If you are installing EDB on RHEL7 machines, RPMs are the way to go. There are many reasons for this, a few of which are using consistent installation paths and that it is the standard way to install on RHEL derivatives.
Download this tech guide to learn how to build a local EDB Red Hat repository without direct internet access.