The mechanism that ensures non-disruptive operation during the active supervisor module removal in a Cisco Catalyst switch is Stateful Switchover (SSO). SSO allows the standby supervisor module to take over the operation seamlessly when the active supervisor is removed. This feature maintains the network state and other important information, allowing the switch to continue operating without interruption. References: Cisco Catalyst 9400 Series Supervisor Module Installation Note1.