How Orbit Remote works

Indexing pipeline

Orbit indexes data from two sources and combines them into a single graph.

SDLC data

GitLab streams change events through a change data capture (CDC) pipeline to the GitLab Data Insights Platform. The platform writes records to ClickHouse tables that Orbit reads and writes its graph on top of.

This happens continuously. When a user opens a merge request, creates a work item, or kicks off a pipeline, the change propagates to the Orbit graph within minutes.

Source code

Orbit calls the GitLab Rails internal API to fetch source files from your repositories. It parses each file with a language-specific parser, extracts definitions (functions, classes, modules) and import references, and writes them as nodes and edges to the graph.

Code is indexed from the default branch only. A re-index runs automatically when the default branch changes.

Graph construction

After reading SDLC data and code, Orbit writes a unified graph to ClickHouse. Each entity (a project, a user, a function definition) becomes a node. Each relationship (a user authored a merge request, a file imports a module) becomes a directed edge.

When you send a query, Orbit compiles the JSON query DSL to ClickHouse SQL, executes it, and returns typed results.

The graph model

The graph has two layers:

• SDLC layer: GitLab objects and their relationships. Projects belong to groups. Users author merge requests. Pipelines run on projects. Work items are assigned to users.
• Code layer: Source code structure and cross-file references. Functions are defined in files. Files import symbols from other files. Definitions exist within projects and branches.

The two layers are connected. A merge request (SDLC layer) touches files (code layer). A user (SDLC layer) owns a definition (code layer) if they last modified the containing file.

Performance

Orbit runs in a separate Kubernetes cluster. It does not share compute or memory with your GitLab instance.

Initial indexing of a large group (thousands of projects, millions of lines of code) completes in minutes. Incremental re-indexing after a change completes in seconds to minutes depending on the size of the change.

Query execution

All queries go through the same path:

1. Orbit receives a JSON query payload (via REST, MCP, or GitLab Duo Agent Platform).
2. The query engine validates the query against the current schema.
3. Orbit compiles the JSON DSL to ClickHouse SQL.
4. ClickHouse executes the query against the graph tables.
5. Orbit applies authorization filtering: results are scoped to entities the requesting user has access to in GitLab.
6. Orbit returns typed JSON results.

You can request the compiled SQL in query responses by setting options.include_debug_sql: true. This field is only populated for instance administrators and direct GitLab organization members with Reporter or higher access.