Automation Integration · head to head
Dagster vs Salesforce Flows

Dagster
Automation Integration
Data orchestration platform with asset lineage and AI-native observability
- From
- Free
- Rated
- -
The short version
- Each has a real cost: Dagster learning curve steeper than simpler task schedulers; Salesforce Flows not suitable for highly complex scenarios with intricate decision-making or bulk data processing
- They diverge on capability: Dagster covers Asset-centric orchestration, Salesforce Flows covers Visual flow builder.
- Prices and features above were last checked on 30 August 2026.
Where they differ
Only the attributes on which Dagster and Salesforce Flows actually diverge.
| Attribute | Dagster | Salesforce Flows |
|---|---|---|
| Pricing model | Free open-source core plus paid cloud platform | Unknown |
| Platforms | Cloud, Self-hosted | Salesforce Cloud, Web, Mobile |
| Founded | Unknown | 1999 |
Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated), category (Automation Integration).
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 Salesforce Flows
- Visual flow builder
- Approvals
- Scheduled actions
- Screen flows
- Multi-step workflows
- Conditional logic
- Error handling
- Salesforce native
What people use each for
The jobs each tool is most often brought in to do.
Dagster
- Orchestrating multi-stage data transformation pipelinesnot Salesforce Flows
- Tracking data lineage across transformation toolsnot Salesforce Flows
- Monitoring data quality and asset healthnot Salesforce Flows
- Coordinating dbt and Snowflake workflowsnot Salesforce Flows
Salesforce Flows
- Workflow Automationnot Dagster
- Data Integrationnot Dagster
- Process Automationnot Dagster
- App Integrationnot Dagster
- API Connectivitynot 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
Salesforce Flows
- Not suitable for highly complex scenarios with intricate decision-making or bulk data processing
- No automatic record locking, causing conflicts when multiple users update same records
- Limited error handling compared to Apex
- Requires Enterprise edition or higher for full capabilities
- Auto-launched Flows cannot display screens to users
- Complex dependency management and configuration challenges when deploying between environments
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
Salesforce Flows
Free- Salesforce FreeFree
- 2 user licenses
- Basic workflows
- Limited automation
- Starter$25/user/month
- Sales flows
- Lead routing
- Email marketing analytics
- Professional$100/user/month
- Sales quoting
- Forecasting
- AppExchange access
- Enterprise$165/user/month
- Full Flow Builder
- Custom objects
- Sandboxes
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.
Choose Salesforce Flows if
- You need visual flow builder.
- You want to start without paying.
- You work on Salesforce Cloud, Web, Mobile.
- You also want approvals.
Questions people ask
- Is Dagster or Salesforce Flows better?
- Neither clearly leads. Dagster starts at Free and Salesforce Flows at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Dagster or Salesforce Flows?
- Dagster starts at Free and Salesforce Flows at Free.
- Does Dagster or Salesforce Flows run on more platforms?
- Dagster runs on Cloud, Self-hosted. Salesforce Flows runs on Salesforce Cloud, Web, Mobile.
- 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 Salesforce Flows is typically brought in for.
- What can Dagster do that Salesforce Flows cannot?
- Dagster covers Asset-centric orchestration, Lineage tracking, Data quality monitoring, Multi-tool integration. Salesforce Flows covers Visual flow builder, Approvals, Scheduled actions, Screen flows.
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.
SourceSalesforce Flows: Which Salesforce editions include Flows?
Salesforce Flow Builder is included in Enterprise Edition ($165/user/month) and above. Professional Edition lacks advanced automation capabilities and Flow Builder access. Starter and lower editions have limited Flow support.
SourceDagster: 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.
SourceSalesforce Flows: What are the main limitations of Salesforce Flows?
Flows are limited by DML operations (max 150 data elements that modify data), SOQL queries (max 100 data elements that retrieve data), and are not designed for bulk processing. Auto-launched Flows do not support screens and have limited error handling compared to Apex.
SourceDagster: 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.
SourceSalesforce Flows: Can Salesforce Flows integrate with external systems?
Yes, through MuleSoft connectors and Salesforce API Catalog. Pre-built connectors exist for systems like Asana, and admins can create custom connectors. Complex integrations may still require Apex or third-party platforms.
SourceSalesforce Flows: When was Salesforce Flow redesigned?
Flow Builder was introduced in Spring '19 as a replacement for the previous Flow Designer, providing a more familiar interface similar to other Salesforce Lightning Builder tools.
SourceRelated pages
More on Salesforce Flows
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