# Linear + Databricks

> Integrate Linear tasks, sprints, and projects with Databricks using Erathos. Centralized productivity data, always up to date and ready for analysis.

Source: https://www.erathos.com/en/pipelines/linear-databricks
Em português: https://www.erathos.com/pipelines/linear-databricks

Linear is a modern software development management platform that centralizes product planning, tracking, and delivery in one place. Designed for engineering and product teams, Linear combines issue tracking, sprint management, roadmaps, and workflows in a fast, minimalist interface, helping teams maintain focus, velocity, and consistency throughout development.

With Erathos, Linear data lands in Databricks ready to power Machine Learning models and advanced analytics pipelines, within the same environment where your team already processes other data.

### What Linear data does Erathos sync to BigQuery?

The integration automatically syncs Linear's core objects:

- **Projects** status, assignees, dates, and settings
- **Issues and subtasks** priority, status, estimates, and assignees
- **Sprints** dates, velocity, and planning data
- **Members** users, roles, and workload
- **Comments** history of discussions and decisions
- **Custom fields** custom properties and tags configured by the team

### Why sync Linear with Databricks?

In Databricks, Linear data is ready for Machine Learning models, advanced analytics, and ad hoc queries, in the same environment where your team already builds data pipelines.

### How it works

Erathos connects to Linear via the official API and syncs your data incrementally: only new or updated records are processed in each run, keeping pipelines fast and Databricks costs predictable. You choose the sync frequency (from 5 minutes to daily), the objects to sync, and the destination dataset. Every run is logged with full observability: runtime, rows processed, error context, and instant alerts via Slack or email if anything goes wrong.

## Data in your data warehouse in minutes

### Ready-to-use Linear connector

Connect Linear to Databricks and automatically sync issues, projects, sprints, and members. Centralized productivity data for analysis — no CSVs, no scripts.

### Full control over your Linear pipelines

Configure sync frequency, sync type, and table-level partitioning. Data lands in Databricks ready for ML, analytics, and ad hoc queries — with predictable costs.

### End-to-end observability

Stop finding out about Linear failures only after the business team complains. Every run is logged with runtime, rows processed, and error context. Get automatic alerts via Slack, Discord, or email the moment something goes off track — with fresh productivity data always ready for your sprint reports.

## Centralizing Linear data in Databricks has never been easier

Erathos is a data ingestion platform for operations and data teams. With the Linear connector, you can automatically export issues, projects, sprints, and productivity metrics to Databricks — centralizing productivity data and making it ready for analysis.

## FAQ

### What is Erathos, and how can it help my company?

Erathos is a data ingestion platform built for reliability, transparency, and control. We help data teams connect tools like Linear to their data warehouse — with full observability into every run, zero maintenance, and none of the black-box behavior you get with traditional market tools.

### What data from Linear does Erathos sync to Databricks?

Erathos syncs Linear Projects, Tasks, Subtasks, Members, Sprints, Statuses, and Comments to Databricks. Custom fields, tags, and task dependencies created by the team are also exported.

### How often does Erathos sync data from Linear to Databricks?

You can configure sync frequency from every 5 minutes up to daily, at the table level. Erathos uses incremental synchronization—only new or updated records are processed in each run, keeping the Linear pipeline efficient and Databricks costs predictable.

### What happens if a Linear sync fails?

Erathos automatically detects failures and sends alerts to your email, Slack, or Discord with full context — not just "job failed." Smart retries handle transient errors, and every run is logged with runtime, rows processed, and error context so your team can debug in minutes, not hours.

### Is there a free trial for the Linear connector?

Yes. Every Erathos connector includes a 14-day free trial. Connect Linear to Databricks and start syncing right away — no credit card required.