Comparison

Dagster vs Mage

On the evidence we track, Dagster leads this comparison with a composite score of 70/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsJSONMarkdownGraphQLor send Accept: application/json
Dagster70
Mage42
Score
Vioscale score
Dagster70 / 100medium · 68%
Mage42 / 100high · 75%
Pricing
Free tier
Dagster
Mage
Model
Price level
Dagsterlow
Magehigh
Starting price
Dagster
Mage$100
Transparent
Dagster
Mage
Integrations
Count
Dagster14
Mage8
Security
Disclosure policy
Dagster
Mage
Gdpr
Dagster
Mage
Hipaa
Dagster
Mage
Scorecard
Dagster4.8
Mage
Soc2
Dagster
Mage
Reliability
Status page
Dagster
Mage
Adoption
Dependent repos
Dagster286
Mage
Github stars
Dagster16,066
Mage
Package downloads weekly
Dagster2,176,853
Mage
Activity
Commits last 30d
Dagster81
Mage
Release
Cadence days
Dagster7
Mage
History
Dagster20 items
Mage
License
Spdx
DagsterApache-2.0
Mage
Language
Primary
DagsterPython
Mage

Capabilities

Feature-by-feature on the axes that matter for data engineering tools. “-” means undocumented, not absent.

Core
Tool role
DagsterOrchestrator
MageOrchestrator
Processing paradigm
DagsterBatch
MageBatch + streaming
Connectivity
Connector count
Dagster-
Mage12+
CDC / log-based replication
Dagster
Mage
Transformation
In-warehouse transformation (push-down)
Dagster
Mage
dbt-native orchestration
Dagster
Mage
Deployment
Self-hosted / open-source available
Dagster
Mage
Managed cloud available
Dagster
Mage
Governance
Data lineage / asset catalog
Dagster
Mage
Authoring
Python-first authoring
Dagster
Mage
Execution
Incremental / partition-aware runs
Dagster
Mage
Quality
Built-in data quality / tests
Dagster
Mage
Scale
Horizontal scale (distributed executor)
Dagster
Mage

What each one is

The product in its own terms, so the numbers below have context.

Dagster

Leader

A unified orchestration and observability platform that manages data pipelines through assets, tracks dependencies and lineage, enforces data quality, and integrates with existing tools like dbt, Snowflake, and Spark. Supports both self-hosted open-source and managed cloud deployment.

Independently observed

Mage

A system for constructing data processing pipelines that validates, schedules, and executes them in production environments. Supports both cloud-managed and self-hosted deployment models.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Dagster

Leader
from $0.01/moSubscription30-day trial

From $120/month. 30-day free trial. Subscription with metered credits (asset materializations and ops executed); serverless compute charged separately.

  • Solo$120/month with 7.5k credits/month included; overages at $0.040/credit
    • 1 User
    • 1 Code location
    • 1 Deployment
    • Core orchestration
    • Asset-based orchestration
    • +6 more
  • Starter$1200/month with 30k credits/month included; overages at $0.035/credit
    • Up to 3 Users
    • 5 Code locations
    • 1 Deployment
    • Catalog search
    • Column-level lineage
    • +8 more
  • Pro/EnterpriseContact sales
    • Unlimited code locations
    • Unlimited deployments
    • Custom serverless compute pricing
    • Cost tracking and insights
    • Personalized onboarding support
    • +8 more
as of verify ↗

Mage

from $100/moHybrid

From $100/month + usage for cloud, custom pricing for private deployments

  • Mage Cloud$100/month + usage ($0.50 per cpu-hour, $0.50 per 4GB-hour)
    • Workflow orchestration and scheduling
    • Pipeline monitoring and observability
    • Data validation and quality checks
    • Unlimited users
    • Development environment included
  • Mage ProContact sales
    • Hybrid cloud deployment
    • Private cloud deployment
    • On-premises deployment
    • Full data isolation
    • Custom infrastructure configuration
    • +1 more
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Dagster
Mage
CLI
Dagster
Mage
Deployment
Cloud / SaaS
Dagster
Mage
Self-hosted
Dagster
Mage
On-premise
Dagster
Mage
Hybrid
Dagster
Mage

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

Dagster

Leader
14 total
  • dbt
  • Snowflake
  • Spark
  • Databricks
  • Azure
  • AWS
  • Airbyte
  • Tableau
  • Soda
  • Slack
  • Microsoft Teams
  • PagerDuty
  • Datadog
  • Python
Independently observed

Mage

13 total
  • Apache Spark
  • PySpark
  • Kafka
  • Stripe
  • Salesforce
  • BigQuery
  • AWS EMR
  • Kubernetes
  • EHR systems
  • Billing platforms
  • Lab systems
  • Clinical systems
  • MySQL
Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.