# Linear + Amazon S3

> Store data as Parquet on S3 with Iceberg using Erathos. Sync data from Linear with Erathos — incremental, no-code pipeline with observability t

Source: https://www.erathos.com/en/pipelines/linear-amazon-s3
Em português: https://www.erathos.com/pipelines/linear-amazon-s3

**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 stay focused, move quickly, and maintain consistency throughout development.

In practice, Linear acts as the product development “operating system”: from bugs and feature requests to strategic projects, everything is organized into clear cycles and flows, enabling teams to plan, build, and ship software with high efficiency.

With Erathos, you can integrate Linear data into Amazon S3 in just a few minutes. Our platform handles the entire data movement process into your data lake and makes it possible to combine that data with other sources. That way, your time goes toward what really creates value — extracting insights and making data-driven decisions.

### Which Linear data does Erathos sync to Amazon S3?

The integration automatically syncs Linear’s main objects:

- **Projects** — status, owners, dates, and settings
- **Tasks and subtasks** — priority, status, estimates, and owners
- **Sprints and cycles** — dates, velocity, and planning data
- **Members** — users, roles, and workload
- **Comments** — discussion and decision history
- **Custom fields** — properties and tags customized by the team

### Why sync Linear with Amazon S3?

In Amazon S3 with Iceberg, your data is stored as Parquet files with support for time travel and schema evolution — ready to be queried with Athena, Spark, Trino, or any query engine in your stack. Ideal for low-cost archiving and ML feature stores.

### How it works

Erathos connects to Linear through the official API and syncs your data incrementally — only new or updated records are processed in each run. You choose the sync frequency (from 5 minutes to daily), the objects to sync, and the destination in Amazon S3. The sync uses automatic partitioning and Parquet file optimization. You choose the sync frequency, the objects to sync, and the destination bucket. Every run is logged with full observability: execution time, processed rows, errors with context, and alerts via Slack or email.

## Linear data in Amazon S3 in minutes

### Ready-to-use Linear Connector

Connect Linear to Amazon S3 and automatically export data. Centralize project management information for analysis—no spreadsheets, no scripts.

### Full control over your Linear pipelines

Configure the schedule, frequency, and sync type at the table level. Configure partitioning, file format, and write frequency at the table level. The Iceberg format ensures ACID compliance and schema evolution — without full bucket rewrites.

### End-to-end observability

Stop finding out about Linear failures only when the business team complains. Every run is logged with run time, processed rows, and error context. Automatic alerts via Slack, Discord, or email as soon as something goes off track — so your analyses always have fresh data.

## Centralizing data from Linear to Amazon S3 has never been easier

Erathos is a data ingestion platform built for data and engineering teams. With the Linear connector, you automatically centralize tasks, projects, sprints, and productivity data in Amazon S3 — always up to date, with full observability into every run and zero maintenance.

## FAQ

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

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 visibility into every run, zero maintenance overhead, and none of the black-box behavior of traditional market tools.

### Which Linear data does Erathos sync to Amazon S3?

Erathos syncs Linear issues, projects, sprints, members, comments, statuses, and delivery metrics with your data warehouse incrementally, with no code required.

### How often does Erathos sync data from Linear to Amazon S3?

You can configure the sync frequency from every 5 minutes up to daily, at the table level. Erathos uses incremental sync — only new or updated records are processed in each run, keeping the Linear pipeline efficient and Amazon S3 costs predictable.

### What happens if a sync with Linear 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 Amazon S3 and start syncing immediately — no credit card required.