dbt

Transforms data in your warehouse using SQL for analytics engineering.

MIXEDAnalytics

Pricing

Paid

Learning curve

Moderate

Time to value

Weeks

BEST FORSmall TeamGrowing Business

WORKS FOR

Transforming data in a warehouse using SQL for analytics engineering, ETL (Extract, Transform, Load) processes for customer data

KEY INSIGHT

It's a core tool for teams that need to reliably transform and model data already in their warehouse using SQL.

DOESN'T WORK FOR

Extracting dynamic form elements from asynchronously loading web pages (SPAs)

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What people reported, in their own words. Every line links to where it was said.

“nothing in the dbt tests, because dbt doesn't know HubSpot exists”
NEGATIVE · features · Reddit · 2026-08-15
“I made sure I can integrate well with dbt as it's in my plans to leverage the awesome work available as dbt packages”
MIXED · features · Hacker News · 2026-04-29
“make dbt artifacts (models, sources, tests, lineage, runs) easier to see and reason about”
MIXED · features · Hacker News · 2026-01-28
“I still feel like I'm missing, in DBT, capabilities for DB DDL/DML deployment”
NEGATIVE · features · Hacker News · 2025-10-13