I applied through a referral. The whole process took roughly 2/3 weeks. I had two rounds of interviews. The first round was with a staff PM, preparing using cracking the case interview, favorite product and product improvement questions, general interest in the company industry, etc, and explaining technical concepts also came up! Second round interview, go through take-home assignment PRD and behavioral interview with a director.