I applied in-person. The process took 1+ week. I interviewed at Stitch Fix (San Francisco, CA) in Oct 2016
Interview
A recruiter contacted me. She submitted my resume to the company for the role. I then had a 30-minute phone interview with the three prospective co-workers. I was then invited into the office for a 30-minute in-person interview. It was very easy. They didn't even request to view my resume. The whole process took 10 days.
Went through seven interviews. No project which is nice but seven interviews with 10+ people is extremely excessive. By the end of the process I was just over it and wanted out of the process either way.