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AI Data Management

NetApp AI Data Engine

NetApp AI Data Engine simplifies and secures the entire AI data pipeline with integrated data discovery, curation, policy-driven guardrails, and real-time vectorization for GenAI.

NetApp AI Data Engine

NetApp® AI Data Engine™ simplifies and secures the entire AI data pipeline with integrated data discovery, curation, policy-driven guardrails, and real-time vectorization for GenAI. It provides efficiencies that make AI affordable, while integrating with popular AI tools and cloud platforms.

NetApp AI Data Engine overview

Features and Benefits

The capabilities that set NetApp AI Data Engine apart.

The Problem

Operationalizing and Scaling AI

Organizations struggle to operationalize and scale AI, facing fragmented AI data, multiple tools, complex data movement, redundant copies, and lack of built-in governance and security. This drives up costs and complexity, stalls AI initiatives, and creates risk.

The Solution

Simplifies the AI data pipeline

Storage-integrated solution

Secures AI data

Secures AI data

Integrates with existing AI tools and platforms

For faster AI deployments

Enhances efficiency

Enhances efficiency

7 reasons NetApp AI Data Engine helps you confidently accelerate enterprise AI

Netapp Ai Data Engine features

Seamless, unified management

Storage-integrated, end-to-end AI data solution across on-premises and cloud environments

Governance and security from day one

Automated monitoring and classification with policy-driven data guardrails and controls

Efficient transformation and lower costs

Automated transformation powered by NVIDIA NIMs, advanced compression, and deduplication

Global data discovery, curation, and access

Global structured data view through a metadata engine, and semantic search with fast data access

Real-time data synchronization and freshness

Automated capture of change data and synchronization to keep data current and eliminate redundancies

Integration with GenAI tools

Native integration with cloud AI platforms and popular GenAI tools for fast, scalable deployments

Responsible AI with versioning

Automated model/data versioning for full explainability and audit readiness

Where NetApp adds value

Use case: AI data transformation for GenAI, RAG, Agentic AI, and AI factories

Benefits:
  • Eliminates complex data movement
  • Reduces data bloat
  • Enhances performance

Use case: Data governance

Benefits:
  • Supports compliance
  • Protects sensitive data
  • Reduces redundant copies

Use case: Data discovery and exploration

Benefits:
  • Maintains security
  • Simplifies data discovery, curation, and management

Only NetApp offers

Enterprise-grade security and reliability

  • Integrated anti-ransomware: provides built-in protection against ransomware threats
  • Comprehensive built-in governance: includes policy-driven guardrails and data anonymization to maintain compliance and security
  • Enterprise-grade reliability: enables robust performance and reliability for enterprise AI workloads

Storage-integrated AI data pipeline

  • End-to-end data solution: combines data discovery, curation, policy-driven guardrails, and real-time vectorization in one storage-integrated solution that unifies data across your entire NetApp data estate
  • Advanced compression and deduplication to achieve storage efficiency
  • Efficient data processing: enhances AI performance with real-time data transformation and fast semantic discovery

Seamless integration and efficiency

  • Native cloud integration: integrates natively with major cloud AI platforms and popular open-source tools
  • Automated sync and change detection: allows data pipelines to work with the most recent data, reducing manual intervention

Customer Testimonial

CTO of major United States–based manufacturer

"NetApp AI Data Engine will streamline our data operations, allowing us to focus on driving insights and innovation while ensuring our data remains secure and compliant."
Expert Guidance

Thrive with expert-led storage guidance

Get tailored advice on how NetApp AI Data Engine fits your environment — from sizing and deployment to long-term optimization.

Thrive with expert-led storage guidance

Technical Specifications

Exhaustive hardware and software metrics extracted directly from official documentation.

  • Document Type
    Tactical Buyers Guide
  • Document ID
    NA-1220-0226

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Full specs, performance metrics, and deployment notes.

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