What is DreamFactory?

DreamFactory is a secure, self‑hosted AI data gateway and enterprise data access platform that provides governed API access to any data source, connecting enterprise applications and on‑prem or local LLMs with role‑based access and identity passthrough. DreamFactory standardizes how AI and applications access your data while your credentials never leave DreamFactory.

AI‑ready governed data layer

Secure REST API and MCP access to enterprise data in any data source

Standardized data API layer

Consistent REST APIs over databases, file stores, SaaS, and legacy systems

Same security controls you already trust

Maps to your existing security infrastructure

Secure self‑hosted control

On‑prem, private cloud, edge, and hybrid deployment options

Developer acceleration

Automatic API creation and testing so your team ships more, faster

Safer, Faster AI Projects

DreamFactory lets you ship AI projects faster while keeping governed, token‑controlled access to enterprise data via MCP and REST. Without a dedicated AI data gateway, teams either give LLMs risky direct SQL access or spend months wiring brittle, custom connectors that bypass existing RBAC and audit trails. DreamFactory closes the AI data access gap by forcing all AI workloads through a governed data API platform that reuses your current identity and security controls.

Governed AI data layer

Central point where AI agents and LLMs access data via REST, not raw database connections

Identity and RBAC preserved

Existing IAM, roles, and entitlements are enforced instead of sidestepped by prototypes

MCP-compatible access

MCP tools backed by DreamFactory APIs so agents can read and write safely under policy

Faster AI pilots

Reuse the same standardized data APIs across multiple AI experiments and use cases

Confident Modernization of Legacy Applications and Data Sources

DreamFactory lets you modernize experiences and analytics by wrapping legacy databases, files, SOAP services, and IoT protocols with consistent, secure APIs. Today, modernization projects stall because DB2, mainframe‑adjacent systems, SOAP, and file‑based interfaces are hard to expose safely to modern apps and AI. DreamFactory creates standardized REST APIs over legacy systems, removing dependency on scarce legacy skillsets and reducing risk to core systems.

Legacy system unlock

Turn legacy and niche systems into first‑class, governed REST endpoints

Non-disruptive change

Modernize UIs and AI layers without destabilizing back‑end platforms

Consistent contracts

Give new services, apps, and AI agents the same API patterns regardless of source

Reduced integration risk

Eliminate fragile point‑to‑point connectors to aging systems

Higher Developer Throughput

DreamFactory increases developer throughput by offloading data access, auth, and traffic management to a dedicated, self‑hosted AI data gateway with API gateway capabilities. Without this layer, teams burn cycles hand‑coding the same access patterns, auth flows, and governance logic for every new application or AI initiative. Centralization lets your existing team deliver more projects without growing headcount.

Zero-code API generation

Auto-generate CRUD and custom endpoints from schemas and services

Built-in security patterns

Standard auth, RBAC, and validation baked into every API

Reusable services

One set of data APIs reused across multiple applications and AI workloads

Less boilerplate

Developers focus on business logic and UX instead of plumbing

Stronger Federated Governance Posture

DreamFactory strengthens your governance posture by centralizing access control, auditing, and threat protection at the data API edge. Today, security logic is scattered across apps, scripts, and ad‑hoc gateways, making it hard for CISOs and compliance teams to see who accessed what and whether policies were applied. DreamFactory becomes the governed front door to your data, even when AI agents are in the loop.

Centralized policy enforcement

One place to define and enforce access rules for data APIs

Fine-grained controls

Role, attribute, field, and low-level protections for sensitive data

Unified audit trail

End-to-end visibility into calls from both applications and AI workloads

Threat protection

Controls for SQL injection, request validation, and web applied before traffic hits databases

Stable Production Behavior

DreamFactory delivers stable production behavior using gateway‑style functionality—routing, limits, caching, and observability. AI workloads and new applications can create unpredictable traffic patterns that stress back‑end systems when they call databases and services directly. With DreamFactory in front of your data sources, you can shape, monitor, and protect traffic without changing each application.

Traffic shaping & limits

Rate limiting, throttling, and quotas to protect back-ends from spikes

Smart routing

Reverse proxying, health checks, and failover for resilient data access

Transformations at the edge

Request/response transformations and validation without touching back-end code

Production observability

Central analytics on usage, latency, and errors across all data APIs

Unified AI and App Access

DreamFactory unifies AI and application access by exposing one set of governed REST endpoints that both can call. Without this, organizations often stand up separate stacks for AI and apps, doubling integration and governance work while increasing inconsistency. AI agents and traditional applications share the same secure, documented data surface.

One data layer

Single, governed API layer serving UIs, services, and AI workloads

Consistent behavior

Same rules, audit, and performance characteristics across all consumers

Easier change management

Update data contracts once and roll out safely to every client

Lower total cost

Avoid owning parallel integration stacks for AI and non-AI use cases

What Do You Get with the DreamFactory AI Data Gateway?

DreamFactory is your AI data gateway. A self‑hosted, governed data API layer that sits between AI workloads, applications, and your enterprise data. It combines data governance, a standardized API layer, gateway‑grade functionality, flexible deployment, and developer productivity into a single platform.

AI Data Governance

Enterprise-grade governance, compliance, and security at the data API edge

Standard API Layer

For all your data, across databases, file stores, and legacy systems

API Gateway Functionality

Stable and reliable capabilities for routing, traffic management, and observability

Flexible On Prem Deployment & Integration

Works stand-alone or with your current infrastructure

Faster AI Development

Do more with the AI development team you have by auto-generating secure, production-ready data APIs

Support for Multiple AI Architectures

AI agents that query and update systems via MCP, “chat with your data” agents, local AI models, RAG pipelines, and more

Which Industries is DreamFactory Best For?

While DreamFactory is perfect for many industries, regulated industries such as Healthcare, Financial Services, Government, and Manufacturing find particular value.

Healthcare

Securely connect EHR, ERP, and clinical systems with governed APIs that protect PHI and support AI

Financial Services

Modernize banking and investment platforms with secure, compliant APIs for real‑time financial data access

Government

Expose public and internal data through secure, self‑hosted APIs that modernize services and protect sensitive information

Manufacturing

Modernize factory systems with governed APIs for ERP, MES, and IIoT data powering analytics and AI

What Are Common Use Cases for DreamFactory?

There are many valuable use cases for Dreamfactory, here are a few where customers start..

AI Data Access

Let AI query your data through governed REST APIs instead of talking directly to databases

MCP Server

Expose DreamFactory APIs as MCP tools so AI agents can safely query and update enterprise systems

Legacy Modernization

Wrap legacy databases, SOAP, files, and IoT protocols with modern, secure REST APIs

Data Governance

Centralize access control, logging, and threat protection at the data API edge for apps and AI

Built by Devs, for Devs

Let AI query your data.Not your database.