Ambari 1.2.4 includes improvements such as allowing non-root SSH access for installation and adding hosts, expanding database support to include Oracle and MySQL for Hive Metastore and Oozie, and allowing customization of Nagios and Smoke Test user accounts. It also allows choosing the Hadoop stack version during cluster installation.