vioscaleAI
Comparison

dbt Core vs Prefect

No clear leader: Prefect (70.0) and dbt Core (65.7) are within the 5-point margin; treat as a tie. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

dbt Core full profile →Prefect full profile →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
dbt Core66
Prefect70
Score
vioscaleAI score
dbt Core66 / 100medium · 73%
Prefect70 / 100high · 76%
Pricing
Free tier
dbt Core✓
Prefect✓
Model
dbt Coreopen_source
Prefectfreemium
Price level
dbt Corefree
Prefecthigh
Starting price
dbt Core–
Prefect$100
Transparent
dbt Core✓
Prefect✓
Integrations
Count
dbt Core6
Prefect6
Security
Certifications
dbt Core–
PrefectSOC 2 Type II
Disclosure policy
dbt Core–
Prefect✓
Gdpr
dbt Core✓
Prefect✓
Hipaa
dbt Core–
Prefect✓
Iso27001
dbt Core✓
Prefect–
Scorecard
dbt Core6
Prefect6.9
Soc2
dbt Core–
Prefect✓
Trust center
Vulnerabilities
Reliability
Sla pct
dbt Core–
Prefect99.9
Status page
dbt Core✓
Prefect✓
Adoption
Dependent repos
dbt Core553
Prefect767
Github stars
dbt Core14,028
Prefect23,966
Package downloads weekly
dbt Core21,005,917
Prefect2,710,819
Activity
Commits last 30d
dbt Core100
Prefect98
Release
Cadence days
dbt Core2
Prefect1
History
dbt Core20 items
Prefect20 items
License
Spdx
dbt CoreApache-2.0
PrefectApache-2.0
Language
Primary
dbt CoreRust
PrefectPython
Market
Availability
Content
Faq
dbt Core8 items
Prefect7 items

Capabilities

Feature-by-feature on the axes that matter for data engineering tools. “-” means undocumented, not absent.

Core
Tool role
dbt CoreTransformation
PrefectOrchestrator
Processing paradigm
dbt CoreBatch
PrefectBatch
Connectivity
Connector count
dbt Core6+ named integrations with broader ecosystem
PrefectNot specified
CDC / log-based replication
dbt Core-
Prefect-
Transformation
In-warehouse transformation (push-down)
dbt Core-
Prefect-
dbt-native orchestration
dbt Core✓
Prefect✓
Deployment
Self-hosted / open-source available
dbt Core✓
Prefect✓
Managed cloud available
dbt Core✓
Prefect✓
Governance
Data lineage / asset catalog
dbt Core✓
Prefect✓
Authoring
Python-first authoring
dbt Core-
Prefect✓
Execution
Incremental / partition-aware runs
dbt Core-
Prefect✓
Quality
Built-in data quality / tests
dbt Core✓
Prefect-
Scale
Horizontal scale (distributed executor)
dbt Core-
Prefect✓

What each one is

The product in its own terms, so the numbers below have context.

dbt Core

A data transformation framework that applies software engineering principles—such as version control, testing, and modularity—to SQL-based analytics workflows.

Independently observed

Prefect

A Python-native workflow automation platform that handles scheduling, retries, caching, and recovery for data pipelines and AI agent workflows, with both cloud-managed and self-hosted execution options.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

dbt Core

from $100/moHybridFree tier14-day trial

Free Developer tier, $100/seat/month for Starter, custom pricing for Enterprise

  • DeveloperFree
    • Browser-based IDE
    • Multi-factor authentication (MFA)
    • Job scheduling
    • Keep on the latest dbt release
  • Starter$100/seat/month
    • All Developer features
    • dbt Catalog basic
    • dbt Semantic Layer basic
    • dbt Copilot code generation
    • API access
  • EnterpriseContact sales
    • All Starter features
    • dbt Catalog advanced
    • dbt Semantic Layer advanced
    • dbt Copilot
    • dbt Canvas
    • +2 more
  • Enterprise+Contact sales
    • All Enterprise features
    • PrivateLink
    • IP Restrictions
    • Rollback
    • Hybrid projects
as of verify ↗

Prefect

from $100/moSubscriptionFree tier

Free Hobby tier. Starter from $100/month. Team per-user monthly pricing. Enterprise custom quote.

  • HobbyFree
    • Workflow scheduling
    • Up to 5 deployments
    • 500 minutes of Prefect Serverless
    • Workflow observability
    • Logging & alerting
    • +1 more
  • Starter$100/mo
    • All Hobby features
    • Up to 20 deployments
    • 75 hours of Prefect Serverless
    • Bring your own compute
    • Webhooks
    • +1 more
  • Team-
    • All Starter features
    • Up to 100 deployments
    • 225 hours of Prefect Serverless
    • Service accounts
    • 24 hour audit log
  • EnterpriseContact sales
    • All Team features
    • SSO (SAML/OIDC)
    • RBAC + ACLs
    • Multiple workspaces
    • Directory Sync (SCIM)
    • +2 more
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
dbt Core✓
Prefect✓
macOS
dbt Core✓
Prefect✗
Windows
dbt Core✓
Prefect✗
Linux
dbt Core✓
Prefect✗
CLI
dbt Core✓
Prefect✓
Deployment
Cloud / SaaS
dbt Core✓
Prefect✓
Self-hosted
dbt Core✓
Prefect✓
Hybrid
dbt Core✗
Prefect✓

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (2)
  • OpenAI
  • Snowflake

dbt Core

6 total - 4 not shared
  • Tableau
  • Fivetran
  • Azure AI
  • Databricks
Independently observed

Prefect

14 total - 12 not shared
  • Pydantic AI
  • AWS Secrets Manager
  • HashiCorp Vault
  • dbt
  • Slack
  • Redis
  • Kubernetes
  • Amazon ECS
  • Docker
  • Google Cloud Run
  • GitHub
  • AWS
Independently observed
Still deciding?

dbt Core or Prefect: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.