--- title: HPE Ezmeral Software Platform Reviews meta_title: 'HPE Ezmeral Software Platform Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter reviews by the users' company size, role or industry to find out how HPE Ezmeral Software Platform works for a business like yours. aggregate_rating: rating_value: 4.3 review_count: 3 scale: '5' date_modified: '2026-07-13' parent_category: name: Generative AI url: https://www.g2.com/categories/generative-ai --- # HPE Ezmeral Software Platform Reviews **Vendor:** HP Development Company **Category:** [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure) **Average Rating:** 4.3/5.0 **Total Reviews:** 3 ## About HPE Ezmeral Software Platform HPE Ezmeral Software Platform is a comprehensive suite designed to accelerate and simplify the development, deployment, and management of analytics, artificial intelligence , and machine learning applications across hybrid and multi-cloud environments. By integrating data management, container orchestration, and AI/ML tools, it empowers organizations to harness their data effectively, drive innovation, and achieve faster time-to-insight. Key Features and Functionality: - Unified Data Management: HPE Ezmeral Data Fabric centralizes diverse data types—files, objects, streams, and databases—across on-premises, cloud, and edge environments into a single logical data store, eliminating data silos and enabling seamless access and governance. - Comprehensive Analytics Platform: HPE Ezmeral Unified Analytics Software offers a fully managed, scalable platform that supports the entire analytics and AI/ML lifecycle, providing self-service access to open-source tools for data engineering, model training, deployment, and monitoring. - Container Orchestration: HPE Ezmeral Runtime Enterprise delivers a unified container platform built on open-source Kubernetes, enabling deployment and management of containerized applications at scale across any infrastructure, including on-premises, public clouds, and edge locations. - Enterprise-Grade Security and Multi-Tenancy: The platform integrates with enterprise authentication systems, supports role-based access controls, and ensures data isolation, providing a secure, multi-tenant environment for diverse workloads. - Hybrid and Multi-Cloud Deployment: Designed for flexibility, HPE Ezmeral supports deployment across on-premises infrastructure, multiple public clouds, and hybrid environments, allowing organizations to run analytics and AI workloads where their data resides. Primary Value and Solutions Provided: HPE Ezmeral Software Platform addresses several critical challenges faced by organizations in their digital transformation journey: - Breaking Down Data Silos: By unifying disparate data sources into a single data fabric, the platform enables seamless data access and governance, facilitating more effective analytics and AI initiatives. - Accelerating AI/ML Deployment: With a comprehensive suite of tools and a managed environment, HPE Ezmeral simplifies the development and deployment of AI and ML models, reducing time-to-value and operational complexity. - Enhancing Flexibility and Scalability: The platform's support for hybrid and multi-cloud deployments allows organizations to scale resources as needed and run workloads closer to their data, optimizing performance and cost. - Ensuring Security and Compliance: Enterprise-grade security features and multi-tenancy support ensure that data and applications are protected, and compliance requirements are met across diverse environments. By providing a unified, secure, and flexible platform, HPE Ezmeral empowers organizations to unlock the full potential of their data, drive innovation, and achieve competitive advantage in the rapidly evolving digital landscape. ## HPE Ezmeral Software Platform Pros & Cons **What users like:** - Users value the **scalability** of HPE Ezmeral Software Platform, enabling seamless growth for enterprise applications. (1 reviews) ## HPE Ezmeral Software Platform Reviews ### 1. Enables hybrid cloud and edge deployment. **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Accounting | Enterprise (> 1000 emp.) **Reviewed Date:** April 16, 2025 **What do you like best about HPE Ezmeral Software Platform?** upport for both on-premises and cloud. Integration with HPE GreenLake for as-a-service consumption. Focus on enterprise security, scalability, and performance. **What do you dislike about HPE Ezmeral Software Platform?** Worked perfectly for our use, there were no issues when I used it **What problems is HPE Ezmeral Software Platform solving and how is that benefiting you?** Streamlines the machine learning lifecycle from data prep to deployment. Enables collaboration between data scientists, ML engineers, and IT. Supports version control, pipeline automation, and model governance. ### 2. Best Container orchestration kubernetes based platform for cloud application **Rating:** 4.0/5.0 stars **Reviewed by:** Sai Priyanka J. | CAE Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** August 08, 2024 **What do you like best about HPE Ezmeral Software Platform?** HPE Ezmeral has best implemented by using the kuberenetes cluster, it has built in feature of the data analytics and can generate the report with ease. The data stored in the Ezmeral is very safe and very cost effective and has good customer support team. this can be easily intergrated with existing development activities. Platform is designed with clear ui Ux standards and can be using very extensively. Developers using the application at regular period of time **What do you dislike about HPE Ezmeral Software Platform?** Since the data is very protective and safe quarded by team, for each thing when developerswe need to approach the support team. **What problems is HPE Ezmeral Software Platform solving and how is that benefiting you?** It solves the problems of loading the engines to anlytics the machine learning models. And also generation of report based on the model is very easy. Moreover it solved the extreme security problems. ### 3. HPE with AI **Rating:** 4.0/5.0 stars **Reviewed by:** Mukesh k. | Customer Support Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** August 26, 2024 **What do you like best about HPE Ezmeral Software Platform?** This software platform enables us to interact with NVIDIAs projects. **What do you dislike about HPE Ezmeral Software Platform?** I have not found any dissatisfactory remark from this software platform. **What problems is HPE Ezmeral Software Platform solving and how is that benefiting you?** In today's generation, AI is powerful tool and HPE Ezmeral software is associated with NVIDIA, which gives us the best graphics in AI era. - [View HPE Ezmeral Software Platform pricing details and edition comparison](https://www.g2.com/products/hpe-ezmeral-software-platform/reviews?section=pricing&secure%5Bexpires_at%5D=2026-07-14+10%3A10%3A14+-0500&secure%5Bsession_id%5D=f30e3533-a99c-4e86-ab0d-8357e882bbff&secure%5Btoken%5D=96842f72b834ccf0d858a739095d9cf5f022f7a2729a510b81d462a90982561e&format=llm_user) ## HPE Ezmeral Software Platform Features **Scalability and Performance - Generative AI Infrastructure** - AI High Availability - AI Model Training Scalability - AI Inference Speed **Cost and Efficiency - Generative AI Infrastructure** - AI Cost per API Call - AI Resource Allocation Flexibility - AI Energy Efficiency **Integration and Extensibility - Generative AI Infrastructure** - AI Multi-cloud Support - AI Data Pipeline Integration - AI API Support and Flexibility **Security and Compliance - Generative AI Infrastructure** - AI GDPR and Regulatory Compliance - AI Role-based Access Control - AI Data Encryption **Usability and Support - Generative AI Infrastructure** - AI Documentation Quality - AI Community Activity ## Top HPE Ezmeral Software Platform Alternatives - [Databricks](https://www.g2.com/products/databricks/reviews) - 4.6/5.0 (1,316 reviews) - [Fullstory](https://www.g2.com/products/fullstory/reviews) - 4.5/5.0 (1,032 reviews) - [Workato](https://www.g2.com/products/workato/reviews) - 4.7/5.0 (748 reviews)