Comment by ThrowawayR2

While Amazon is mostly its online store and AWS, they do have teams that do robotics and other hardware related things. I'd suggest taking the job and learning as much you can for the first 2-3 years while keeping an eye open for opportunities for an internal transfer to a team that is working on a hardware project that interests you.