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VAST DataEngine

The Compute Fabric for Real-Time, Active Data

Activate your data and AI pipelines with event-driven compute and bring intelligence directly to the data.

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Trusted by the World’s Leading Data-Driven Organizations

Legacy Challenges

The Limits of Today's Data and AI Workflows

DataEngine eliminates the pain of traditional data and AI pipeline orchestration.

Data Gravity

Shifting large volumes between storage and compute adds cost and latency. DataEngine runs compute where the data lives, eliminating costly movement.

Stop Moving Data
Diagram with three 3D icons labeled OLTP, OLAP, and Data Lake. Arrows show data flow between OLTP and OLAP via ETL processes, and between OLAP and Data Lake via ETL, with return arrows indicating a cyclical data pipeline.

Brittle Data and AI Pipelines

Complex ETL chains and tool-specific orchestration slow innovation. DataEngine automates real-time data transformation and AI workflows with native triggers and serverless compute.

Improve Data Pipelines
Batch Delays Insights

Batch Delays Insights

Batch pipelines delay access to intelligence. With DataEngine, pipelines process events instantly, so downstream systems get insights without waiting.

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Legacy Systems Don’t Scale

As data grows, legacy systems require re-architecting, partitioning, and costly tuning. DataEngine scales linearly on DASE, delivering exabyte-class performance without complexity.

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See How VAST Brings Confidential AI to Sensitive Data

See how VAST DataEnclave enables foundation AI models to run on sensitive enterprise data while protecting both enterprise data and model IP.

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“The key factors in choosing VAST were scalability and composability. So we can tune performance or we can choose volume as required. Leveraging the roadmap from DataBase to DataEngine, we're able to move data to where it's needed.”

Niall O Brion
Senior Director, AI Platform & Production, Core42
Core Capabilities

Activate Data Instantly with Customizable Compute

The VAST DataEngine brings logic and state together—activating files, objects, and tables the moment they change. Built into VAST AI OS, it transforms data into action for continuous, intelligent workflows.

Event-Driven Intelligence
Serverless Python Functions
Workflows That Auto-Orchestrate
VAST’s Unified Query Engine
Confidential AI with DataEnclave
Foundation for Scale
Product Benefits

Automate, Orchestrate, Accelerate Data Workflows

Serverless triggers and functions

With VAST Event Broker triggers and serverless Python functions running on Kubernetes in VAST, using VAST Native Compute, DataEngine lets you build and automate virtually any workflow. From event detection to enrichment and orchestration, it replaces brittle ETL and schedulers with real-time simplicity.

Flexible Compute Environment for Every Data Workflow

With serverless Python functions running on VAST Native Compute and containerized engines, DataEngine provides a programmable, elastic compute fabric. From streaming to batch, SQL to vector, you can design, run, and scale workflows without external orchestration.

VAST Engines Accelerate Workflows from Ingest to Agents

Built on DataEngine, the VAST Engines provide specialized toolkits for automation. InsightEngine enables end-to-end RAG pipelines, AgentEngine orchestrates agentic AI, and SyncEngine simplifies ingest and synchronization—accelerating intelligence across the enterprise.

Data Engines

Specialized Engines for Full-Stack AI: Unify, Contextualize, and Act

The VAST DataEngine is a unified data processing platform powering three specialized engines: AgentEngine for AI agents, SyncEngine for data sync, and InsightEngine for RAG automation—all running natively together.

SyncEngine

SyncEngine

SyncEngine streamlines ingest and synchronization across files, objects, and streams. It accelerates the flow of data into the VAST AI OS, ensuring downstream analytics, pipelines, and agents always have fast, consistent access to the latest data.

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InsightEngine

InsightEngine

InsightEngine is VAST’s pipeline builder for RAG and beyond. It automates ingest, chunking, vectorization, and retrieval, while providing the flexibility to support other AI pipelines with fast, accurate, governed responses.

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AgentEngine

AgentEngine

AgentEngine provides a dedicated runtime for AI agents with checkpointing, tool integration, and deep observability into actions and reasoning. It ensures agents run reliably at scale, moving from fragile prototypes to trusted enterprise applications.

