ProphetStor 4.7 Brings Machine Learning to Cloud Operation Optimization for VM and Container-Based Applications

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MILPITAS, CA, September 10, 2021 ProphetStor Data Services, Inc. today announced the general availability of 4.7., ProphetStor’s Artificial Intelligence for IT Operations (AIOps) platform, provides intelligence for orchestrating Kubernetes container resources on top of virtual machines (VM) or bare metal, allowing users to optimize infrastructure and application resources efficiently with automation. In addition, ML-based solution automatically identifies and recommends the actions needed for applications to run cost-effectively while maintaining performance goals.

Significant features in 4.7 include the following:

  • Cost analysis and management – analyzes and reports cloud spending at namespace/project level, application level, and VM level based on workload predictions; recommends cost-reducing resource allocations for namespaces, applications, and VM nodes
  • Auto resource provisioning for applications – provides closed-loop automation that adjusts application resource allocations with ML-based recommendation
  •  CI/CD Integration – continuous optimization of applications through the integration of with CI/CD pipeline and Terraform
  • Intelligent autoscaling of upstream services of NGiNX Ingress – autoscales upstream containers based on the predicted workload of the Ingress controller
  • Historical Data Analysis – accelerates the machine-learning process for infrastructure and application workload predictions and recommendations
  • Free-Tier Availability– for optimizing up to 10 cluster nodes, namespaces, and containers

“With the latest release of, customers can enjoy the benefits of machine learning-based intelligent workload predictions and recommendations for more efficient application deployment while reducing cloud costs. The auto-provisioning of application resources enables closed-loop automation that frees DevOps team from the manual reconfiguration of resource allocation,” said Ming Sheu, EVP of Product, ProphetStor. “Also, customers can enjoy all features and benefits of for free for smaller cluster and application deployments. We hope that the Free-Tier version will help bring the benefits of to a large customer base that needs the expertise of optimizing cloud operations but could not get it otherwise.”

ProphetStor’s patented, Deep Learning enabled Data Correlation, and Impact Prediction Engine (DataProphet) forms the foundation for its Additionally, ProphetStor’s 4.7 is a generally available product from ProphetStor.
For a detailed description of the solution, please visit

About ProphetStor Data Services, Inc.

ProphetStor Data Services, Inc., a leader in the Intelligent Data Platform, provides AI-enabled federated data services to help both enterprises and cloud service providers to build agile, automated, cost-effective, intelligent, and orchestrated IT and Cloud infrastructures.
ProphetStor was founded in 2012 by seasoned IT experts with extensive experience in cloud computing platforms, software-based networked storage, data services, and AI technology.
Headquartered in Milpitas, California, ProphetStor has branch offices in Asia-Pacific and European regions to serve international customers. For more information, visit

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