dbt

Name: dbt
Rating: 4.7 (2600 reviews)

AI-assisted data transformation and analytics engineering

4.7(2,600 reviews)

Analytics & BI

Quick buyer guide

Is dbt right for you?

Use this section to decide whether dbt belongs on your shortlist before you visit the vendor, request a demo, or start implementation planning.

Best for

Teams evaluating analytics & bi tools for a real business workflow.
Users who need ai-assisted data transformation and analytics engineering.
Businesses that already use or can connect Snowflake, BigQuery, Redshift.

Not ideal if

Organisations that need enterprise procurement, compliance, and dedicated support from day one.
Teams without a clear use case, owner, or success metric for the tool.
Businesses that cannot yet review data, privacy, permissions, and approval requirements.

Common use cases

Turn business data into dashboards, summaries, forecasts, and alerts.

Help teams spot trends, risks, anomalies, and opportunities faster.

Reduce manual reporting and spreadsheet-based status updates.

Make data easier for non-technical users to query and understand.

Implementation effort

Medium

dbt should be tested on one focused workflow first, especially if it connects to existing business systems or customer data.

Pricing clarity

A free tier may be available, but useful business features often sit behind paid plans. Check limits, exports, integrations, and team controls.

Digital by Default verdict

dbt is worth considering if you need analytics & bi capability and the core features match a real workflow. Treat it as a medium-effort adoption: shortlist it, compare alternatives, and test it on a small but realistic process before wider rollout.

Questions to ask before buying

1Which integrations are included, and which require extra setup or paid plans?
2How does pricing change with users, usage, data volume, or support level?
3What onboarding, migration, and support are included?
4How is your business data stored, secured, and used by the vendor?
5Can you test the tool on a small real workflow before rolling it out widely?

Need an implementation view?

Get help choosing or implementing dbt

Digital by Default can help compare alternatives, map the workflow, check data/privacy considerations, and plan a safe rollout.

Book a discovery call

About

dbt enables analytics engineers to transform data in the warehouse using SQL with software engineering best practices. dbt Cloud adds AI assistance for writing models, testing, and documentation. The standard for modern data transformation.