Dagster

An orchestration platform for data pipelines with built-in asset tracking, lineage, and quality monitoring

Also known as
dagster

Available worldwide · Popular in: US

What is Dagster?

Dagster manages data pipeline execution while maintaining visibility into the data assets produced, including lineage and quality information. It provides native support for common data tools like dbt and Snowflake and can be deployed as open-source, managed cloud, or hybrid infrastructure.

Independently observed

Dagster pricing

Plans, per-tier features and add-ons, dated and linked to live pricing. Pricing changes often; always verify at source before you rely on it.

Pricing as of verify at live pricing ↗Independently observed
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
min 1 seats

Personal projects and simple pipelines

credits
7.5k/month
  • 1 User
  • 1 Code location
  • 1 Deployment
  • Core orchestration
  • Asset-based orchestration
  • Data quality checks
  • Asset metadata and lineage
  • Email/Slack/Teams alerts
  • Serverless compute
  • SOC 2 Type II
  • GDPR

Starter

$1200/month with 30k credits/month included; overages at $0.035/credit
min 3 seats

Production pipelines for small teams with role-based access control and catalog search

credits
30k/month
  • Up to 3 Users
  • 5 Code locations
  • 1 Deployment
  • Catalog search
  • Column-level lineage
  • Data quality checks
  • Asset health status
  • Cost tracking for BigQuery/Snowflake
  • PagerDuty/Datadog integration
  • Role-based access control
  • Hybrid deployments
  • SSO
  • Audit logs

Pro/Enterprise

Contact sales
Contact sales

Large-scale enterprise data platforms with custom requirements

  • Unlimited code locations
  • Unlimited deployments
  • Custom serverless compute pricing
  • Cost tracking and insights
  • Personalized onboarding support
  • Private Slack channel
  • Uptime SLAs
  • Custom security questionnaires
  • SAML/SCIM provisioning (Okta, Entra ID)
  • AI-native features (Dagster+ AI chat, auto-remediation)
  • EU data residency
  • HIPAA compliance
  • Webhook and advanced alerting

What Dagster does

The capabilities that matter for data engineering tools, normalised so it lines up with every alternative. “-” means we haven't confirmed it, not that it's missing.

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

Platform & deployment

Independently observed
Platforms
  • CLI
  • Web
Deployment
  • Cloud / SaaS
  • Hybrid
  • On-premise
  • Self-hosted

Integrations (37)

Independently observed
transformation
  • dbt Cloud
  • AWS Glue
ingestion
  • Fivetran
storage
  • AWS S3
  • Clickhouse
data_warehouse
  • AWS Redshift
compute
  • AWS EMR
  • Ray
  • Slurm
analytics
  • AWS Athena
  • Looker
  • Power BI
  • Sigma
monitoring
  • AWS CloudWatch
crm
  • Salesforce
data_management
  • lakeFS
metadata
  • OpenMetadata
semantic_layer
  • Cube
file_transfer
  • SFTP
collaboration
  • Microsoft SharePoint
security
  • AWS Secrets Manager
configuration
  • AWS SSM Parameter Store
container_registry
  • AWS ECR
  • dbt
  • Snowflake
  • Spark
  • Databricks
  • Azure
  • AWS
  • Airbyte
  • Tableau
  • Soda
  • Slack
  • Microsoft Teams
  • PagerDuty
  • Datadog
  • Python

Security & compliance

Known vulnerabilities: 3 (1 in the last 12 months), max severity HIGH sourcea count reflects scale & disclosure, not quality

Dagster FAQ

Common questions about Dagster, answered from independent, dated evidence.

What is Dagster?

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. It is indexed under Data Engineering Tools.

Source: https://dagster.io/pricing

Is Dagster free?

Dagster offers a free tier, so you can start without paying. Paid plans start at $0.01. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.

Source: https://dagster.io/pricing

What platforms does Dagster support?

Dagster supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.

Source: https://dagster.io/pricing

Can Dagster be self-hosted?

Yes. Dagster can be deployed cloud / SaaS, hybrid and self-hosted, so it does not have to run on the vendor's infrastructure.

Source: https://dagster.io/pricing

What does Dagster integrate with?

