Can someone who picks up or steals my camera view previous video data if they use it again?

No, they cannot access previous video data. Cloud storage is linked to your account, not just the device. Even if someone else uses your camera, they will not be able to view any videos stored under your account unless they log in with your account credentials. The video data is tied to your account, not the device itself.