Hi,
I interviewed with Amazon last week for an experienced SDE-I role. It was supposed to be SDE-II but they lowered to SDE-I as I'm a new graduate. The process took 2 months, from OA to recruiter reaching out. Later the Hiring manager had a chat with me and gave me an understanding of the team.
The Loop (Onsite) consisted of 4 rounds of interviews.
Ultimately Amazon wanted a really experienced candidate/Coder who could score 10/10 in the Behavioural section. Hence, if you have an Amazon Interview prepare really well for LEadership Principles. Take 2-3 days and invest it on preparing really good situations and stories.