Try our new research platform with insights from 80,000+ expert users

Revvity Signals Notebook 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

Revvity Signals Notebook
Ranking in Data Preparation Tools
8th
Average Rating
7.0
Reviews Sentiment
6.2
Number of Reviews
2
Ranking in other categories
Visual Collaboration Platforms (5th)
Toad Data Point
Ranking in Data Preparation Tools
6th
Average Rating
9.0
Reviews Sentiment
7.6
Number of Reviews
5
Ranking in other categories
Data Integration (32nd)
 

Mindshare comparison

As of February 2026, in the Data Preparation Tools category, the mindshare of Revvity Signals Notebook is 1.7%. The mindshare of Toad Data Point is 5.3%, down from 8.1% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Preparation Tools Market Share Distribution
ProductMarket Share (%)
Toad Data Point5.3%
Revvity Signals Notebook1.7%
Other93.0%
Data Preparation Tools
 

Featured Reviews

PL
Process Development, Admin of the Notebook with 10,001+ employees
Digital lab collaboration has transformed how we centralize, share, and template experimental data
The best features Revvity Signals Notebook offers include the significant difference between it and paper notebooks. Now we can get all the data in one single computer from several users. We changed our mindset, and now we can compile all the data from several projects. This feature has helped my team and made our work easier because we can work in a more efficient manner, and we also save a lot of time because we can use templates for experiment creation, allowing us to avoid repetitive tasks. Revvity Signals Notebook has positively impacted my organization by allowing us to work together across several sites. My company has two sites in different cities, so now we can work together and compile all the data in one place. We can work on one experiment across different sites of the company. I am unable to share specific metrics or examples, but I can say that this cross-site collaboration is very useful for us.
Facilitates seamless connections and automation across multiple data sources
Toad Data Point should include more features for utilizing AI, which can automatically perform many tasks. The tool should have a feature where, if I convert my Oracle connection, the code, whether a select statement or anything else, should automatically convert into Oracle format. The same with SQL. When connecting to SQL, the code should be in SQL format, and when connecting to Teradata, it should be in Teradata format. Since not everyone knows all languages, there should be a feature that automatically converts code into the desired format. It's not user-friendly. Once you start using it, you eventually get to know the features.

Quotes from Members

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

Pros

"The best features Revvity Signals Notebook offers include the significant difference between it and paper notebooks, as now we can get all the data in one single computer from several users, we changed our mindset, and now we can compile all the data from several projects."
"From my experience over the last fifteen months, the most valuable feature of the Revvity Signals Notebook is its ease of use. Customers appreciate that updating templates is straightforward and everything is automatically saved. The UI is simple, making creating, sharing, and searching experiments easy. Different scientists can reference each other's experiments seamlessly. It is also swift compared to other vendor-built software, where you have to customize templates and write a lot of code. Revvity Signals Notebook excels in this aspect, making it smooth and efficient."
"We love it."
"I have never experienced any issues with customer service."
"The Connectivity and Connection Manager supports a broad number of connection types, and it is trivial for end-users to set up their own connections to sources."
"The best thing about it is its automation features."
"One of the greatest features is that you can get data from anywhere to anywhere with Toad Data Point."
"It provides better SQL development tooling than SQL Developer, which is not a sufficient tool for all development use cases. It offers power developers the tools they need."
"With Toad Data Point, I can automate most steps automatically."
"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."
 

Cons

"The workflow implementation is a pain point for customers because it relies on Spotfire with added plugins, which are not natively integrated. This makes execution slow and less effective in meeting all scientific workflow needs. Additionally, the support service is slow to respond and resolve issues. Even known problems take time due to a lack of astrong developer support team, making it a significant product drawback. They also need to work on other products like Workflow, which still need to achieve these compliance requirements. While Signals Notebook is good enough to meet all the necessary needs, other products like BitLocker still need improvements to become fully compliant enterprise products."
"I trust the Signals support team regarding collaboration and data security, although I am not entirely certain about the security of Revvity."
"The Mac license is incredibly expensive. It is 1,600 dollars each, which is more than the Windows version."
"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."
"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."
"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."
"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."
"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."
 

Pricing and Cost Advice

Information not available
"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."
report
Use our free recommendation engine to learn which Data Preparation Tools solutions are best for your needs.
881,821 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Pharma/Biotech Company
19%
Manufacturing Company
15%
Healthcare Company
10%
Computer Software Company
7%
Financial Services Firm
28%
Healthcare Company
9%
Manufacturing Company
8%
Retailer
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
No data available
 

Questions from the Community

What needs improvement with Revvity Signals Notebook?
The workflow implementation is a pain point for customers because it relies on Spotfire with added plugins, which are not natively integrated. This makes execution slow and less effective in meetin...
What is your primary use case for Revvity Signals Notebook?
Revvity Signals Notebook is dedicated to the pharmaceutical industry, particularly for scientific support, drug discovery, and chemical-related experiments. It allows users to create templates for ...
What advice do you have for others considering Revvity Signals Notebook?
If you want to use Revvity Signals Notebook for the first time, my advice depends on your purpose. If you need to create templates for scientists to conduct and share experiments and reference othe...
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 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.
What is your primary use case for Toad Data Point?
When I use it, I'm using it for writing SQL or testing SQL code. I used to use it for moving data, loading files into database tables, from tables to other tables.
 

Comparisons

No data available
 

Overview

 

Sample Customers

Information Not Available
Concordia University
Find out what your peers are saying about Alteryx, Bright Data, SAS and others in Data Preparation Tools. Updated: January 2026.
881,821 professionals have used our research since 2012.