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WhereScape RED vs dbt comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Dec 19, 2024

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
17th
Average Rating
7.8
Reviews Sentiment
6.8
Number of Reviews
7
Ranking in other categories
Data Quality (6th)
WhereScape RED
Ranking in Data Integration
44th
Average Rating
8.2
Reviews Sentiment
7.2
Number of Reviews
15
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of March 2026, in the Data Integration category, the mindshare of dbt is 1.7%, up from 1.0% compared to the previous year. The mindshare of WhereScape RED is 1.1%, up from 1.0% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Integration Mindshare Distribution
ProductMindshare (%)
dbt1.7%
WhereScape RED1.1%
Other97.2%
Data Integration
 

Featured Reviews

AS
Principal Data Engineer at Integrant, Inc.
Data teams have streamlined code-driven pipelines and now collaborate faster on shared models
We are still experimenting with testing, but not that much. We are not using some features yet. We are trying to introduce them because we are coming from a background of SSIS. The team used to work with SSIS, Microsoft SQL Server Integration Services. We are still adapting one feature at a time. Currently, we are working with the SQL modules and with the Jinja templating. We are experimenting with testing, but I would say towards the end of this year, we are planning to explore more of the documentation and the data lineage options as well. I would say the benefits are coming from GUI-based tools like SSIS. We have more control on the codebase. We can create something of a system where we can use macros and templating, speeding up the development cycle. We are now trying to introduce a little testing, and also we are using some sort of a CI/CD cycle, so continuous integration and continuous deployment. I do not believe that these kinds of features are that common as a package as a whole package. dbt excels in that area. I used to have a couple of notes about the performance, but lately I have discovered something called dbt Fusion, which, according to dbt Labs, they proclaim is much faster during the parsing of dbt models. However, I would love to see even more of an out-of-the-box solution regarding the testing. They are treating the testing in a good way so far, but I would love to see even more improvement because the whole data testing field is not very mature. It is not the same as software testing; for example, you have test suites, test tools, and profilers, but for data testing, it is not yet that advanced. I would love for dbt to take the lead on that.
reviewer1618884 - PeerSpot reviewer
BI Analyst DW Architect at a mining and metals company with 10,001+ employees
Quick to set up, flexible, and stable
The scheduling part I don't like due to the fact that it allows you to schedule as a parent and child and other things, however, the error trackability has to be a little more user-friendly. It's also not user-friendly in the sense that it loads all the jobs and there are not enough filters so that it doesn't need to load everything. If the job fails, you don't get any type of alert or email. It would be ideal if there was some sort of automated alert message. Technical support isn't the best. It would be ideal if we understood how to do it in a card exception regarding exclusion, where the card is captured separately rather than filling the whole process on the data inbound side. Certain workloads like this are organized in such a way where you seem to be doubling the work as opposed to streamlining the process.

Quotes from Members

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

Pros

"Since we migrated from SSIS to dbt model architecture, it takes around four hours only to complete a full refresh, and the client is now happy because our downtime was drastically reduced when we perform a complete refresh of the data."
"I would say the best feature or the most desirable feature for dbt is the ability to write everything in code."
"From a developer point of view, I find the ease of development and the code to be the most useful capabilities of dbt."
"The product is developer-friendly."
"dbt has positively impacted my organization by allowing us to create our data pipelines much faster, going from ingestion of data to creating a data product in weeks instead of months, and we can do it in-house with the skillset we already have."
"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."
"The most valuable feature is the metadata generated code."
"WhereScape's deployment package is a fantastic feature. The application allows for selecting specific objects that you would like to deploy from one environment to another rather than deploying the entire database."
"Quickly develops a data warehouse for our organization with documentation and can track back/forward features."
"RED generates comprehensive documentation and regenerates it as quickly as things changes, but it also provides impact documentation."
"Support is absolutely excellent, efficient, and timely."
"I like the data vault implementations."
"I found the initial setup very easy."
"The tool supports multiple target update methods."
 

Cons

"The solution must add more Python-based implementations."
"Dbt is not as stable as preferred, as it has had a few outages in the current year itself, so improvement should be made in the outages section as it is not stable."
"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."
"If I needed to name a few areas for improvement, I would mention the migration of code to Git and GitHub, which sometimes fails and can be confusing for developers during handover."
"Every upgrade is a little bit of a risk for us because we do not know if the workarounds that we developed will be available for the next version."
"Since dbt has a license cost, if a company is small and does not have much budget, they can explore other tools because there are other tools that provide the same functionality at a lower cost."
"The scheduled jobs which are run by the WhereScape scheduler seem to be a strangely separate animal. Unlike all other WhereScape objects, jobs cannot be added to WhereScape projects. Also, unlike all other objects, jobs also cannot be deleted using a WhereScape deployment application."
"The ability to execute SSIS projects within WhereScape would be nice because we have a lot of packages that are too cumbersome to recreate."
"Customization could be better."
"Jobs cannot be deleted via the deployment package. When deploying from dev to QA or production, a job has to be retired. The job has to be manually removed from the target environment."
"No support for change data capture or delta detection - that must be custom coded ."
"Technical support isn't the best."
"Improve the object renaming ability (it works, but it could be more automated)."
"They need a more robust support center. It has been a bit difficult to find solutions to problems that are out-of-the-box."
 

Pricing and Cost Advice

"The solution’s pricing is affordable."
"Speed to market of a warehouse solution at a relatively inexpensive price point."
"Our company purchased a corporate unlimited license."
"Factor in the price of specialized consulting who know this product. They're hard to find and expensive."
"ROI is at least 10 times."
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Top Industries

By visitors reading reviews
Financial Services Firm
14%
Insurance Company
8%
Manufacturing Company
7%
Computer Software Company
7%
Healthcare Company
10%
Insurance Company
9%
Financial Services Firm
8%
Government
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business1
Midsize Enterprise3
Large Enterprise3
By reviewers
Company SizeCount
Small Business6
Midsize Enterprise4
Large Enterprise11
 

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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Overview

 

Sample Customers

Information Not Available
British American Tobacco, Cornell University, Allianz Benelux, Finnair, Solarwinds and many more.
Find out what your peers are saying about WhereScape RED vs. dbt and other solutions. Updated: March 2026.
883,546 professionals have used our research since 2012.