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MongoDB Atlas vs Revvity Signals Notebook comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Jan 11, 2026

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

MongoDB Atlas
Average Rating
8.4
Reviews Sentiment
6.9
Number of Reviews
51
Ranking in other categories
Database as a Service (DBaaS) (3rd), Managed NoSQL Databases (3rd), Database Management Systems (DBMS) (3rd), AI Software Development (5th)
Revvity Signals Notebook
Average Rating
7.0
Reviews Sentiment
6.2
Number of Reviews
2
Ranking in other categories
Data Preparation Tools (8th), Visual Collaboration Platforms (5th)
 

Mindshare comparison

While both are Database Services solutions, they serve different purposes. MongoDB Atlas is designed for Database as a Service (DBaaS) and holds a mindshare of 12.3%, down 15.0% compared to last year.
Revvity Signals Notebook, on the other hand, focuses on Data Preparation Tools, holds 1.7% mindshare.
Database as a Service (DBaaS) Market Share Distribution
ProductMarket Share (%)
MongoDB Atlas12.3%
Amazon RDS13.5%
Microsoft Azure SQL Database10.7%
Other63.5%
Database as a Service (DBaaS)
Data Preparation Tools Market Share Distribution
ProductMarket Share (%)
Revvity Signals Notebook1.7%
Alteryx Designer Cloud10.0%
Alteryx9.7%
Other78.6%
Data Preparation Tools
 

Featured Reviews

Pranay Jain - PeerSpot reviewer
Senior software developer at Simplifyvms
Cloud database has supported charity platform growth and has improved team delivery speed
Setting up MongoDB Atlas is very easy, as I simply select the cluster and the size I want. There are free clusters available for testing real applications, and it is a NoSQL-based database that works well for both web and mobile applications, providing real-time analytics-driven solutions where flexible schema is the main priority.The best feature MongoDB Atlas offers is the flexible database schema that I can easily set up. It is easy to set up, has no server setup cost, requires no manual setting, and has no downtime. The platform automatically handles traffic spikes and includes built-in features such as storage, auto-scaling, automatic backup, and point-in-time recovery. Auto-scaling and backups have been instrumental in my project using MongoDB Atlas, especially when I moved from UAT to production. My customer base of more than 10 lakhs increased, and the system automatically scaled to handle those requests, ensuring the database could respond in time. MongoDB Atlas has an aggregation framework that handles complex analytics without requiring any extra tools. It also provides real-time updates and streaming capabilities. MongoDB Atlas has positively impacted my organization by reducing operational costs, as I do not need database administrators or server maintenance. It follows a pay-as-you-go strategy, allowing me to increase cluster size by simply paying more, which results in faster development and deployment processes. High availability is also provided through built-in replications and automatic failovers. My team consists of 18 people, and our uptime has improved to 99.9% and above. The delivery speed has increased, and I have reduced the delivery cycle by 30 to 50 percent.
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.

Quotes from Members

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

Pros

"Object-based data storing capability and managing non-structured data capability are the most valuable features of MongoDB Atlas."
"The cloud-based nature of this solution makes it flexible and scalable."
"What I found most valuable in MongoDB Atlas is its Elasticsearch feature. It also has high availability, so it's stable."
"The solution has a very intuitive user interface."
"It enables us to get work done quickly and get to our data."
"MongoDB is a NoSQL tool."
"MongoDB Atlas has positively impacted my organization by reducing operational costs, as I do not need database administrators or server maintenance."
"It can store data as a flat file, similar to a file system."
"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."
"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."
 

Cons

"The tool's implementation should be made easier."
"The import and export process needs improvement, i.e., getting in and out. Moving data from other databases into MongoDB, along with indexing, was challenging."
"The initial configuration fine-tuning for performance can be time-consuming."
"An improvement I can suggest for MongoDB Atlas is achieving even faster query execution and smoother application performance."
"The speed when combining two documents is concerning."
"I am not an expert on what improvements could be made to MongoDB."
"That is the only drawback that I find with MongoDB: creating the trigger."
"The product's file storage documentation needs improvement."
"I trust the Signals support team regarding collaboration and data security, although I am not entirely certain about the security of Revvity."
"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."
 

Pricing and Cost Advice

"The solution is expensive overall. It does not require a license but if you want the support then you will need to purchase the license. They use a pay-as-you-go model and you are able to receive some discounts by making longer usage commitments."
"We pay for the license on a monthly basis. It's not cheap or expensive. For smaller companies, it's definitely expensive."
"It is too expensive. They need to work on this."
"MongoDB Atlas is not expensive, and since it's a cloud-based solution, you pay by usage."
"MongoDB Atlas is more cost-effective than Amazon DocumentDB. It also has a pay-as-you-go pricing model. Apart from the standard licensing cost, you must also pay to get MongoDB Atlas technical support, which is expensive."
"For me, MongoDB is expensive, but I think it is not so expensive for customers."
"The pricing and licensing is great."
"It is an open-source platform."
Information not available
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Top Industries

By visitors reading reviews
Financial Services Firm
12%
Computer Software Company
11%
Manufacturing Company
11%
Comms Service Provider
7%
Pharma/Biotech Company
19%
Manufacturing Company
15%
Healthcare Company
10%
Computer Software Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business24
Midsize Enterprise10
Large Enterprise20
No data available
 

Questions from the Community

What do you like most about MongoDB Atlas?
There are many valuable features, but scalability stands out. It can scale across zones. You can define multiple nodes. They have also partnered with AWS, offering great service with multiple featu...
What is your experience regarding pricing and costs for MongoDB Atlas?
I have no idea about the pricing or setup cost with MongoDB Atlas.
What needs improvement with MongoDB Atlas?
I would say pricing is an area where MongoDB Atlas could improve.
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...
 

Also Known As

Atlas, MongoDB Atlas (pay-as-you-go)
No data available
 

Overview

 

Sample Customers

Wells Fargo, Forbes, Ulta Beauty, Bosch, Sanoma, Current (a Digital Bank), ASAP Log, SBB, Zebra Technologies, Radial, Kovai, Eni, Accuhit, Cognigy, and Payload.
Information Not Available
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