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.
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Connect your source
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Configure the sync
Pick the tables, the schedule and the update type: batch, cursor-based incremental or CDC.
Choose your destination
Load into BigQuery, Redshift, Databricks, PostgreSQL, ClickHouse, Amazon S3 and more.
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.
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.
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.
Learn moreFull 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.
Learn moreEnd-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.
Learn moreBuilding data-driven stories
“Every new source implementation, if I had to do it myself, would take about two or three months. With Erathos, it's done in a few hours. I don't need the skills of a data engineer to generate real value from the company's data.”
“Erathos revolutionized data management at WE. By integrating multiple SaaS tools into a single DW, our technical team now focuses on the core business. We implemented dashboards with insights across every area, enriching our organizational culture and improving our decision-making.”
“We used to have a lot of rework, and now we don't. It's more efficient to work this way. If it's not your core business, hire Erathos. Spend your time modeling your own domain, not someone else's.”
“If I didn't have this infrastructure, I'd need three or four people to do what Erathos does today. I was able to generate real value from my data with a much leaner setup than I thought I'd need. That's the core of building a data-driven culture: the team only uses data when they can trust it.”
“Erathos brought a practical turnaround at CCM. We were able to integrate financial systems, CRM, and processes with BigQuery in just a few clicks, with no technical team required. That gave us a reliable data warehouse that powers automations, dashboards, and even our customer service bots.”
“The robustness and efficiency of Erathos's connectors — whether for Meta, Google, RD Station, or ERPs like Bling and Conta Azul — make the whole process much faster and more reliable. The technical documentation is extremely well put together and intuitive, which makes implementation much easier.”
Other paths for your data
Other destinations for Linear
Other sources that land in Databricks
CRMs, ERPs, ad platforms and databases, all through the same managed pipeline.
Frequently Asked Questions
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.
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.
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.
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.
Yes. Every Erathos connector includes a 14-day free trial. Connect Linear to Databricks and start syncing right away — no credit card required.