I’d say not exactly because it feels unnatural. It’s even more common for us to say, “You know what?” in that context. “Do you know what?” is still okay. But “Do you know?” isn’t the right choice for that.
You can only use the latter (Do you know?) if you first said “I feel the same” and then followed it by saying “Did you know?”.