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Linear is available as an Available Now source connector. MantrixFlow reads eight resources through Linear’s GraphQL API, previews records, stages each selected resource, applies published SQL transformations, and delivers rows to a supported destination. MantrixFlow never creates, edits, or deletes data in Linear.

Supported resources

Each resource has a stable DuckDB staging relation:

Before you begin

  1. Open Linear Settings.
  2. Go to Security & access.
  3. Under Personal API keys, create a key for MantrixFlow.
  4. Limit the key to the teams the pipeline needs, when that option is available for your workspace.
  5. Copy the key and store it in a password manager.
Linear documents Personal API Keys in its GraphQL authentication guide and Security & access guide.
Linear authentication is currently Personal API Key only in MantrixFlow. OAuth is not available for this connector yet.
The key has the access of the Linear user who created it. MantrixFlow encrypts the saved key, masks it after saving, and removes it from sanitized errors and pipeline logs.

Create the source connection

  1. Open Connections in your MantrixFlow workspace.
  2. Select Source.
  3. Select Linear.
  4. Enter a descriptive connection name and the Personal API Key.
  5. Click Test Connection. MantrixFlow validates the key against the authenticated Linear user.
  6. Save the connection after the test succeeds.
Linear remains listed under Available Now. If a connection test fails, review the connector-health reason and the Personal API Key permissions.

Select team and project scope

Scope is stored on the pipeline, not in the reusable connection. Two pipelines can therefore use the same Linear connection while reading different teams or projects.
  1. Create or open a pipeline that uses the Linear connection.
  2. Open the Source tab and discover the catalog.
  3. Under Linear source scope, select the teams the pipeline may read.
  4. Optionally select projects from those teams.
  5. Click Save Linear scope.
  6. Select resources, preview representative rows, and save the stream settings.
An empty team selection includes every team accessible to the key. An empty project selection includes every accessible project within the selected team scope. Team scope applies to teams, workflow states, issue labels, projects, cycles, issues, and related comments. Project scope narrows projects, issues, and related comments. Users remain workspace-level because Linear user records do not belong to one project. Archived records are excluded by default. Enable archived resources in the pipeline’s connector options only when they are required.

Full Table and Incremental

Full Table replaces the staged resource with the current API result. Incremental is available for projects, cycles, issues, and comments. MantrixFlow orders those resources by updatedAt, stores the latest cursor, and requests records whose updatedAt is greater than or equal to the saved value. The inclusive boundary prevents records with the same timestamp from being skipped; the id primary key removes duplicates during merge. Incremental extraction is scheduled polling, not change data capture. It does not detect hard-deleted records. Run a periodic Full Table reconciliation when the destination must reflect deletions or access changes. Linear list queries use cursor-based pagination. MantrixFlow follows pageInfo.endCursor while hasNextPage is true and applies bounded request, page, complexity, retry, and runtime limits. See Linear’s pagination guide and rate-limit guide.

Transform Linear data

Relationships are flattened into stable identifier columns where practical. For example, issues expose fields such as team_id, project_id, cycle_id, state_id, assignee_id, and creator_id. Projects preserve team_ids and team_names as JSON arrays. Example issue model:
Use id as the destination Upsert key. Use the exact columns shown by the transformation editor because optional Linear relationships can be null.

Verify a run

After starting the pipeline, open Runs and confirm:
  • the expected selected resource revisions are present;
  • Rows failed is 0;
  • each published model reports its intended destination table;
  • destination row counts and representative IDs match Linear.
For an Incremental test, complete the first run, edit one issue or project in Linear, run the pipeline again, and verify that the changed id is merged into the destination.

Limitations

  • Linear is Available Now and source-only.
  • Authentication is Personal API Key only.
  • Extraction is read-only and uses GraphQL queries; no mutations are sent.
  • Incremental mode is polling, not CDC, and does not detect hard deletes.
  • Attachments and private uploaded file contents are not downloaded.
  • Resource access is limited to what the API-key owner can read.

Troubleshooting