Comparison

Apache Beam vs dbt Core

On the evidence we track, Apache Beam leads this comparison with a composite score of 70/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Apache Beam full profile →dbt Core full profile →

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★Apache Beam70

dbt Core65

Attribute comparison across 2 tools
Attribute	Apache BeamLeader	dbt Core
Vioscale score	70 / 100low · 35%	65 / 100high · 77%
Pricing
Free tierpricing.free_tier	✓	✓
Modelpricing.model	commercial	open_source
Price levelpricing.price_level	free	free
Transparentpricing.transparent	✓	✓
Integrations
Countintegrations.count	-	6
Security
Gdprsecurity.gdpr	-	✓
Iso27001security.iso27001	-	✓
Scorecardsecurity.scorecard	6.4	6
Vulnerabilitiessecurity.vulnerabilities	Count: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2Fapache%2Fbeam&per_page=100 · Last 12m: 0	Count: 4 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=dbt-core&per_page=100 · Last 12m: 0 · Max severity: HIGH
Reliability
Status pagereliability.status_page	-	✓
Adoption
Dependent reposadoption.dependent_repos	1,425	553
Github starsadoption.github_stars	8,650	13,694
Package downloads weeklyadoption.package_downloads_weekly	-	21,005,917
Activity
Commits last 30dactivity.commits_last_30d	100	100
Release
Cadence daysrelease.cadence_days	36	2
Historyrelease.history	20 items	20 items
License
Spdxlicense.spdx	Apache-2.0	Apache-2.0
Language
Primarylanguage.primary	Java	Rust
Market
Availabilitymarket.availability	-	Available worldwide · Popular in US

Score

Vioscale score

Apache Beam70 / 100low · 35%

dbt Core65 / 100high · 77%

Pricing

Free tier

Apache Beam✓

dbt Core✓

Model

Apache Beamcommercial

dbt Coreopen_source

Price level

Apache Beamfree

dbt Corefree

Transparent

Apache Beam✓

dbt Core✓

Integrations

Count

Apache Beam–

dbt Core6

Security

Gdpr

Apache Beam–

dbt Core✓

Iso27001

Apache Beam–

dbt Core✓

Scorecard

Apache Beam6.4

dbt Core6

Vulnerabilities

Apache BeamCount: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2Fapache%2Fbeam&per_page=100 · Last 12m: 0

dbt CoreCount: 4 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=dbt-core&per_page=100 · Last 12m: 0 · Max severity: HIGH

Reliability

Status page

Apache Beam–

dbt Core✓

Adoption

Dependent repos

Apache Beam1,425

dbt Core553

Github stars

Apache Beam8,650

dbt Core13,694

Package downloads weekly

Apache Beam–

dbt Core21,005,917

Activity

Commits last 30d

Apache Beam100

dbt Core100

Release

Cadence days

Apache Beam36

dbt Core2

History

Apache Beam20 items

dbt Core20 items

License

Spdx

Apache BeamApache-2.0

dbt CoreApache-2.0

Language

Primary

Apache BeamJava

dbt CoreRust

Market

Availability

Apache Beam–

dbt CoreAvailable worldwide · Popular in US

Capabilities

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

Capability comparison for Data Engineering Tools
Capability	Apache Beam	dbt Core
Core
Tool role	Orchestrator	Transformation
Processing paradigm	Batch + streaming	Batch
Connectivity
Connector count	Multiple I/O connectors for diverse data sources and sinks	6+ named integrations with broader ecosystem
CDC / log-based replication	-	-
Transformation
In-warehouse transformation (push-down)	-	-
dbt-native orchestration	-	✓
Deployment
Self-hosted / open-source available	✓	✓
Managed cloud available	✓	✓
Governance
Data lineage / asset catalog	-	✓
Authoring
Python-first authoring	-	-
Execution
Incremental / partition-aware runs	-	-
Quality
Built-in data quality / tests	-	✓
Scale
Horizontal scale (distributed executor)	✓	-

Core

Tool role

Apache BeamOrchestrator

dbt CoreTransformation

Processing paradigm

Apache BeamBatch + streaming

dbt CoreBatch

Connectivity

Connector count

Apache BeamMultiple I/O connectors for diverse data sources and sinks

dbt Core6+ named integrations with broader ecosystem

CDC / log-based replication

Apache Beam-

dbt Core-

Transformation

In-warehouse transformation (push-down)

Apache Beam-

dbt Core-

dbt-native orchestration

Apache Beam-

dbt Core✓

Deployment

Self-hosted / open-source available

Apache Beam✓

dbt Core✓

Managed cloud available

Apache Beam✓

dbt Core✓

Governance

Data lineage / asset catalog

Apache Beam-

dbt Core✓

Authoring

Python-first authoring

Apache Beam-

dbt Core-

Execution

Incremental / partition-aware runs

Apache Beam-

dbt Core-

Quality

Built-in data quality / tests

Apache Beam-

dbt Core✓

Scale

Horizontal scale (distributed executor)

Apache Beam✓

dbt Core-

What each one is

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

Apache Beam

Leader

Apache Beam enables organizations to process data in both batch and streaming modes through a single unified model, with the flexibility to read from diverse data sources and write to popular data sinks across different deployment environments.

Independently observed

dbt Core

dbt is a framework that enables data teams to transform data using SQL-based development practices similar to software engineering, with built-in testing, version control, and deployment capabilities. It provides lineage tracking, documentation, and can run locally or in the cloud.

Independently observed

Pricing

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

Apache Beam

Leader

Open sourceFree tier

as of 2026-08-03verify ↗

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 2026-08-05verify ↗

Platform & deployment

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

Platform and deployment support comparison
Supports	Apache Beam	dbt Core
WebPlatforms	-	✓
macOSPlatforms	-	✓
WindowsPlatforms	-	✓
LinuxPlatforms	-	✓
CLIPlatforms	-	✓
Cloud / SaaSDeployment	✓	✓
Self-hostedDeployment	✓	✓
On-premiseDeployment	✓	✗

Platforms

Web

Apache Beam–

dbt Core✓

macOS

Apache Beam–

dbt Core✓

Windows

Apache Beam–

dbt Core✓

Linux

Apache Beam–

dbt Core✓

CLI

Apache Beam–

dbt Core✓

Deployment

Cloud / SaaS

Apache Beam✓

dbt Core✓

Self-hosted

Apache Beam✓

dbt Core✓

On-premise

Apache Beam✓

dbt Core✗

Integrations

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

Apache Beam

Leader

Not documented yet.

dbt Core

6 total

Tableau
Fivetran
OpenAI
Snowflake
Azure AI
Databricks

Independently observed

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