Is Dagster or Gumloop better?

Neither clearly leads. Dagster starts at Free and Gumloop at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.

Which is cheaper, Dagster or Gumloop?

Dagster starts at Free and Gumloop at Free.

Does Dagster or Gumloop run on more platforms?

Dagster runs on Cloud, Self-hosted. Gumloop runs on Web, Slack, Microsoft Teams, Gmail.

Can I use Dagster for free?

Both have a free tier, so you can try either at no cost before committing.

What is Dagster best used for?

Dagster is most often used for orchestrating multi-stage data transformation pipelines, tracking data lineage across transformation tools, monitoring data quality and asset health, coordinating dbt and snowflake workflows. Of those, orchestrating multi-stage data transformation pipelines and tracking data lineage across transformation tools are not what Gumloop is typically brought in for.

What can Dagster do that Gumloop cannot?

Dagster covers Asset-centric orchestration, Lineage tracking, Data quality monitoring, Multi-tool integration. Gumloop covers No-code agent builder, 300+ app integrations, Company Brain, Self-improving agents.

Automation Integration · head to head

Dagster vs Gumloop

Dagster

Automation Integration

Data orchestration platform with asset lineage and AI-native observability

From: Free
Rated: -

Full review Website

Gumloop

AI infrastructure platform for building and deploying autonomous agents

From: Free
Rated: -

Full review Website

The short version

Each has a real cost: Dagster learning curve steeper than simpler task schedulers; Gumloop pro plan at $37/month may be limiting for enterprises considering spending caps
They diverge on capability: Dagster covers Asset-centric orchestration, Gumloop covers No-code agent builder.

Where they differ

Only the attributes on which Dagster and Gumloop actually diverge.

Attributes where Dagster and Gumloop differ
Attribute	Dagster	Gumloop
Pricing model	Free open-source core plus paid cloud platform	Tiered subscription with usage credits
Platforms	Cloud, Self-hosted	Web, Slack, Microsoft Teams, Gmail
Category	Automation Integration	AI

Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Dagster

Asset-centric orchestration
Lineage tracking
Data quality monitoring
Multi-tool integration
Branch deployments
Dagster+ AI
Hybrid deployment

Only in Gumloop

No-code agent builder
300+ app integrations
Company Brain
Self-improving agents
Multi-channel deployment
Role-based access
Budget controls
Audit logging

What people use each for

The jobs each tool is most often brought in to do.

Dagster

Orchestrating multi-stage data transformation pipelinesnot Gumloop
Tracking data lineage across transformation toolsnot Gumloop
Monitoring data quality and asset healthnot Gumloop
Coordinating dbt and Snowflake workflowsnot Gumloop

Gumloop

CRM management and sales pipeline analysisnot Dagster
Lead qualification and sales outreach automationnot Dagster
Meeting preparation and call analysisnot Dagster
Data analysis and automated reportingnot Dagster
Content creation and knowledge base updatesnot Dagster

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

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

Gumloop

Pro plan at $37/month may be limiting for enterprises considering spending caps
Requires enterprise plan for advanced security controls needed by large organizations
No permanent free tier beyond 14-day trial
Company Brain integration depends on having all tools connected

Pricing, plan by plan

Dagster

Free

Open SourceFree
- Self-hosted deployment
- Full orchestration engine
- Community support
Solo$10/month
- 1 user and 1 code location
- Pay-as-you-go credits at $0.040 per credit
- 1 deployment
Starter$100/month
- Up to 3 users and 5 code locations
- Better credit rate at $0.035 per credit
- 1 deployment
Pro$null/custom
- Unlimited code locations and deployments
- Custom serverless compute pricing
- Personalized onboarding

Gumloop

Free

Free TrialFree
- 14-day free trial of Pro plan
Enterprise$undefined/custom
- Custom credit allocation
- 35+ models plus custom proxy
- Org-wide security controls

Which should you pick?

Choose Dagster if

You need asset-centric orchestration.
You want to start without paying.
You work on Cloud, Self-hosted.
You also want lineage tracking.

Dagster review

Choose Gumloop if

You need no-code agent builder.
You want to start without paying.
You work on Web, Slack, Microsoft Teams, Gmail.
You also want 300+ app integrations.

Gumloop review

Questions people ask

Is Dagster or Gumloop better?: Neither clearly leads. Dagster starts at Free and Gumloop at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Dagster or Gumloop?: Dagster starts at Free and Gumloop at Free.
Does Dagster or Gumloop run on more platforms?: Dagster runs on Cloud, Self-hosted. Gumloop runs on Web, Slack, Microsoft Teams, Gmail.
Can I use Dagster for free?: Both have a free tier, so you can try either at no cost before committing.
What is Dagster best used for?: Dagster is most often used for orchestrating multi-stage data transformation pipelines, tracking data lineage across transformation tools, monitoring data quality and asset health, coordinating dbt and snowflake workflows. Of those, orchestrating multi-stage data transformation pipelines and tracking data lineage across transformation tools are not what Gumloop is typically brought in for.
What can Dagster do that Gumloop cannot?: Dagster covers Asset-centric orchestration, Lineage tracking, Data quality monitoring, Multi-tool integration. Gumloop covers No-code agent builder, 300+ app integrations, Company Brain, Self-improving agents.

Answered from the vendors’ own pages

Dagster: 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.

Source

Gumloop: Can non-technical users build agents with Gumloop?

Yes, Gumloop is designed for domain experts without programming skills. The no-code interface enables anyone who understands a task to automate it without coding.

Source

Dagster: How 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.

Source

Gumloop: How many applications can Gumloop integrate with?

Gumloop integrates with 300+ business tools including Salesforce, HubSpot, Slack, Gmail, GitHub, Jira, and others. The Company Brain feature unifies data from all connected applications.

Source

Dagster: Is 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.

Source

Gumloop: What security features does Enterprise include?

Enterprise plans offer SCIM and SAML support, SOC 2 Type II compliance, custom MCP server hosting, advanced admin features, audit logging, and VPC deployments for data isolation.

Source

Dagster vs Gumloop

Dagster

Gumloop

The short version

Where they differ

What each one covers

Only in Dagster

Only in Gumloop

What people use each for

Dagster

Gumloop

Where each one falls short

Dagster

Gumloop

Pricing, plan by plan

Dagster

Gumloop

Which should you pick?

Choose Dagster if

Choose Gumloop if

Questions people ask

Answered from the vendors’ own pages

Related pages

More on Dagster

More on Gumloop

Keep looking

Other head to heads