Products
Data Orchestration

Orchestrate data and AI pipelines

Stop managing brittle data pipelines. 



Turn scattered pipelines into a single, coherent system—so your teams can ship AI‑ready data products faster, safer, and at scale.

Why modern data teams choose Dagster

Leave fragile legacy data pipelines behind.

Legacy orchestration tools hide your data in a black box of low-visibility tasks. Dagster flips the script and models the data assets you care about: your tables, files, ML models, and notebooks all united in a single platform.

Ship faster, sleep better.

Stop coding like it's 2005. Local testing, branch deployments, and reusable components mean you can ship with confidence. Spend more time focusing on what matters and less time trying to glue it all together.

Built-in data quality, catalog and cost insights.

Run quality checks, validate freshness, trace data lineage, and see the cost behind every operation in one place. 



Finally start finding problems before your stakeholders do.

Future-proof your stack

Know which pipelines you can standardize

Dagster organizes everything around your data assets—so you can reduce complexity, write modular code, and reuse work across teams.

Designed for testability across all dev stages

From local dev to production, Dagster supports modern software engineering practices with modern dev APIs, CI/CD support, and isolated, testable code.

Know exactly what’s happening with your pipelines

With built-in observability, lineage, and real-time costs, you always know the state of your data platform—and can catch issues before they cause problems.

Ship data and AI products faster

Automate, monitor, and optimize your data pipelines with ease. Get started today with a free trial or book a demo to see Dagster in action.

Try Dagster+

Orchestration without limits

From ingestion to transformation, modeling to delivery—Dagster makes it easy to build reliable workflows at every layer of the stack.

From warehouses to ML models

Dagster fits wherever you interface with data—whether that's orchestrating workflows in Snowflake, BigQuery, dbt, Python scripts, or modern AI pipelines.

Develop & test locally, in any stage in the development cycle

Develop locally, collaborate in code, watch it unfold in Dagster and deploy confidently, without the need to launch. 



Everyone—from analysts to platform engineers—can contribute without friction.

Flexible enough to orchestrate anything

Dagster integrates with your favorite tools—like dbt, Spark, Fivetran, and Snowflake—but it’s more than just a connector. You define your pipelines in Dagster itself, giving you full control over orchestration, observability, and data quality across your stack

"Dagster changed my understanding of orchestration like dbt did for transformation. Unlocks a new part of your brain."
Emil Sundman
Data Engineer | Bizware

Latest writings

The latest news, technologies, and resources from our team.

Multi-Tenancy for Modern Data Platforms
Webinar

April 13, 2026

Multi-Tenancy for Modern Data Platforms

Learn the patterns, trade-offs, and production-tested strategies for building multi-tenant data platforms with Dagster.

Deep Dive: Building a Cross-Workspace Control Plane for Databricks
Webinar

March 24, 2026

Deep Dive: Building a Cross-Workspace Control Plane for Databricks

Learn how to build a cross-workspace control plane for Databricks using Dagster — connecting multiple workspaces, dbt, and Fivetran into a single observable asset graph with zero code changes to get started.

Dagster Running Dagster: How We Use Compass for AI Analytics
Webinar

February 17, 2026

Dagster Running Dagster: How We Use Compass for AI Analytics

In this Deep Dive, we're joined by Dagster Analytics Lead Anil Maharjan, who demonstrates how our internal team utilizes Compass to drive AI-driven analysis throughout the company.

Announcing the Dagster+ Terraform Provider
Announcing the Dagster+ Terraform Provider
Blog

April 28, 2026

Announcing the Dagster+ Terraform Provider

The Dagster+ Terraform provider lets platform teams manage deployments, access controls, alerting, and more as code. Define entire environments declaratively, review changes through pull requests, and integrate Dagster+ into your existing infrastructure workflows.

The Missing Half of the Enterprise Context Layer
The Missing Half of the Enterprise Context Layer
Blog

April 22, 2026

The Missing Half of the Enterprise Context Layer

AI agents that only understand business definitions without knowing whether the underlying pipeline actually succeeded are confidently wrong and operational context from the orchestrator is the missing piece.

How to Orchestrate Across Multiple Databricks Workspaces Without Losing Your Mind
How to Orchestrate Across Multiple Databricks Workspaces Without Losing Your Mind
Blog

April 20, 2026

How to Orchestrate Across Multiple Databricks Workspaces Without Losing Your Mind

Once your pipelines span multiple Databricks workspaces, you're no longer orchestrating a single system you're coordinating a distributed one.

How Magenta Telekom Built the Unsinkable Data Platform
Case study

February 25, 2026

How Magenta Telekom Built the Unsinkable Data Platform

Magenta Telekom rebuilt its data infrastructure from the ground up with Dagster, cutting developer onboarding from months to a single day and eliminating the shadow IT and manual workflows that had long slowed the business down.

Scaling FinTech: How smava achieved zero downtime with Dagster
Case study

November 25, 2025

Scaling FinTech: How smava achieved zero downtime with Dagster

smava achieved zero downtime and automated the generation of over 1,000 dbt models by migrating to Dagster's, eliminating maintenance overhead and reducing developer onboarding from weeks to 15 minutes.

Zero Incidents, Maximum Velocity: How HIVED achieved 99.9% pipeline reliability with Dagster
Case study

November 18, 2025

Zero Incidents, Maximum Velocity: How HIVED achieved 99.9% pipeline reliability with Dagster

UK logistics company HIVED achieved 99.9% pipeline reliability with zero data incidents over three years by replacing cron-based workflows with Dagster's unified orchestration platform.

Modernize Your Data Platform for the Age of AI
Guide

January 15, 2026

Modernize Your Data Platform for the Age of AI

While 75% of enterprises experiment with AI, traditional data platforms are becoming the biggest bottleneck. Learn how to build a unified control plane that enables AI-driven development, reduces pipeline failures, and cuts complexity.

Download the eBook on How to Scale Data Teams
Guide

November 5, 2025

Download the eBook on How to Scale Data Teams

From a solo data practitioner to an enterprise-wide platform, learn how to build systems that scale with clarity, reliability, and confidence.

Download the eBook Primer on How to Build Data Platforms
Guide

February 21, 2025

Download the eBook Primer on How to Build Data Platforms

Learn the fundamental concepts to build a data platform in your organization; covering common design patterns for data ingestion and transformation, data modeling strategies, and data quality tips.

AI Driven Data Engineering
Course

March 19, 2026

AI Driven Data Engineering

Learn how to build Dagster applications faster using AI-driven workflows. You'll use Dagster's AI tools and skills to scaffold pipelines, write quality code, and ship data products with confidence while still learning the fundamentals.

Dagster & ETL
Course

July 11, 2025

Dagster & ETL

Learn how to ingest data to power your assets. You’ll build custom pipelines and see how to use Embedded ETL and Dagster Components to build out your data platform.

Testing with Dagster
Course

April 21, 2025

Testing with Dagster

In this course, learn best practices for testing, including unit tests, mocks, integration tests and applying them to Dagster.