Techniques described herein relate to a method for deploying workflows with data management services. The method may include identifying a service update event; identifying a service sub-tree based on a service call graph; generating an update sequence for the service sub-tree; predicting an update window for the service sub-tree; selecting a first service of the service sub-tree based on the update sequence, wherein the first service includes a first standby service instance and a first active service instance; generating a backup of a first portion of a services shared data volume repository associated with the first service; applying an update to the first standby service instance to obtain a first updated active service instance; making a first determination that a first performance and reliability check associated with the first updated active service instance is below a threshold; applying the update to a second standby service instance.