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Confluent vs Toad Data Point 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

Confluent
Average Rating
8.2
Reviews Sentiment
6.3
Number of Reviews
25
Ranking in other categories
Streaming Analytics (6th)
Toad Data Point
Average Rating
8.6
Reviews Sentiment
6.9
Number of Reviews
9
Ranking in other categories
Data Integration (21st), Data Preparation Tools (3rd)
 

Mindshare comparison

Confluent and Toad Data Point aren’t in the same category and serve different purposes. Confluent is designed for Streaming Analytics and holds a mindshare of 6.6%, down 8.2% compared to last year.
Toad Data Point, on the other hand, focuses on Data Integration, holds 0.8% mindshare, up 0.5% since last year.
Streaming Analytics Mindshare Distribution
ProductMindshare (%)
Confluent6.6%
Apache Flink8.9%
Databricks8.1%
Other76.4%
Streaming Analytics
Data Integration Mindshare Distribution
ProductMindshare (%)
Toad Data Point0.8%
SSIS3.7%
Informatica Intelligent Data Management Cloud (IDMC)3.6%
Other91.9%
Data Integration
 

Featured Reviews

PavanManepalli - PeerSpot reviewer
AVP - Sr Middleware Messaging Integration Engineer at Wells Fargo
Has supported streaming use cases across data centers and simplifies fraud analytics with SQL-based processing
I recommend that Confluent should improve its solution to keep up with competitors in the market, such as Solace and other upcoming tools such as NATS. Recently, there has been a lot of buzz about Confluent charging high fees while not offering features that match those of other tools. They need to improve in that direction by not only reducing costs but also providing better solutions for the problems customers face to avoid frustrations, whether through future enhancement requests or ensuring product stability. The cost should be worked on, and they should provide better solutions for customers. Solutions should focus on hierarchical topics; if a customer has different types of data and sources, they should be able to send them to the same place for analytics. Currently, Confluent requires everything to send to the same topic, which becomes very large and makes running analytics difficult. The hierarchy of topics should be improved. This part is available in MQ and other products such as Solace, but it is missing in Confluent, leading many in capital markets and trading to switch to Solace. In terms of stability, it is not the stability itself that needs improvement but rather the delivery semantics. Other products offer exactly-once delivery out of the box, whereas Confluent states it will offer this but lacks the knobs or levers for tuning configurations effectively. Confluent has hundreds of configurations that application teams must understand, which creates a gap. Users are often unaware of what values to set for better performance or to achieve exactly-once semantics, making it difficult to navigate through them. Delivery semantics also need to be worked on.
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.

Quotes from Members

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

Pros

"With Confluent Cloud we no longer need to handle the infrastructure and the plumbing, which is a concern for Confluent. The other advantage is that all portfolios have access to the data that is being shared."
"The monitoring module is impressive."
"Their tech support is amazing; they are very good, both on and off-site."
"The design of the product is extremely well built and it is highly configurable."
"Some of the best features are that it's very quick to set up, very easy to have a centralized area that gives us a history of changes, and the ability to give feedback on any information placed onto the pages."
"We mostly use the solution's message queues and event-driven architecture."
"Confluent is an amazing tool that is highly configurable, integrates very well with Jira, and lets you create nice documentation for various products while also supporting reporting and online content hosting."
"Confluence's greatest asset is its user-friendly interface, coupled with its remarkable ability to seamlessly integrate with a vast range of other solutions."
"Toad Data Point plays a crucial role in data-driven decision-making processes by facilitating data access and retrieval operations, data analysis, validations, quality checks, and performance monitoring for scenarios such as slow running queries, high database loads, or system bottlenecks, which are valuable for troubleshooting and debugging."
"I would estimate that Toad Data Point saves me about 30 to 70 percent of my time depending on the work type."
"In my opinion, the best features that Toad Data Point offers are the security that it provides when connecting all sorts of databases, and moreover, we do not have to rely on multiple DB connectors for that; we can use Toad Data Point as a single source of connections for all DBs, and that serves the purpose of connecting all these DB flavors that we have in the industry on a single platform instead of installing multiple DBs and their UI."
"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."
"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."
"The best thing about it is its automation features."
"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."
 

Cons

"The pricing was high for our needs. We should not have to pay for features we do not use."
"We continuously face issues, such as Kafka being down and slow responses from the support team."
"One area we've identified that could be improved is the governance and access control to the Kafka topics. We've found some limitations, like a threshold of 10,000 rules per cluster, that make it challenging to manage access at scale if we have many different data sources."
"In Confluent, there could be a few more VPN options."
"It would be great if the knowledge based documents in the support portal could be available for public use as well."
"From the control center perspective, there is a lot of room for improvement in the visualization."
"Confluent has fallen behind in being the tool of the industry. It's taking second place to things such as Word and SharePoint and other office tools that are more dynamic and flexible than Confluent."
"The solution could have an extra plugin or upgrading feature. In addition, it could have more integration with different platforms and be more compatible."
"It's not user-friendly. Once you start using it, you eventually get to know the features."
"I rate it a seven because I have noticed that there are other similar platforms or applications available that do the job Toad Data Point does in a better way; for example, DBeaver is a similar application that works better at times."
"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."
"Toad Data could improve by having additional features, such as query prediction."
"What could be improved is probably the user interface."
"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."
"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."
 

Pricing and Cost Advice

"Confluent is expensive, I would prefer, Apache Kafka over Confluent because of the high cost of maintenance."
"Confluent is an expensive solution as we went for a three contract and it was very costly for us."
"Regarding pricing, I think Confluent is a premium product, but it's hard for me to say definitively if it's overly expensive. We're still trying to understand if the features and reduced maintenance complexity justify the cost, especially as we scale our platform use."
"It comes with a high cost."
"Confluent is an expensive solution."
"The solution is cheaper than other products."
"Confluent is highly priced."
"Confluence's pricing is quite reasonable, with a cost of around $10 per user that decreases as the number of users increases. Additionally, it's worth noting that for teams of up to 10 users, the solution is completely free."
"The cost of this product is reasonable."
"The price of Toad Data Point was approximately $500 annually."
"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."
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Top Industries

By visitors reading reviews
Financial Services Firm
15%
Retailer
11%
Computer Software Company
10%
Manufacturing Company
5%
Financial Services Firm
20%
Healthcare Company
9%
Comms Service Provider
8%
Construction Company
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business6
Midsize Enterprise4
Large Enterprise17
By reviewers
Company SizeCount
Small Business2
Midsize Enterprise1
Large Enterprise5
 

Questions from the Community

What is your experience regarding pricing and costs for Confluent?
They charge a lot for scaling, which makes it expensive.
What needs improvement with Confluent?
I recommend that Confluent should improve its solution to keep up with competitors in the market, such as Solace and other upcoming tools such as NATS. Recently, there has been a lot of buzz about ...
What is your primary use case for Confluent?
The main use cases for Confluent are log aggregation and streaming. I'm familiar with Confluent stream processing with KSQL. KSQL helps in terms of data analytics strategies because if we are the d...
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.
 

Overview

 

Sample Customers

ING, Priceline.com, Nordea, Target, RBC, Tivo, Capital One, Chartboost
Concordia University
Find out what your peers are saying about Confluent vs. Toad Data Point and other solutions. Updated: April 2026.
894,738 professionals have used our research since 2012.