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Understand the differences before you shortlist.

dbt×Databricks×SeaweedFS×
AttributedbtOpen sourceDatabricksOther licenseSeaweedFSOpen source
Overview
Primary focusSQL-based data transformation for the modern data warehouseLakehouse platform for data and AI workloadsDistributed S3, file and lakehouse storage designed for billions of objects
DeploymentSelf-hostedNot specifiedSelf-hosted / Web
Source modelOpen sourceOther licenseOpen source
Pricing modelfreemiumpaidopen source
API availableNot specifiedYesYes
Windows desktopNot specifiedNot specifiedNot specified
Mobile appNot specifiedNot specifiedNot specified
Overviewdbt lets analytics engineers transform warehouse data using SQL with version control, testing and documentation; dbt Core is free and open source, dbt Cloud adds managed orchestration.Databricks combines data engineering, SQL analytics and machine learning on a lakehouse platform.Apache-licensed distributed storage for S3 objects, POSIX-style files and Iceberg or Lance tables, with O(1) blob access, horizontal scaling and cloud tiering.
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dbtOpen source
Primary focus
SQL-based data transformation for the modern data warehouse
Deployment
Self-hosted
Source model
Open source
Pricing model
freemium
API available
Not specified
Windows desktop
Not specified
Mobile app
Not specified
Overview
dbt lets analytics engineers transform warehouse data using SQL with version control, testing and documentation; dbt Core is free and open source, dbt Cloud adds managed orchestration.
DatabricksOther license
Primary focus
Lakehouse platform for data and AI workloads
Deployment
Not specified
Source model
Other license
Pricing model
paid
API available
Yes
Windows desktop
Not specified
Mobile app
Not specified
Overview
Databricks combines data engineering, SQL analytics and machine learning on a lakehouse platform.
SeaweedFSOpen source
Primary focus
Distributed S3, file and lakehouse storage designed for billions of objects
Deployment
Self-hosted / Web
Source model
Open source
Pricing model
open source
API available
Yes
Windows desktop
Not specified
Mobile app
Not specified
Overview
Apache-licensed distributed storage for S3 objects, POSIX-style files and Iceberg or Lance tables, with O(1) blob access, horizontal scaling and cloud tiering.

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