What is DreamFactory used for?

DreamFactory is a self-hosted AI data gateway that automatically generates governed REST APIs from any database, file store, or legacy system. It provides secure, role-based access control, identity passthrough, and audit logging for both applications and AI agents, enabling faster, safer data integration and AI projects.

Why is DreamFactory self-hosted?

DreamFactory is self-hosted to ensure your data never leaves your infrastructure. This is critical for regulated industries like healthcare, finance, and government where data sovereignty, compliance, and security are paramount. You deploy on-prem, in your VPC, or fully air-gapped.

How does DreamFactory govern AI data access?

DreamFactory acts as a governed data layer between AI agents and your data. It exposes data via REST APIs and MCP tools, enforcing role-based access control, identity passthrough, and complete audit logging. This prevents LLMs from having direct SQL access and ensures every AI query respects your existing security policies.

Which databases and data sources does DreamFactory support?

DreamFactory supports over 30 data sources out of the box, including SQL Server, Oracle, Snowflake, MySQL, PostgreSQL, MongoDB, SAP HANA, DB2, and many more. It also supports files, SOAP services, and IoT protocols through its API generation and scripting capabilities.

Can I customize the APIs generated by DreamFactory?

Yes, DreamFactory provides a robust scripting engine supporting Node.js, PHP, and Python. You can attach pre- or post-process scripts to any endpoint to validate input, transform responses, call other APIs, or enforce custom business logic. This allows full customization without writing boilerplate code.

DreamFactory: Governed AI Data Gateway for Enterprise

DreamFactory

Updated Jul 25, 2026

Self-hosted platform providing governed REST API and MCP access to any data source for AI and enterprise apps with role-based security.

Categories:

Api Management|

Data Integration|

Ai Infrastructure

#ai#datagateway#apimanagement#zerocode#rbac

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Editor's Verdict

Rating: 4.6/5.0•Reviewed by RAGWiki

At $1500/mo, DreamFactory stands out as a powerful solution in the api management,data integration,ai infrastructure,security and governance,low-code development landscape. It is especially well-suited for professionals like Healthcare IT Manager and Financial Services Developer. However, potential buyers should note that it might not be perfect if you are strictly trying to avoid requires self-hosting expertise. Overall, it offers a robust toolset that significantly accelerates workflows.

Key Takeaways

Self-hosted AI Data Gateway
Governed REST API Access
MCP-Compatible Access
Zero-Code API Generation

In-Depth Review: What is DreamFactory?

DreamFactory is a secure, self-hosted AI data gateway that standardizes data access for AI agents and applications. It provides governed REST APIs and MCP tools over databases, file stores, SaaS, and legacy systems, preserving existing identity and RBAC. With zero-code API generation, built-in security, and production-grade features like rate limiting and auditing, DreamFactory accelerates AI projects and modernizes legacy systems while maintaining compliance. Ideal for regulated industries like healthcare, finance, government, and manufacturing.

Core Features

Self-hosted AI Data Gateway

Deploy on-prem, in your VPC, or air-gapped. Your data never leaves your infrastructure, ensuring full control and compliance.

Governed REST API Access

Automatically generate secure REST APIs from any database, file store, or legacy system, with role-based access control and identity passthrough.

MCP-Compatible Access

Expose DreamFactory APIs as MCP tools, enabling AI agents to safely query and update enterprise systems under policy.

Zero-Code API Generation

Connect to 30+ databases and instantly get fully documented REST APIs with CRUD operations, filtering, pagination, and joins—no custom code.

Role-Based Access Control (RBAC)

Granular RBAC on every endpoint, controlling access to specific tables, fields, and operations for both human users and AI agents.

Unified Audit Logging

Every API call is logged with real user identity, providing end-to-end visibility and compliance across all applications and AI workloads.

API Gateway Functionality

Built-in rate limiting, throttling, caching, reverse proxying, and health checks to protect back-end systems from unpredictable traffic.

Service-Side Scripting

Attach pre- or post-process scripts (Node.js, PHP, Python) to API endpoints for custom validation, transformation, and workflow automation.

SOAP to REST Modernization

Convert JSON requests to SOAP and back automatically, turning any WSDL into a live, fully documented REST API instantly.

OpenAPI Documentation

Every connected data source gets auto-generated OpenAPI (Swagger) documentation that stays in sync with the actual schema.

Pricing

DF Linux Lite

$1500/mo

Single Connector of your choice
Unlimited Roles, Keys, API creation, and API requests
All connectors except Oracle, Snowflake, and DB2
Role-Based Access Control (RBAC)
API Key Management
API Scripting

DF Linux Professional

$4000/mo

Unlimited Connectors, Roles, Keys, API creation, and API requests
All connectors including Oracle, Snowflake, and DB2
API Scripting
Authentication & Rate Limiting
Network APIs
Logging & Governance

DF Docker/Kubernetes

Custom Pricing

Unlimited Connectors, Connections, Roles, Keys, API creation, and API requests
All connectors including Oracle, Snowflake, and DB2
API Scripting
Authentication & Rate Limiting
Network APIs
Logging & Governance

Open Source

Free

PostgreSQL connector only
Limited feature set
Install on Digital Ocean

Pros and Cons

Pros

Self-hosted security and controlDeploy on your own infrastructure, ensuring data never leaves your environment, with full compliance and auditability.
Automatic API generation from any data sourceInstantly create standardized REST APIs from 30+ databases and legacy systems, eliminating hand-coded integrations.
Centralized governance for AI and applicationsEnforce RBAC, identity passthrough, and audit logging across all consumers, including AI agents using MCP.
Accelerates developer productivityZero-code API creation and built-in security patterns allow teams to ship 10x faster without writing boilerplate.
Supports multiple AI architecturesWorks with MCP agents, chat-with-your-data apps, and local LLMs, all through a single governed API layer.

Cons

Requires self-hosting expertiseCustomers must manage their own deployment, updates, and scaling, which may require dedicated infrastructure and operations skills.
Open-source version is limitedThe free open-source edition only supports PostgreSQL and lacks advanced features, pushing users toward paid plans.
Pricing can be high for small teamsEntry-level plan at $1500/month may be cost-prohibitive for startups or small organizations with limited budgets.
Vendor lock-in for API layerReliance on DreamFactory as the API gateway could create dependency, though the platform is self-hosted and portable.
Complex initial setupIntegrating with existing identity providers, legacy systems, and AI tools may require significant initial configuration and testing.

Use Cases & Recommended Profession

Healthcare IT Manager→ View Toolkit

Securely connect EHR, ERP, and clinical systems with governed APIs that protect PHI and enable AI-driven insights.

Financial Services Developer→ View Toolkit

Modernize banking and investment platforms with secure, compliant APIs for real-time financial data access and AI analytics.

Government IT Architect→ View Toolkit

Expose public and internal data through secure, self-hosted APIs that modernize citizen services while safeguarding sensitive information.

Manufacturing Data Engineer→ View Toolkit

Integrate SAP ERP, MES, and IIoT data into analytics and AI applications using governed APIs without disrupting production systems.

AI/ML Engineer→ View Toolkit

Give AI agents governed access to enterprise data via MCP and REST, avoiding risky direct SQL connections and preserving audit trails.

Software Engineer (Backend)→ View Toolkit

Offload data access, auth, and traffic management to DreamFactory, focusing on business logic rather than building custom connectors.

Frequently Asked Questions

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ℹ️ Curation Disclosure: The overview and features of DreamFactory were synthesized using AI and fact-checked by our curation team to ensure accuracy.