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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
18th
Average Rating
7.8
Reviews Sentiment
7.2
Number of Reviews
5
Ranking in other categories
Data Quality (8th)
Tobiko
Ranking in Data Integration
77th
Average Rating
0.0
Number of Reviews
0
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of February 2026, in the Data Integration category, the mindshare of dbt is 1.7%, up from 0.8% 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

reviewer2780388 - PeerSpot reviewer
Senior Data Engineer at a pharma/biotech company with 10,001+ employees
Streamlined Data engineering and built-in lineages
The best features of dbt include lineage and Jinja templating languages that make it easy for creating pipelines. The built-in lineage feature provides a good understanding of the several layers where data is being loaded in dbt, allowing visibility from different layers into the end product. dbt has positively impacted version controlling as it has different version control steps involved. The specific improvements seen with version control in dbt are that it has helped trace the data lineage, enabled faster trace and rollbacks, and enabled safe collaboration at every scale, which has improved data quality. A return on investment has been seen from using dbt as the time has reduced while utilizing dbt in the form of data pipelines and ETL scripting. There is operational efficiency achieved, and data quality and governance have also been achieved with modular SQL and version controlling, which reduced duplication of data and data errors.
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Top Industries

By visitors reading reviews
Financial Services Firm
14%
Insurance Company
9%
Computer Software Company
7%
Manufacturing 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?
The pricing, setup cost, and licensing cost are managed by our infrastructure teams. As data engineers, we are not familiar with these details. I need to check with my infrastructure team on whethe...
What needs improvement with dbt?
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 year...
What is your primary use case for dbt?
I am currently working with dbt and Snowflake together. We use dbt for data transformation purposes. We obtain the data and store the raw data directly into Snowflake, then perform all transformati...
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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.
881,707 professionals have used our research since 2012.