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Toad Data Point vs Zaloni Data Platform comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Sep 10, 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

Toad Data Point
Ranking in Data Preparation Tools
3rd
Average Rating
8.8
Reviews Sentiment
6.7
Number of Reviews
8
Ranking in other categories
Data Integration (21st)
Zaloni Data Platform
Ranking in Data Preparation Tools
13th
Average Rating
6.6
Number of Reviews
2
Ranking in other categories
Data Governance (40th)
 

Mindshare comparison

As of March 2026, in the Data Preparation Tools category, the mindshare of Toad Data Point is 5.3%, down from 8.0% compared to the previous year. The mindshare of Zaloni Data Platform is 3.7%, up from 1.6% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Preparation Tools Mindshare Distribution
ProductMindshare (%)
Toad Data Point5.3%
Zaloni Data Platform3.7%
Other91.0%
Data Preparation Tools
 

Featured Reviews

Sudunagunta Bhavya Lekha - PeerSpot reviewer
Junior Data Analyst at Lumendata
Drag-and-drop workflows have accelerated cross-database analysis and simplified daily reporting
I consider user interface modernization in Toad Data Point to be an area for improvement; it could be enhanced with a more modern, web-based look and smoother navigation, focusing on better UX and dashboard customization. Real-time collaboration could benefit from trying Git-style integration, which would strengthen team collaboration features. Performance with large data sets sometimes slows down our workflows, so implementing a better optimization engine specifically for big data workflows could enhance functionality, along with improvements in cloud-native deployment for better browser access. For the dashboarding feature, I believe Toad Data Point could improve by offering more interactive dashboards and advanced visualizations beyond the current basic charts and pivots. Implementing capabilities such as drill-down, interactive filters, and dynamic parameter selections would align more with BI-style interactivity. Visualizations compared to tools such as Microsoft Power BI or Tableau are quite limited, so enhancing this area with cloud-hosted interactive dashboards and seamless auto-refresh options would greatly improve user experience.
reviewer1476264 - PeerSpot reviewer
Solution Architect at a financial services firm with 10,001+ employees
Solid multi-ingestion tool but with poor exception handling
The major pain point with Zaloni is that their exception handling is not good. If any event happens (an event is when the job stops in the middle of the process), it doesn't tell you at which point it failed and it doesn't tell the operations team how they should take corrective actions unless you call Zaloni and then identify the issues. That is one issue. Another issue is that sometimes your jobs fail and if you run it a second time, it will go through. A third area it could be improved is the deployment process. When you want to deploy anything, it has a lot of manual processes. For example, you have to create your password in an encrypted format, and then you have to use a lot of manual deployment process. They should actually be building something else, like using Jenkins or automating their process. I have suggested to them that they have to improve their deployment process because they want everyone to run a manual deployment. It takes a lot of time, about half a day, for any single deployment. Then test it, then it might not work, and then reverting back is not easy because of the manual deployment process. I think in recent versions they added a lot of upgrades and additional features including a lot of integrations. Before it was just AWS, later they extended it to Azure. I'm not sure how they have extended it to GCP. It has some built-in features and a lot of improvements now because the UI and the features were not easy to navigate. Regarding showing the metrics, it's okay. I will say it's neither easy nor hard, there is whatever is required. Lastly, on the governance side, it's not very good. We faced some issues with the Ranger version. Ranger was an authentication tool on big data and Zaloni had some compatibility issues with the Ranger at that time. Later they said those are all going to be resolved, but at that time it had some issues. I'm not sure whether it was working with the Sentry or not.

Quotes from Members

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

Pros

"We love it."
"The most valuable features of Toad Data are you could write a parameterized query and it wouldn't error out, it would give you the parameters that you could input. The auto-formatting feature is useful because it was great for keeping your queries neat and understandable. The auto comment, and uncomment toggles that you could do were convenient."
"One of the greatest features is that you can get data from anywhere to anywhere with Toad Data Point."
"With Toad Data Point, I can automate most steps automatically."
"What I like the most about Toad Data Point is the automation feature, which is mostly useful for us, and I have not found it in any other systems that I have worked with so far, and it can easily schedule any automation tasks that we provide."
"We had an unsupported version of Hyperion that needed to be replaced, and Toad Data Point allowed us to quickly transition to a similar solution and to easily convert all of our preexisting queries (more than 300) to the new solution with minimum effort."
"Toad Data Point made our query testing a lot faster and more efficient, and we saw a lot of time-saving in our development process."
"The best thing about it is its automation features."
"The entire need was to ingest it into big data and Zaloni was the fastest product to test and implement into production."
"You can create a lot of ingestions based on the file levels or based on the time."
"The most valuable feature is the ability to map data and write workflows with logic inside them."
"The most valuable feature is the ability to map data and write workflows with logic inside them."
 

Cons

"I used their report writing a little bit, however, it could improve since it's not a really good report writer and it's a little clunky."
"It's not user-friendly. Once you start using it, you eventually get to know the features."
"On the scheduling server, some scheduled reports just sit there and never execute for the first time. After manually executing the first time, they run with no issues."
"It's not user-friendly. Once you start using it, you eventually get to know the features."
"On the scheduling server, some scheduled reports just sit there and never execute for the first time."
"I used their report writing a little bit, however, it could improve since it's not a really good report writer and it's a little clunky."
"However, when accessing large data volumes and running complex queries like nested queries or stored procedures, Toad Data Point might get hung during those operations, which is the only significant challenge I encounter."
"Toad Data could improve by having additional features, such as query prediction."
"When we have gone to the support team because something is wrong with the product, I would say that it has not been easy for them to sort things out and quickly give us a patch."
"The major pain point with Zaloni is that their exception handling is not good."
"The major pain point with Zaloni is that their exception handling is not good. If any event happens, it doesn't tell you at which point it failed and it doesn't tell the operations team how they should take corrective actions unless you call Zaloni and then identify the issues. That is one issue."
"Technical support is in need of improvement."
 

Pricing and Cost Advice

"The Mac licenses are expensive, costing 1,600 dollars each. This is much higher than for the Windows version. I maintain a very limited number of licenses due to this cost."
"The cost of this product is reasonable."
"The price of Toad Data Point was approximately $500 annually."
Information not available
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Top Industries

By visitors reading reviews
Financial Services Firm
22%
Healthcare Company
10%
Manufacturing Company
7%
Retailer
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 Toad Data Point?
The pricing for Toad Data Point is where it gets into trouble. Microsoft is free, so if you get SQL Server, you get all the other stuff with it. You have to use several Microsoft tools that don't a...
What needs improvement with Toad Data Point?
I consider user interface modernization in Toad Data Point to be an area for improvement; it could be enhanced with a more modern, web-based look and smoother navigation, focusing on better UX and ...
What is your primary use case for Toad Data Point?
We are working for US banking, and for that, we have a project where we are using PowerCenter along with ETL; in that, we are using Toad Data Point for the SQL queries. Drag-and-drop functionality ...
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Also Known As

No data available
ZDP
 

Overview

 

Sample Customers

Concordia University
CDS Global, AIG,
Find out what your peers are saying about Toad Data Point vs. Zaloni Data Platform and other solutions. Updated: March 2026.
885,311 professionals have used our research since 2012.