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Feature Details

Inside the VAST DataEngine

VAST DataEngine is the programmable compute fabric for real-time operations. With serverless triggers, functions, and in-place processing, it automates pipelines and delivers continuous insights at scale.

Serverless Functions

Run lightweight Python functions directly on VAST Native Compute directly in VAST CNodes. Automatically triggered by events, they build enrichment, transformation, and routing workflows, eliminating ETL and external schedulers while enabling complex data and AI pipelines in real time.

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Event Triggers

The VAST Event Broker, a Kafka-compatible engine, detects file and object events in real time. These events trigger downstream workflows instantly, turning raw data changes into automated, intelligent actions across your pipelines.

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Managed Trino & Spark

VAST runs Trino and Spark natively as managed services on compute nodes (CNodes) within the platform. With direct NVMe access to all data, they deliver faster, simpler performance—no external clusters, data movement, or duplication required.

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VAST Native SQL + Vector Query Engine

Run analytics directly where data lives. The VAST Native Query Engine executes aggregations and statistical functions in-place, eliminating data movement and external pipelines. This simplifies architecture and delivers faster insights on live data.

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In-Place Processing

The VAST DataEngine brings serverless compute to your data. It enables real-time processing and event-driven automation—enriching, transforming, and routing data instantly, without replication. This accelerates your pipelines while guaranteeing data freshness and simplicity.

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Confidential AI with DataEnclave

Run foundation AI on sensitive data without exposing either. VAST DataEnclave uses hardware-isolated execution and cryptographic attestation to protect enterprise data and model IP while AI is actively processing them.

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Event-Driven Workflows

The VAST Event Broker detects data changes the moment they occur. Triggers fire instantly, launching workflows that automate ingest, enrichment, and retrieval—keeping pipelines and intelligence real time.

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All Workflows, One Platform

Automate workflows across streaming, batch, SQL, and vector pipelines. DataEngine integrates them natively, so workflows stay synchronized and consistent without external orchestration.

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Unified Control Plane

Manage pipelines, triggers, and functions from a single system. Monitor job execution, track metrics, and enforce policies across every workflow with built-in observability.

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Low Code or Code-First Design

Build AI pipelines fast with our low-code, drag-and-drop interface. Developers can use custom Python for full control. VAST supports both code-first and low-code workflows, offering total flexibility and complete pipeline tracking and visibility in the DataEngine interface.

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Disaggregated Shared Everything

VAST’s DASE architecture decouples compute from storage while maintaining high-speed NVMe-oF access to all data. This ensures elastic scaling, massive parallelism, and predictable high performance.

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Exabyte Scale

DataEngine scales seamlessly as data grows. Built on the VAST DASE Architecture, its linearly scaling, shared-everything design eliminates rebalancing and delivers consistent low-latency performance at exabyte scale.

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Near-Zero Latency

Built on VAST’s DASE architecture, DataEngine gives every compute node (CNode) direct NVMe-oF access to the all data nodes (DNodes) in the global dataset. The result is near-zero latency and the responsiveness modern data pipelines require.

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Fault Tolerance

Running on the resilient DASE architecture, VAST delivers zero data loss and continuous availability. Pipelines are uninterrupted and workloads remain fully trusted.

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Confidential Compute

Run AI workloads in hardware-isolated environments that protect sensitive data and proprietary models across CPU and accelerated GPU execution, extending VAST data protection from data at rest and in flight to data and models in action.

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Verify Before Decrypt

Cryptographically verify hardware, software, and workload policy before granting access to protected assets. If the environment fails attestation, keys and secrets remain unavailable and confidential workloads cannot run.

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Independent Key Control

Keep enterprise data and proprietary model IP under their respective owners’ control. DataEnclave integrates with external key management services so each party determines when its protected assets can become accessible.

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Auditable by Design

Maintain a tamper-proof, queryable record of attestation, key releases, policy decisions, and workload activity, giving security and compliance teams evidence of what ran and under which approved policy without exposing protected assets.

