incredlabs
Database

ORMDB

The database that speaks ORM natively

What is ORMDB? ORMDB is an open-source, Rust-native relational database that understands your entities and relations, so a single query returns a whole object graph instead of the N+1 round-trips a traditional ORM generates.

$ cargo install ormdb-server
RustTypeScriptPython

ORMDB is an open-source relational database written in Rust that speaks ORM natively. It fetches object graphs in one round-trip, supports native relations, ACID transactions, safe online migrations, change streams (CDC), plus vector, geo, and full-text search. It drops into Prisma, Drizzle, TypeORM, and SQLAlchemy.

Highlights

How ORMDB works

1

You declare your model graph — entities, relations, and constraints — and ORMDB stores it as first-class metadata rather than inferring it after the fact. Because the database already knows how User relates to Post relates to Comment, it can plan a single traversal that returns the whole shape you asked for.

2

When your application requests an object graph, ORMDB resolves it server-side in one round-trip. There is no N+1 explosion and no impedance mismatch to hand-tune, because the join planning happens where the data lives instead of in an application-layer ORM stitching rows together.

3

On top of the relational core, ORMDB ships ACID transactions, safe online migrations with automatic safety grading, change streams (CDC) for cache invalidation and real-time features, and built-in vector, geo, and full-text search — so AI features like semantic search sit next to your relational data instead of in a separate system.

Example

// Fetch a full object graph in one round-trip — no N+1
const user = await db.user.get(id, {
  posts: { comments: true, tags: true },
  profile: true,
});

When to use ORMDB

Who it's for: Backend and full-stack engineers who already reach for Prisma, Drizzle, TypeORM, or SQLAlchemy and want the database itself to speak ORM — plus teams adding AI/vector features to an existing relational app.

ORMDB vs. Postgres + a traditional ORM

A traditional stack pairs a relational database with an application-layer ORM that translates object graphs into SQL — the source of N+1 queries and object-relational impedance mismatch. ORMDB moves that graph awareness into the database, so relations, safe migrations, and vector/geo/full-text search are native rather than bolted on with extensions and extra services.

ORMDB FAQ

What is ORMDB?
ORMDB is an open-source, Rust-native relational database that understands your entities and relations, so a single query returns a whole object graph instead of the N+1 round-trips a traditional ORM generates.
Who is ORMDB for?
Backend and full-stack engineers who already reach for Prisma, Drizzle, TypeORM, or SQLAlchemy and want the database itself to speak ORM — plus teams adding AI/vector features to an existing relational app.
Is ORMDB open source?
Yes. ORMDB is open source under the MIT License and developed in the open at https://github.com/incredlabs/ormdb. There is no license fee.
How do I install ORMDB?
Install ORMDB with `cargo install ormdb-server`. Full setup instructions live in the documentation at https://docs.incredlabs.com/ormdb.

More from the incredlabs data platform