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Tobiko vs dbt comparison

 

Comparison Buyer's Guide

Executive Summary

Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Categories and Ranking

dbt
Ranking in Data Integration
27th
Average Rating
7.8
Reviews Sentiment
7.2
Number of Reviews
5
Ranking in other categories
Data Quality (17th)
Tobiko
Ranking in Data Integration
79th
Average Rating
0.0
Number of Reviews
0
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of January 2026, in the Data Integration category, the mindshare of dbt is 1.7%, up from 0.7% compared to the previous year. The mindshare of Tobiko is 0.5%, up from 0.0% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Integration Market Share Distribution
ProductMarket Share (%)
dbt1.7%
Tobiko0.5%
Other97.8%
Data Integration
 

Featured Reviews

Shubham-Agarwal - PeerSpot reviewer
Manager Projects at Cognizant
Incremental data models have cut full refresh time and support trusted executive reporting
I am not very familiar with dbt's version control system. I cannot identify any improvements in dbt because I am still exploring more functionality. I have been working with dbt for only three years, so I am exploring more functionalities and cannot see any limitations or improvement areas at this time. In the past, I used the seed functionality, which is used to load raw files, individual files, or static files into the database. Going forward, if dbt can improve or implement more features on the seed side, that would be beneficial, especially when we have large files available that take time to load the data into Snowflake database.
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Top Industries

By visitors reading reviews
Financial Services Firm
14%
Insurance Company
9%
Manufacturing Company
7%
Computer Software Company
7%
No data available
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
No data available
 

Questions from the Community

What is your experience regarding pricing and costs for dbt?
My experience with pricing, setup cost, and licensing was simple enough.
What needs improvement with dbt?
dbt can be improved as I find the co-pilot in dbt is not very good, and my team has tried using it but opted to move off it and use other co-pilots such as GitHub. Additionally, the debugging capab...
What is your primary use case for dbt?
My main use case for dbt is for data transformation and data engineering.A specific example of how I use dbt for data transformation and engineering is that we use it to connect and ingest data fro...
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Comparisons

No data available
 

Overview

Find out what your peers are saying about Microsoft, Informatica, IBM and others in Data Integration. Updated: January 2026.
881,082 professionals have used our research since 2012.