In one aspect, a computerized method includes the step of building an information technology operations analytics (ITOA) stack. The method includes the step of ingesting and storing data at rest. The method includes the step of storing a set of metadata of the ingested data in a virtual machine or a container. The method includes the step of maintaining a set of primary data of the ingested data with an object store. The method includes the step of packaging one or more data units of the set of primary data. The method includes the step of writing over objects at select intervals. The method includes the step of breaking objects into chunks to reduce overwrites. The method includes the step of laying the data out as partitioned by time. The method includes the step of creating one or more application boundaries at the time of ingesting.