Yup. Data recovery firms rely on this.

There are actually some fairly simply tools for most filesystems that will find deleted files.

It's the same with RAM. I think modern systems are more secure, but in the past, hackers were able to break into systems by allocating a large chunk of RAM and seeing if anything that looks like a password was there.