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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
4th
Average Rating
8.8
Reviews Sentiment
6.8
Number of Reviews
10
Ranking in other categories
Data Integration (20th)
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 June 2026, in the Data Preparation Tools category, the mindshare of Toad Data Point is 4.2%, down from 8.0% compared to the previous year. The mindshare of Zaloni Data Platform is 4.1%, up from 1.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Preparation Tools Mindshare Distribution
ProductMindshare (%)
Toad Data Point4.2%
Zaloni Data Platform4.1%
Other91.7%
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

"I would estimate that Toad Data Point saves me about 30 to 70 percent of my time depending on the work type."
"With Toad Data Point, I can automate most steps automatically."
"One of the greatest features is that you can get data from anywhere to anywhere with Toad Data Point."
"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."
"You can say it is a one-stop shop for anything that you have to do with a database or SQL."
"I have never experienced any issues with customer service."
"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."
"The most valuable feature is the ability to map data and write workflows with logic inside them."
"You can create a lot of ingestions based on the file levels or based on the time."
"The entire need was to ingest it into big data and Zaloni was the fastest product to test and implement into production."
 

Cons

"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."
"What could be improved is probably the user interface."
"It's not user-friendly. Once you start using it, you eventually get to know the features."
"When we compare a very large data set, say when the data set runs in millions, the Toad crashes sometimes."
"Toad Data could improve by having additional features, such as query prediction. This could help someone who's not the strongest programmer. If the software could help them write queries correctly it would be very helpful, especially for small development teams or teams that lack the input skills necessary to write and program efficiently."
"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."
"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."
"The Mac license is incredibly expensive. It is 1,600 dollars each, which is more than the Windows version. Scalability is difficult when it is that costly."
"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."
"Technical support is in need of improvement."
"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."
 

Pricing and Cost Advice

"The cost of this product is reasonable."
"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 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
17%
Healthcare Company
9%
Manufacturing Company
9%
Construction Company
8%
No data available
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business2
Midsize Enterprise1
Large Enterprise6
No data available
 

Questions from the Community

What is your experience regarding pricing and costs for Toad Data Point?
The pricing is cost-effective; it is neither too cheap nor too expensive, it's a good value.
What needs improvement with Toad Data Point?
Areas for improvement in Toad Data Point usage could include a better UI interface, building in AI assistance, and faster performance for large databases, especially since accessing a terabyte of d...
What is your primary use case for Toad Data Point?
My use case is mainly for business analysis, and I also use it for some parts of machine learning and AI, and in some cases, I use it for healthcare purposes.
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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: June 2026.
902,495 professionals have used our research since 2012.