A system for adaptive storage device utilization is provided. The system is configured to: determine a new workload request for a data structure comprising layers in a stack configured for storing data objects; analyze resource usage patterns of the layers of the data structure, the resource usage patterns comprising a rate and volume of resource consumption; simulate a change in a data storage resource demand for each of the layers of the data structure based on the new workload request by constructing a simulated model of the data structure under the new workload; calculate an adaptive data storage resource configuration based on the resource usage patterns of the layers and the constructed model; and deploy the adaptive data storage resource configuration for the data structure at a data storage location, wherein storage resources of the data storage location are allocated based on the adaptive data storage resource configuration.