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Should I Use Dagster?

dagster.io·Analyzed 22 hours ago··Based on 8 sources

Data orchestrator platform to build, schedule, and monitor reliable data pipelines.

Depends

Depends

Buy it if you have a real data engineering team building Python pipelines that need lineage, observability, and scheduling.

Strong Python-first orchestration for real data teams; overkill for simple jobs; merging with Prefect.

Confidence: Medium

4.5/5

G2 rating

low public review volume

~$47M

Funding

private (Elementl, Inc.)

Yes

Free tier

open-source core, self-hosted

Value for money4

Open-source core; free if self-hosted

Ease of use4

Local developer experience called best in category

Feature depth4

Lineage, observability, catalog, quality built in

Security posture3

SSO/RBAC/audit logs, but one disclosed LFI CVE

Pros

  • Asset-centric orchestration model praised by practitioners
  • Open source, cloud-native, full development lifecycle²
  • Integrated lineage and observability out of the box²
  • Enterprise features: SAML SSO, RBAC, audit logs
  • Widely recommended in the dbt community

Cons

  • CVE-2025-51481: arbitrary file read via gRPC notebook endpoint
  • Dagster is joining Prefect — roadmap uncertainty³
  • Built for engineers; not analyst-friendly
  • Thin public review volume makes satisfaction hard to verify

Gotchas

  • highDagster is joining Prefect; expect product, roadmap, and possibly pricing changes during integration³
  • highDisclosed LFI CVE targeted the gRPC server; restrict access and patch promptly
  • mediumSelf-hosting the free core means you own upgrades, patching, and security for the gRPC layer²
  • mediumPublished pricing not found in sources; likely sales-led — negotiate and get multi-year protection

Best for

  • Python-savvy data engineering teams
  • dbt-centric analytics stacks
  • Teams needing asset lineage and observability
  • AI/data pipeline platforms

Not for

  • Small teams that just need scheduled scripts — use cron
  • Non-Python shops without engineers to own it
  • Buyers wanting zero-infra managed ingestion — use Fivetran
  • Risk-averse buyers: vendor is merging into Prefect

Companies that use it

  • Flo Energy¹

Pricing

Open Source

$0

  • Self-hosted orchestration
  • You manage infrastructure

Security

Published security page with SSO/RBAC/audit logging; one disclosed 2025 local-file-inclusion CVE in the gRPC server.

  • CVE-2025-51481 — LFI in gRPC ExternalNotebookData endpointAttackers with access to the gRPC server could read arbitrary files via path traversal in the notebook_path field.

What users say

Practitioners praise the asset-centric model and local developer experience, with little complaint volume in public sources.

Dagster's local developer experience is one of the best in the category
Bauplan engineering blog
In a couple days I was able to make a data processing pipeline that read in an Excel file and use the data to create CAD files and update their properties.
LinkedIn, Matthew Sommer
That rebuild is free, no API cost, it just looks at what changed.
LinkedIn, Casey Phillips

Alternatives

Compare Dagster with each alternative.

Apache Airflow (Astronomer)

The incumbent scheduler; bigger ecosystem, heavier ops burden.

Full analysis

Based on ~15 public sources; pricing and support evidence is thin.

Sources

  1. official
  2. official
  3. official
  4. review
  5. security
  6. security
  7. review
  8. news

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