Prescriptive analytics based data warehouse cluster node optimization stack for cloud computing

A method comprising:

• at network interface circuitry:
• receiving utilization tracking data for a selected computing resource cluster of computing resource nodes;
• and
• receiving network traffic data for the selected computing resource cluster;
• at optimization circuitry in data communication with the network interface circuitry, the optimization circuitry executing a cluster node optimization (CNO) stack by:
• obtaining, at an input layer of the ONO stack, the utilization tracking data and the network traffic data via the network interface circuitry;
• storing, at the input layer, the utilization tracking data and the network traffic data via a storage operation at a data-staging layer of the ONO stack;
• determining, at a configuration layer of the ONO stack, a ONO interval;
• determining, at the configuration layer, optimization metric thresholds;
• selecting, at a prescriptive engine layer of the CNO stack, target computing resource nodes from the selected computing resource cluster based on the utilization tracking data;
• the optimization metric thresholds, and the CNO interval;
• predicting, at the prescriptive engine layer, with a prediction engine, respective storage utilizations over a next operation cycle for the target computing resource nodes;
• generating, at the prescriptive engine layer, an aggregated storage utilization prediction for the selected computing resource cluster based on the predicted storage utilizations;
• calculating, at the prescriptive engine layer;
• a network traffic coefficient for the selected computing resource cluster based on the network traffic data;
• determining, at the prescriptive engine layer, to execute a cluster node optimization for the selected computing resource cluster based on the aggregated storage utilization prediction and the network traffic coefficient;
• and
• generating, at the prescriptive engine layer, a CNO token based on the determination to execute the cluster node optimization;
• and
• sending, via the network interface circuitry, the CNO token to a host interface configured to control cluster node optimization for at least the selected computing resource cluster.

A product including:

• machine-readable media other than a transitory signal;
• and
• instructions stored on the machine-readable media, the instructions configured to, when executed, cause a machine to:
• at network interface circuitry:
• receive utilization tracking data for a selected computing resource cluster of computing resource nodes;
• and
• receive network traffic data for the selected computing resource cluster;
• at optimization circuitry in data communication with the network interface circuitry;
• the optimization circuitry executing a cluster node optimization (CNO) stack:
• obtain, at an input layer of the ONO stack, the utilization tracking data and the network traffic data via the network interface circuitry;
• store, at the input layer, the utilization tracking data and the network traffic data via a storage operation at a data-staging layer of the ONO stack;
• determine, at a configuration layer of the ONO stack, a ONO interval;
• determine, at the configuration layer, optimization metric thresholds;
• select;
• at a prescriptive engine layer of the ONO stack, target computing resource nodes from the selected computing resource cluster based on the utilization tracking data, the optimization metric thresholds;
• and the ONO interval;
• predict, at the prescriptive engine layer, with a prediction engine, respective storage utilizations over a next operation cycle for the target computing resource nodes;
• generate, at the prescriptive engine layer, an aggregated storage utilization prediction for the selected computing resource cluster based on the predicted storage utilizations;
• calculate, at the prescriptive engine layer, a network traffic coefficient for the selected computing resource cluster based on the network traffic data;
• determine, at the prescriptive engine layer, to execute a cluster node optimization for the selected computing resource cluster based on the aggregated storage utilization prediction and the network traffic coefficient;
• and
• generate, at the prescriptive engine layer, a ONO token based on the determination to execute the cluster node optimization;
• and
• send, with network interface circuitry, the ONO token to a host interface configured to control cluster node optimization for at least the selected computing resource cluster.