A system and method for executing multi-stage distributed computing operations initiates an operation workflow for a multi-stage distributed computing operation in response to a request to execute the multi-stage distributed computing operation. The operation workflow includes tasks of the multi-stage distributed computing operation that are executed by a plurality of service compute nodes, which are monitored to detect any failures. When a failure of the operation workflow for the multi-stage distributed computing operation is detected, a rollback workflow for the multi-stage distributed computing operation is initiated, which includes rollback tasks that correspond to the tasks of the operation workflow to roll back executed tasks of the operation workflow. The rollback workflow is an independent workflow from the operation workflow.