Data

Dagster Pipelines

Cloud data orchestration with lineage

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★4.5ratingPricing · FreemiumHot
The FalcoScan Intel PanelDagster Pipelines · Data
Data updated 2 November 2026
Opportunity
High
Band
Saturation
Open
Band
Wrapper risk
Low
Band
Momentum
Hot
Market trend
Rating
4.5
of 5 · FalcoScan rating

Data AI has a wide moat on average, from the moat scores of its rated products. What protects Data AI tools, and the widest moats

The Brief

What Dagster Pipelines does

Dagster is a data-aware orchestrator for data and AI pipelines. It models data assets, handles dependencies, and supports development through production. Named features include Data Orchestration with partitions and incremental runs, a Data Catalog with lineage and metadata, Data Quality with validation, testing, and freshness checks, Cost Insights, Integrations, and Dagster Pipes, which provides observability for jobs running in external systems. The page also mentions branch deployments and CI/CD-native workflows. Named tools include Python, Snowflake, dbt, Spark, Databricks, Azure, and AWS. The page offers a free trial and a demo request but states no pricing details.

How Dagster Pipelines compares with its closest alternatives

4 of the 5 closest alternatives have a free plan, as Dagster Pipelines does. Among the 2 that list a starting price, the cheapest is Pangolinfo Amazon Data MCP at $19 a month and the median is $19.50. All 5 offer an API, as Dagster Pipelines does. Dagster Pipelines offers a web app and a command-line tool. Of the 4 alternatives with platforms on record, all 4 offer a web app and 1 offers a command-line tool. Dagster Pipelines was founded in 2018; the alternatives were founded between 2013 and 2021, 2 of them earlier. The alternatives with a known headquarters are in the United States.

Market position · Data

How Dagster Pipelines compares in Data

Dagster Pipelines has high opportunity and sits in the middle third of 405 live Data tools on FalcoScan. Across Data, the average opportunity score is 69.2 and the average saturation score 33.3. FalcoScan rates Dagster Pipelines's own market position as open. 128 of the 405 operating Data tools have hot momentum, and FalcoScan has recorded 8 shutdowns in the category.

Dagster Pipelines compared with its closest alternatives
ProductOpportunitySaturationPricingPricing fromFree planAPIPlatformsMomentum
Dagster PipelinesFounded 2018HighOpenFreemium—YesYesWeb, CLIHot
Cube Metrics LayerFounded 2021 · San Francisco, United StatesHighOpenFreemium—YesYesWeb, APIHot
Pangolinfo Amazon Data MCPHighOpenPaid$19/moYesYesAPIStable
PylarHighOpenFreemium$20/moYesYesWeb, API, Self-hostedStable
Databricks AI LakehouseFounded 2013 · San Francisco, United StatesHighOpenPaid—NoYesWeb, APIHot
dbt TransformationsFounded 2016 · Philadelphia, United StatesHighOpenFreemium—YesYesWeb, CLIHot

Exact opportunity and saturation scores for all 6 of these, and where each ranks in Data.

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What it ships with

Capabilities & who uses it

The capabilities Dagster Pipelines exposes to builders and the verticals it currently serves.

AI Capabilities
AgentsData Extraction
Industry Verticals
SoftwareFinance
Tagged

Dagster Pipelines shows up when builders search for these

orchestrationlineagepipelines
Similar tools · Data

Alternatives to Dagster Pipelines

Products still running that do the same job, from the data market and related ones, closest match first.

See the Data market
Data
Cube Metrics Layer

Universal semantic layer for BI and AI

★ 4.4Opportunity High
Freemium
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Pangolinfo Amazon Data MCP

Structured Amazon product and market data for AI agents

Opportunity High
Paid
Data
Pylar

Governed data access layer connecting AI agents to your databases

Opportunity High
Freemium
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Databricks AI Lakehouse

Unified data and AI on the lakehouse

★ 4.6Opportunity High
Paid
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dbt Transformations

Data transformation in the cloud with SQL

★ 4.6Opportunity High
Freemium
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Neon Serverless AI DB

Serverless PostgreSQL with AI extension support

★ 4.5Opportunity High
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Questions

Dagster Pipelines: common questions

Is Dagster Pipelines free?

Dagster Pipelines has a free tier, with paid plans.

What are the best alternatives to Dagster Pipelines?

The closest alternatives to Dagster Pipelines that are still running, matched on the AI capabilities, uses and audience they share, are Cube Metrics Layer, Pangolinfo Amazon Data MCP, Pylar, Databricks AI Lakehouse, and dbt Transformations.

Is Dagster Pipelines still running?

Yes. As of 2 November 2026, FalcoScan lists Dagster Pipelines as operating at dagster.io.

Does Dagster Pipelines have an API?

Yes. Dagster Pipelines offers an API.

Who is Dagster Pipelines for?

Dagster Pipelines is built for data teams and developers.

How do I sign in to Dagster Pipelines?

Sign in on Dagster Pipelines's own website, dagster.io. FalcoScan reviews Dagster Pipelines but does not run its accounts, so logins, passwords and billing are handled by Dagster Pipelines directly.

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