System and method for performing root-cause analysis of anomalies in a shared data protection environment
AssigneeDruva Inc.
InventorsPrabal Kumar, Preethi Srinivasan, Vinay Punera
Life of this patent
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Abstract
A system for performing root-cause analysis of cost and/or usage anomalies in a shared data protection environment is presented. The shared backup environment includes a backup/restore system configured to backup data in a storage server and/or restore data from the storage server. The system is configured to perform the root-cause analysis based on storage server data and backup/restore system telemetry data.
Claims18
A system for performing root-cause analysis of cost and/or usage anomalies in a shared data protection environment comprising a backup/restore system configured to backup data in a storage server and/or restore data from the storage server, the system comprising:
- a memory configured to store one or more processor-executable routines;
- and
- a processor communicatively coupled to the memory, the processor configured to execute the one or more processor-executable routines to:
- identify one or more anomalies by comparing predicted cost and/or usage values that are estimated using one or more trained time-series forecasting models of one or more feature sets corresponding to the storage server with actual cost and/or usage values of the same one or more feature sets corresponding to the storage server;
- identify one or more related feature sets based on one or more common attributes with the identified anomalies in a backup/restore system telemetry;
- and
- correlate one or more clients and optimize the number of forecasting models required based on a formula that filters telemetry attributes using storage server attributes to the identified one or more anomalies by comparing predicted cost and/or usage values of one or more of the related feature sets corresponding to the backup/restore system telemetry data with actual cost and/or usage values of the one or more related feature sets corresponding to the backup/restore system telemetry data.
A method for performing root-cause analysis of cost and/or usage anomalies in a shared data protection environment comprising a backup/restore system configured to backup data in a storage server and/or restore data from the storage server, the method comprising:
- identifying one or more anomalies by comparing predicted cost and/or usage values that are estimated using one or more trained time-series forecasting models of one or more feature sets corresponding to the storage server with actual cost and/or usage values of the one or more feature sets corresponding to the storage server;
- identifying related feature sets based on one or more common attributes with the identified anomalies in a backup/restore system telemetry data;
- and
- correlating one or more clients and optimizing the number of forecasting models required based on a formula that filters telemetry attributes using storage server attributes to the identified one or more anomalies by comparing predicted cost and/or usage values of one or more of the related feature sets corresponding to the backup/restore system telemetry data with actual cost and/or usage values of the one or more related feature sets corresponding to the backup/restore system telemetry data.
Dependencies are inferred from the claim text.