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dbt

dbt

Data Infrastructure · www.getdbt.com

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Overview

dbt provides the transformation, testing, documentation, lineage, collaboration, and governance workflow that analytics engineering teams use to turn warehouse data into trusted models. dbt Cloud adds hosted development, scheduling, CI/CD, semantic modeling, and collaboration around dbt projects so teams can manage transformation as an engineering practice rather than a collection of undocumented SQL scripts.

Best for

  • Analytics engineering teams
  • Data organizations standardizing transformations
  • Companies building governed warehouse models

Not a fit if

  • Teams with no warehouse or SQL ownership
  • Simple one-off reporting
  • Buyers looking for ingestion rather than transformation

Why it’s listed

  • Core workflow for analytics engineering
  • Strong versioning and testing model
  • Broad warehouse ecosystem
  • Useful bridge between data engineering and BI

Pricing

dbt Core

Free

Open-source transformation workflow that teams run in their own environment.

  • SQL models
  • Tests
  • Documentation

dbt Cloud

Custom pricing

Hosted development, scheduling, CI/CD, and collaboration for dbt projects.

  • Web IDE
  • Jobs
  • CI/CD

Enterprise

Custom pricing

Governance, semantic capabilities, support, and scale for larger data teams.

  • SSO
  • Governance
  • Advanced orchestration

Features

SQL transformationsBuilds modular transformations in SQL.
Data testsValidates assumptions about warehouse data.
DocumentationGenerates model and column documentation.
LineageShows dependencies between models and sources.
Version controlWorks with Git-based review workflows.
CI/CDRuns checks and deployments through jobs.
Semantic modelingAdvanced semantic capabilities depend on product tier.
Warehouse connectivitySupports major cloud warehouse engines.

Integrations

SnowflakeBigQueryRedshiftDatabricksPostgreSQLAzure SynapseTrinoSparkGitHubGitLabBitbucketJiraSlackTableauPower BILooker

Security & compliance

SOC 2GDPR

Pros & cons

Pros

  • Modular, testable SQL workflow
  • Excellent documentation and lineage model
  • Open-source entry point
  • Broad warehouse support

Cons

  • Requires SQL and data-modeling skills
  • Cloud features are packaged separately
  • Semantic and state features need careful evaluation
  • Transformation quality still depends on team discipline

What the record shows

—/5
No reviews yet aggregated
G2 ↗Capterra ↗

dbt offers an open-source Core foundation and a hosted Cloud product with web IDE, scheduling, CI/CD, semantic-layer capabilities, and enterprise governance; commercial pricing is largely sales-led.

Summary and score aggregated from public review platforms. We link to original reviews rather than reproducing them — read the source before deciding.

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