Two-stage in-person interview process. Reference checks, the standard stuff. I met with my direct manager and the CEO.
One thing that helped increase engagement (but was stressful at the time) was that once I accepted the offer, my manager-to-be asked for a 3-month plan for how I would get started in the role and what I would plan to accomplish.