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dbt Cloud Enterprise

dbt Labs | 1

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External reviews

162 reviews
from G2

External reviews are not included in the AWS star rating for the product.


    Anandhakumar R.

DBT at my point of view

  • May 29, 2025
  • Review verified by G2

What do you like best about the product?
Data transformation logic can be expressed in SQL
Data can be transformed in batch
Ease to use, it has lot of good features similar in Django web application
What do you dislike about the product?
Joining multiple database types is not possible. Ie., combining two databases like oracle and mysql.
Persistent cluster is required for running the sql statements.
Like Presto/Hive it can’t be connected to BI Directly
What problems is the product solving and how is that benefiting you?
Enables engineers to transform data in their data lakehouse using select statements in SQL.
Converts SQL select statements into Tables or Views
Supports DW process such as incremental, SCD etc.,
Graphical representation of pipelines


    Sushanth U.

We majorly use DBT cloud for ETL in the organization

  • May 16, 2025
  • Review verified by G2

What do you like best about the product?
It's simple, SQL based approach and easy to version control.
What do you dislike about the product?
Challenging to manage large scale and complex dependencies
What problems is the product solving and how is that benefiting you?
Since it's SQL based, its easy to manage ETL pipeline.


    MAMIDALA V.

DBT(Data Build Tool) to build Excellent data models for Quickly and collaboratively

  • November 19, 2024
  • Review provided by G2

What do you like best about the product?
The most and best things i like in dbt are it not only helps in creating transformations but can also helps in managing and performing transformations in a view and integrates easily with Big-query
i can use and configure the transformation as per the object like table,view or incrementalalong with features like auto-generated lineage graphs and can perform native testing with few lines of codes in a YAML file and can able to re use them.
What do you dislike about the product?
There is not much about to dislike in dbt the reusable code can be little bit confusing and jumping from one branch to another can be frustrating
What problems is the product solving and how is that benefiting you?
DBT helped me and my team in testing data pipelines in local in house development
and Performing CI/CD pipeline tests along with data migration to targets like Bigquery.


    Servio Q.

A game changer for dashboarding

  • October 30, 2024
  • Review provided by G2

What do you like best about the product?
You would feel really strange at first but after you start the integration will notice how easy to use it is. Great Documentation and community.
What do you dislike about the product?
The initial deployment is not ideal, and it would be beneficial to have a interface for dbt Core to support analysts who do not use Git on a daily basis but still take advantage of its benefits.
What problems is the product solving and how is that benefiting you?
Create an UI for some tools like dbt core that would help non tech people give a try to the product


    Telecommunications

It was good

  • October 20, 2024
  • Review provided by G2

What do you like best about the product?
To build reliable data models quickly and collaboratively
What do you dislike about the product?
It should be more accesible with more features
What problems is the product solving and how is that benefiting you?
Problems related with Data visualizations and optimizations


    Rijul S.

Best data modeling tool

  • October 15, 2024
  • Review verified by G2

What do you like best about the product?
beautifull data lineage
easy to use and implement
dbt learning courses provided by dbt are super usefull
data sharing and orchestration is super easy
development in cloud ide is very good
custoer support is extreme fast and efficient
integration with snowflake and GitHub is easy
Using daily this tool for building data models
What do you dislike about the product?
Beta features are very slow releasing. Rest all GREAT
What problems is the product solving and how is that benefiting you?
building the business models from tables and views in traditional approach is use stored procedure, routines etc. but the new way of building analytics reports and datas marts are using CTE[ common table expression] which dbt solves.
dbt also solves and give beautifull lineages, from where your source data is traversrsing to final mart layer.
table level lineage is provided by dbt and is super usefull
reporting on a single layer is solved by dbt, meaning developer need not to login to data warehouse and dot the development.
dbt separates out the data warehouse from modelling layer


    Muhammad Talha A.

Overwhelming when it comes to optimize and centralize your big data.

  • October 10, 2024
  • Review provided by G2

What do you like best about the product?
1. The documentation it generates when all the models are designed. It clearly defines which intermediate and final layers are connected to each other.

2. The incremental model runs greatly helped me in optimizing large data models as I was dealing with billions of rows of data.
What do you dislike about the product?
I did not come across any difficulty in learning DBT as it was pretty basic and I also applied SQL fluff to streamline my coding. As a user, I did not find much difficulty in operating through dbt.
What problems is the product solving and how is that benefiting you?
Previously, I was using GBQ for creating thousands of lines of stored procedures and so many tables were interconnected inside of it. It was pretty difficult to determine which tables are made up of what.

When I started using DBT, I was able to quickly determine and find the staging and intermediate layers for the purpose of creating a final layer and the documentation it creates was awesome.

I am talking about dbt docs generate and dbt docs serve.


    Financial Services

Great experience with dbt

  • October 01, 2024
  • Review verified by G2

What do you like best about the product?
dbt is the best Transformation tool out there in the industry and I love dbt for its testing capabilities and modeling and semantic layer. Ease of use and how easily you could maintain

It is easy to integrate with other tools like integration.
What do you dislike about the product?
dbt should add more AI apacilities faster
What problems is the product solving and how is that benefiting you?
dbt is solving all the data integration, integrity and data quality problems for our company while serving as a great transfomration tool


    Marketing and Advertising

DBT - easy transformation tool

  • May 03, 2024
  • Review provided by G2

What do you like best about the product?
Can perform transformation using SQL statement. Very easy to perform
What do you dislike about the product?
Nothing much......simple and easy to use
What problems is the product solving and how is that benefiting you?
ELT tool which helps to perform transformation using SQL and create pipelines.


    Werleman T.

Excellent tool for data transformation

  • April 03, 2024
  • Review verified by G2

What do you like best about the product?
It has helped us transform our data and structure it better and its easy use
What do you dislike about the product?
It should provide a tool to better enable model documentation.
What problems is the product solving and how is that benefiting you?
We can have the data structured through code; This helps us when migrating data to any type of DWH.