We have confirmed 14 integrations for Dagster, including dbt, Snowflake, Spark, Databricks, Azure, AWS, Airbyte and Tableau, plus 6 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.

Source: https://dagster.io/pricing

What security certifications does Dagster have?

We have independently confirmed SOC 2, HIPAA and GDPR for Dagster. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Dagster not holding them. Always confirm compliance directly before you rely on it.

Source: https://dagster.io/security

Is Dagster open source?

Yes. Dagster is published under the Apache-2.0 licence, a permissive licence that generally allows commercial use and modification. Licence terms can change between releases, so verify against the repository for the version you intend to use.

Source: https://github.com/dagster-io/dagster

Where is Dagster available?

Dagster is available worldwide. Its primary market is the United States.

Source: https://dagster.io/pricing

Dagster alternatives

Other data engineering tools we track, ranked by the same independent score.

All Dagster alternatives, ranked →

Compare Dagster

Side by side against other data engineering tools, attribute by attribute, with a source on every value.

Independent · unbought · dated

The vioscaleAI score: one lens on the evidence

Not user reviews and not a paid placement: a confidence-weighted blend of the independent signals below (adoption, activity, security posture, and more), which you can sort and re-weight yourself. Vendors can correct their listing but can never move their rank, and stars are weighted low as a vanity metric. It is one way to read the evidence for Dagster, not the verdict.

Balanced composite 68 / 100
high · 77%
Signal contributions to the composite score
SignalScoreWeightContributionEvidence
Package downloads820.1411.2
Capabilities920.087.2
Development activity630.095.9
Release cadence960.055.0
Security posture600.074.4
Integrations410.072.9
Dependent projects410.062.6
Stars790.032.1
Security score480.042.0
Developer Q&A activity00.060.0-

Computed . Re-weight it by intent, or see the full method.

All data & sourcesshow ↓

Every value we hold, with its source, retrieval date, and confidence. This is the evidence behind the score: don't trust it, verify it.

Activity

AttributeValueEvidence
Commits last 30d100mediumsource · 2026-09-10 · 65%

Adoption

AttributeValueEvidence
Github stars16,136highsource · 2026-09-10 · 90%
Package downloads weekly2,176,853highsource · 2026-08-01 · 85%
Dependent repos286highsource · 2026-08-26 · 85%

Content

AttributeValueEvidence
Faq8 itemsmediumsource · 2026-09-10 · 68%

Features

AttributeValueEvidence
CapabilitiesCdc: No · Role: orchestrator · Lineage: Yes · Paradigm: batch · Dbt native: Yes · Data quality: Yesmediumsource · 2026-09-10 · 60%

Integrations

AttributeValueEvidence
Count26mediumsource · 2026-09-10 · 60%

Language

AttributeValueEvidence
PrimaryPythonhighsource · 2026-09-10 · 90%

License

AttributeValueEvidence
SpdxApache-2.0highsource · 2026-09-10 · 95%

Market

AttributeValueEvidence
AvailabilityPrimaryMarkets: … · AvailabilityScope: global · AvailableCountries: … · NotAvailableCountries: …highsource · 2026-08-14 · 75%

Pricing

AttributeValueEvidence
Free tierYesmediumsource · 2026-09-10 · 60%
Modelopen_sourcemediumsource · 2026-09-10 · 60%
Price levelfreemediumsource · 2026-09-10 · 60%
TransparentYesmediumsource · 2026-08-14 · 60%

Release

AttributeValueEvidence
Cadence days7mediumsource · 2026-09-10 · 70%
History20 itemsmediumsource · 2026-09-10 · 70%

Security

AttributeValueEvidence
Disclosure policyYesmediumsource · 2026-08-14 · 60%
GdprYeshighsource · 2026-08-14 · 75%
HipaaYeshighsource · 2026-08-14 · 75%
Soc2Yeshighsource · 2026-08-14 · 75%
Scorecard4.8highsource · 2026-09-10 · 90%
VulnerabilitiesCount: 3 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=dagster&per_page=100 · Last 12m: 1 · Max severity: HIGHhighsource · 2026-08-26 · 90%
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