section after nearly 24 hours! She was a first time mum then and for whatever reasons, her cervix was just not dilating well enough despite having (painful) contractions all that time. She was also getting super exhausted by then.