Comparison

Dagster vs Kestra

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 formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
★Dagster70
Kestra59
Score
vioscaleAI score
Dagster70 / 100medium · 68%
Kestra59 / 100medium · 54%
Pricing
Free tier
Dagster✓
Kestra✓
Model
Dagsterfreemium
Kestrafreemium
Price level
Dagsterlow
Kestralow
Starting price
Dagster$10
Kestra–
Transparent
Dagster✓
Kestra✗
Integrations
Count
Dagster28
Kestra2,000
Security
Certifications
KestraSOC 2
Disclosure policy
Dagster✓
Kestra–
Gdpr
Dagster✓
Kestra✓
Hipaa
Dagster✓
Kestra–
Scorecard
Dagster5.1
Kestra–
Soc2
Dagster✓
Kestra✓
Adoption
Dependent repos
Dagster286
Kestra–
Github stars
Dagster16,269
Kestra–
Package downloads weekly
Dagster2,028,283
Kestra–
Activity
Commits last 30d
Dagster100
Kestra–
Release
Cadence days
Dagster7
Kestra–
History
Dagster20 items
Kestra–
License
Spdx
DagsterApache-2.0
Kestra–
Language
Primary
DagsterPython
Kestra–
Content
Faq
Dagster8 items
Kestra7 items

Capabilities

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

Core
Tool role
DagsterOrchestrator
KestraOrchestrator
Processing paradigm
DagsterBatch
KestraBatch + streaming
Connectivity
Connector count
Dagster28+
Kestra1900+
CDC / log-based replication
Dagster✗
Kestra✗
Transformation
In-warehouse transformation (push-down)
Dagster✗
Kestra✓
dbt-native orchestration
Dagster✓
Kestra✓
Deployment
Self-hosted / open-source available
Dagster✓
Kestra✓
Managed cloud available
Dagster✓
Kestra✓
Governance
Data lineage / asset catalog
Dagster✓
Kestra✓
Authoring
Python-first authoring
Dagster✓
Kestra✓
Execution
Incremental / partition-aware runs
Dagster✓
Kestra✓
Quality
Built-in data quality / tests
Dagster✓
Kestra✓
Scale
Horizontal scale (distributed executor)
Dagster✓
Kestra✓

What each one is

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

Dagster

Leader

An orchestration and observability platform that models data assets, manages their dependencies, and integrates lineage tracking, quality monitoring, and data cataloging for managing pipelines from development to production.

Independently observed

Kestra

A language-agnostic platform that lets teams define and run business-critical workflows declaratively as code, with built-in scheduling, event-driven triggers, retries, failure handling, and full observability across cloud, on-premise, and air-gapped deployments.

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 $10/moHybridFree tier30-day trial

From $10/month. Free 30-day trial. Subscription plus metered usage model.

  • Solo$10/month + $0.04/credit + $0.01/minute serverless compute
    • Core and asset-based orchestration
    • Local development (dg CLI)
    • Partitions and backfills
    • Branch deployments
    • Asset checks
    • +3 more
  • Starter$100/month + $0.035/credit
    • All Solo features
    • Workflow-based orchestration
    • Freshness policies
    • Data column lineage
    • BI tool integration
    • +5 more
  • ProContact sales
    • All Starter features
    • Custom serverless compute
    • Cost tracking and insights
    • Personalized onboarding support
    • Private Slack channel
    • +8 more
as of verify ↗

Kestra

HybridFree tier
  • Open SourceFree
  • Kestra CloudManaged cloud with enterprise support
    • Fully Managed Platform (Hosting, Upgrades, Monitoring)
    • Built-in Security and Governance Features
    • Customer Success Program & Enterprise Support with SLA
    • Audit Logs
  • Kestra EnterpriseContact sales
    • Run anywhere Cloud, On-Prem, Air-Gapped
    • RBAC, audit logs, secrets management, asset lineage
    • AI Copilot (Any LLM Cloud or Self-Hosted)
    • Human-in-the-Loop Approvals
as of verify ↗

Platform & deployment

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

Platforms
Web
Dagster✓
Kestra✓
CLI
Dagster✓
Kestra✓
Deployment
Cloud / SaaS
Dagster✓
Kestra✓
Self-hosted
Dagster✓
Kestra✓
On-premise
Dagster✓
Kestra✓
Hybrid
Dagster✓
Kestra✗
Air-gapped
Dagster✗
Kestra✓

Integrations

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

In common (11)
  • dbt
  • Spark
  • Azure
  • AWS
  • Airbyte
  • Slack
  • PagerDuty
  • Datadog
  • Python
  • Salesforce
  • AWS Secrets Manager

Dagster

Leader
39 total - 28 not shared
  • Snowflake
  • Databricks
  • Tableau
  • Soda
  • Microsoft Teams
  • dbt Cloud
  • Fivetran
  • AWS S3
  • AWS Redshift
  • AWS EMR
  • AWS Glue
  • AWS Athena
  • AWS CloudWatch
  • Looker
  • Power BI
  • Sigma
  • Clickhouse
  • Ray
  • lakeFS
  • OpenMetadata
  • Cube
  • SFTP
  • Microsoft SharePoint
  • Slurm
  • +4 more
Independently observed

Kestra

58 total - 47 not shared
  • Ansible
  • Dremio
  • Arrow Flight SQL
  • Git
  • GitHub
  • GitHub Actions
  • Kubernetes
  • Docker
  • Terraform
  • S3
  • Azure Data Lake Storage
  • Postgres
  • JDBC databases
  • HTTP APIs
  • Polars
  • Bash
  • Node.js
  • Go
  • Apache Kafka
  • Apache Spark
  • PostgreSQL
  • OpenAI
  • Anthropic
  • Google Gemini
  • +23 more
Independently observed
Still deciding?

Dagster or Kestra: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

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