Dagstervs
Prefect
Prefect: Python-first workflow orchestration with simpler pricing
Dagster
Data orchestration platform with asset lineage and AI-native observability
As of 29 August 2026, Dagster has a free plan and paid plans start at $10/month. Dagster orchestrates data pipelines using an asset-centric model that attaches lineage, quality signals, and dependency context to every asset. Softwr lists it under Automation Integration. Dagster is available on Web, Self-hosted.
Overview
What Dagster does
Dagster is an AI-native DataOps platform that orchestrates, observes, and activates data across entire technology stacks. The platform structures how data is built, delivered, and monitored by treating assets—not tasks—as first-class citizens, automatically tracking lineage, quality signals, and dependencies between them. Teams define asset-based pipelines that span multiple tools including dbt, Snowflake, Fivetran, and custom Python code, and Dagster executes and observes the entire graph. Built-in observability shows data health across the system, with branch deployments enabling safe pipeline changes before production rollout. Dagster+ AI provides diagnosis and decision-making capabilities, converting operational context into actionable intelligence for both humans and AI agents. The platform serves data teams, engineers, and organizations ranging from solo practitioners to enterprises across finance, retail, e-commerce, and life sciences.
What people use it for
- Orchestrating multi-stage data transformation pipelines
- Tracking data lineage across transformation tools
- Monitoring data quality and asset health
- Coordinating dbt and Snowflake workflows
Related searches
The honest half
Where it falls short
Concrete and checkable, so you can decide whether any of them matter to you. This is the half of a review a vendor will not write about Dagster.
- Learning curve steeper than simpler task schedulers
- Asset-centric model requires redesigning existing task-based pipelines
- Pricing complex with per-credit costs on top of base fee
- Open-source version requires self-hosting infrastructure
- Limited to data workflows; not suitable for general automation
Cross-shopped
What people choose instead of Dagster
Each pairing was judged by two reviewers asking whether a buyer would genuinely weigh the two against each other. The ones that failed were deleted rather than published.
- DagstervsMage AI
Mage AI: Visual pipeline builder with built-in data transformation
- DagstervsApache Airflow
Apache Airflow: Established open-source task scheduler with large community
Pricing
What Dagster costs
Taken from the vendor's own pricing page. Prices move, so check before you buy.
Open Source
Free
- Self-hosted deployment
- Full orchestration engine
- Community support
Solo
$10 /mo
- 1 user and 1 code location
- Pay-as-you-go credits at $0.040 per credit
- 1 deployment
- 30-day free trial
Starter
$100 /mo
- Up to 3 users and 5 code locations
- Better credit rate at $0.035 per credit
- 1 deployment
- Catalog search
- 30-day free trial
Pro
On request
- Unlimited code locations and deployments
- Custom serverless compute pricing
- Personalized onboarding
- Private Slack channel
- Uptime SLAs
Capabilities
Features
Asset-centric orchestration
Define pipelines around data assets rather than tasks
Lineage tracking
Automatic visualization of data lineage across tools
Data quality monitoring
Built-in asset checks and quality tracking
Multi-tool integration
Native support for dbt, Snowflake, Fivetran, and custom code
Branch deployments
Test pipeline changes safely before production
Dagster+ AI
AI-powered diagnosis and decision-making for data teams
Hybrid deployment
Managed cloud or self-hosted infrastructure options
Answered, with sources
Questions people ask
Each answer names the page it came from, so you can check it rather than take our word for it.
What does Solo plan at $10/month include?
Solo includes 1 user, 1 code location, 1 deployment, and serverless compute at $0.010/minute, with 30-day free trial.
SourceHow are credits calculated on Dagster+?
Each asset materialization and ops execution costs 1 credit. Solo plan charges $0.040 per credit; Starter reduces to $0.035 per credit.
SourceIs Dagster open-source available for free?
Yes, Dagster open-source is free and includes the full orchestration engine for self-hosted deployment with community support.
SourceKeep looking
Where to go from Dagster
- Dagster alternativesEvery product people weigh against it
- Dagster pricingPlans, floors and what the tiers exclude
- Dagster badgesWhich rules it meets, and the figure behind each
- All Automation Integration softwareThe full category
- Best Automation Integration softwareThe shortlist, and how it was cut
Best Automation Integration software for
Compare Dagster with
- Mage AI
- Prefect
- Hatchet
- Meltano
- Temporal
- Parabola
- Browserbase
- Census
- Relevance AI
- Xano
- RudderStack
- Blue Prism
- Orkes
- Polytomic
- Salesforce Flows
- SnapLogic
- Meltano
- Relevance AI
Other Automation Integration software
Data pipeline platform with AI-generated workflows and governance
From $100/mo10 researched notesPostgres-backed distributed task queue and workflow engine for Python, TypeScript and Go
Free, then $500/mo12 researched notesOpen source ELT built on the Singer tap and target ecosystem, configured as code
Open source12 researched notesDurable execution platform for fault-tolerant workflows.
Free, then $100/mo12 researched notesBrowserbase makes the web as reliable and programmable as APIs
Free, then $20/mo9 researched notesCommercial Conductor, now the maintainer of the workflow engine Netflix archived
Free plan12 researched notesOpen source ELT built on the Singer tap and target ecosystem, configured as code
Open source12 researched notes
Softwr does not host reviews and shows no star rating for Dagster, because a rating we did not collect is not ours to publish. What is here is the pricing and platform detail from the vendor’s own pages, limitations we could state concretely, and alternatives a reviewer confirmed people weigh against it. Tell us if any of it is wrong.
More on Dagster
Dagster alternatives
What people switch to, and what they give up
Dagster pricing
Every tier, and where the cost actually lands
Compare Dagster
Put it head to head with anything we hold
Dagster badge
Its rating, and an embed for your own site
Best Automation Integration software alternatives
Industrial DataOps middleware that models and contextualises OT data before it reaches IT systems
Per site per year
Managed Apache Flink and Debezium with credit-based pricing and a free tier
Per credit by task hour
Embedded integration platform that SaaS vendors ship inside their own product
Per month by API call volume
Apache 2.0 BPMN engine under Hyland, from which Flowable and Camunda were forked
Open source, no licence fee
Transactional message queuing for systems where a lost message is a lost payment
Per virtual processor core per monthPostgres-backed distributed task queue and workflow engine for Python, TypeScript and Go
Per month by task run count