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Deploy Anywhere

Bring confidential AI to connected, private, sovereign, edge, and fully air-gapped environments. Support remote or on-premises attestation and key brokering while maintaining the same verify-before-decrypt security model.

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Customer Success

From Concept to Deployment: Solving Real-world Challenges

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VAST DataSpace

Global AI fabric. Unifies edge-to-cloud into one coherent system so you act on data anywhere it lives.

VAST SyncEngine

AI’s “view all.” See, search, and mobilize your entire data estate, from legacy storage to enterprise apps.

VAST InsightEngine

AI's comprehension layer. Automated RAG pipelines that chunk, embed, and vectorize unstructured data.

VAST AgentEngine

Agent orchestration. Application runtime and low-code studio for deploying millions of AI agents.

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AI’s control tower. A global control plane for distributed VAST clusters across hybrid and multicloud.

Resources

Resources to Keep You Moving Forward

Join experts from Cisco and VAST Data to discover how the Cisco Secure AI Factory with NVIDIA, powered by the VAST DataEngine, solves these core enterprise RAG challenges to create the ultimate platform for NVIDIA NIMs as a Service.
Blog Post

Introducing Trino on VAST: Real-Time SQL for AI-Ready Infrastructure

Read how DataEngine's serverless compute layer makes Trino deployment effortless and instantly scalable.

9 minutes
Video

Shaping the Future of Work With Agentic AI: VAST + NVIDIA

Discover how VAST DataEngine enables organizations to deploy specialized agents across their entire workforce.

1:23
Solution Brief

VAST Event Broker: Real-Time Streaming Reinvented for AI and Analytics

See how DataEngine's event triggers power the world's fastest Kafka-compatible streaming engine for real-time AI.

3 pages
FAQ

Get the Facts About VAST DataEngine

What is VAST DataEngine and how does it power real-time data workflows?

VAST DataEngine is a serverless, event-driven compute framework built into the VAST AI Operating System that brings processing to the data itself. Instead of relying on scheduled jobs or external orchestration, DataEngine uses functions and triggers to automate any data workflow—from transformation and enrichment to analytics and AI inference—the moment data changes. This enables continuous, real-time operations across all workloads without data movement or delay.

How does VAST DataEngine eliminate traditional data pipeline complexity?

VAST DataEngine removes the need for fragile, multi-step data pipelines by unifying storage, streaming, and compute in one system. Built on the VAST AI OS, it lets teams build and manage pipelines using event triggers and serverless Python functions that execute directly where the data lives—no ETL, movement, or external orchestration required. This simplifies data transformation and automation across all workloads, from analytics to AI.

What makes VAST DataEngine different from conventional serverless computing platforms?

DataEngine is built on VAST's DASE architecture, allowing serverless functions to execute across a global collection of resources while accessing all data through a high-performance, low-latency network.

Unlike traditional serverless platforms limited to single clouds or data centers, DataEngine can deploy workers at the edge, in core data centers, and across multiple clouds as part of one unified global computer, with functions auto-scaling based on workload policies.

How does VAST DataEngine support AI and machine learning workflows?

VAST DataEngine brings compute to the data and makes AI pipelines event-driven. One of its primary engines, InsightEngine, sits on DataEngine and lets you build and manage real-time RAG pipelines using event triggers and serverless Python functions that run in place—no data movement or external orchestrators. As data lands, pipelines can chunk, embed, and store vectors in VAST DataBase’s native vector store, retrieve context on demand, invoke inference, and log results—all under unified governance and full observability.

Can VAST DataEngine handle enterprise-scale data processing requirements?

DataEngine is designed to scale from petabytes to exabytes of data while maintaining real-time performance. Built on VAST's DASE flash-native architecture, it can process two million events per second through its integrated Event Broker while simultaneously supporting complex queries across the entire data archive.

The system provides six nines of availability even at data center scale, with built-in resilience that allows large collections of infrastructure to fail without affecting operations.

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