Tramp offers different "connection methods" with different characteristics. For example, the scp connection method uses scp to copy files to/from the remote machine, and this implies a new ssh connection each time.

But the ssh connection method transfers the files inline, using base64 or uu encoding, and then you do not need a new connection each time the file is read or written.