If someone steal and didn't get caught can u still be charged

Yes, under certain circumstances like video recording

You can be charged up to the expiration of the statute of limitations for the crime.

Yes, depending on what was stolen and how much it's value the time is one year and up to several years.

If later they discover it gone, if one of your friends who know about it, talks, if video shows it.