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Jitterbit Harmony vs dbt comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Dec 28, 2025

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)
Jitterbit Harmony
Ranking in Data Integration
52nd
Average Rating
8.6
Reviews Sentiment
7.3
Number of Reviews
13
Ranking in other categories
Workload Automation (31st), Cloud Data Integration (24th), Integration Platform as a Service (iPaaS) (18th)
 

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 Jitterbit Harmony is 0.9%, up from 0.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Integration Mindshare Distribution
ProductMindshare (%)
dbt1.7%
Jitterbit Harmony0.9%
Other97.4%
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.
Mohamed Abd Kader - PeerSpot reviewer
Head of Enterprise Architecture at Mantrac Group
An easy-to-setup solution with good stability
We use Jitterbit to connect cloud solutions with our on-premises ERP system We connect cloud solutions to our on-premise ERP system easily using Jitterbit. It is its most valuable feature.  The solution's API management capabilities need improvement. We have been using the solution for almost…

Quotes from Members

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

Pros

"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."
"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."
"From a developer point of view, I find the ease of development and the code to be the most useful capabilities of dbt."
"I would say the best feature or the most desirable feature for dbt is the ability to write everything in code."
"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 product is developer-friendly."
"Easy integration with Salesforce"
"Jitterbit provides the ability to quickly map data between files and databases."
"Jitterbit handles the most lines of data in a .csv and loads the quickest of any data loader I have tried."
"The fluid user interface (probably the most user friendly interface, when compared to its competitors)."
"It is very easy to build integrations and processes to pull and push data."
"It runs like an appliance and has tremendous throughput."
"It is a scalable solution."
"We only use small parts of the solution, however, the parts that we use are quite adequate."
 

Cons

"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."
"The solution must add more Python-based implementations."
"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."
"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."
"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."
"I would like the ability to offer a dedicated cloud version for security."
"Sometimes we experience disconnections and I have to close all Jitterbit programs."
"I know with Salesforce updating the UI like they did, it slowed it down a lot."
"Its API management capabilities need improvement."
"The initial setup can be a little bit difficult."
"There were some bugs in the product. For example if you run a delete query and test, it deletes the actual data."
"You need to have some development skills or hire a Jitterbit engineer to make changes."
"Looping through complex data structures can be difficult."
 

Pricing and Cost Advice

"The solution’s pricing is affordable."
"Jitterbit was extremely cost effective for us compared to other options."
"The added bonus is that Jitterbit doesn't charge for any data volume/traffic."
"The Jitterbit price is based upon endpoints. They also offer ERP connectors with their Enterprise edition"
"The solution's cost is mid-ranged compared to other vendors."
"I do believe Jitterbit has one of the better pricing and licensing options out there compared to its competitors."
"Each business needs to determine if it is a mission critical aspect."
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Top Industries

By visitors reading reviews
Financial Services Firm
13%
Insurance Company
8%
Manufacturing Company
8%
Computer Software Company
7%
Outsourcing Company
19%
Financial Services Firm
13%
Computer Software Company
9%
Manufacturing Company
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 Business8
Midsize Enterprise3
Large Enterprise1
 

Questions from the Community

What is your experience regarding pricing and costs for dbt?
The course content that dbt provides is free and excellent for anyone starting out.
What needs improvement with dbt?
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 wor...
What is your primary use case for dbt?
I am working with one of our enterprise customers, managing their newly established cloud warehouse. They are using Snowflake and we are using dbt to manage all the transformation and views and tab...
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Also Known As

No data available
Jitterbit, Jitterbit Harmony
 

Overview

 

Sample Customers

Information Not Available
LA Metro, Mophie, Club Auto, University of Miami, Exostar, Dialog Direct, Avero, Greenpoint Technologies, Berklee Online, Odyssey, KeyedIn Solutions, Swish Maintenance, SPP Pumps Limited, Talent Plus, Ricoh Canada, Televerde, Reed Construction Data, Sika US, Sunkist Growers
Find out what your peers are saying about Jitterbit Harmony vs. dbt and other solutions. Updated: March 2026.
884,873 professionals have used our research since 2012.