The video provides a quick tutorial on setting up Couchbase Server on a Red Hat Enterprise Linux (RHEL) or CentOS machine in just five minutes, covering steps from downloading Couchbase via YUM to initiating a new cluster with default and preconfigured buckets for NoSQL document storage. For users interested in installing Couchbase on other operating systems like Mac OS, Windows, or Ubuntu, previous getting started videos are recommended. Additionally, the Couchbase Developer Portal offers resources for using Couchbase with supported developer technologies.