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Ataccama ONE Platform vs Calico Cloud 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:
 

ROI

Sentiment score
6.1
Ataccama ONE reduced costs by enhancing data quality, speeding tasks, and minimizing teams, though not all users saw returns.
Sentiment score
8.6
Calico Cloud offers ROI through enhanced security, cost savings, and efficiency, despite higher licensing costs than open-source alternatives.
Legally, financially, and reputationally, addressing these data quality issues was crucial, and implementing Ataccama was a major step for them.
Senior Architect at SourcEdge
Money got saved and time got saved because previously, data quality was addressed through SQL and Python.
Data Governance Analyst at Entain India
We are able to reduce the number of times needed for debugging through the service graph and the recommendations for the micro-segmentation of their security tool, helping us identify necessary network policies.
DevOps Engineer at Heckerbella
Calico Cloud not only secures our network infrastructure but also assures that we are not incurring costs due to breaches, which is a significant factor in the ROI.
DevOps Engineer at Exponential Craft
It has reduced the time spent troubleshooting network connectivity issues, improved visibility into Kubernetes traffic, and helped us enforce consistent security policies across clusters.
Senior Systems Engineer at a tech vendor with 10,001+ employees
 

Customer Service

Sentiment score
7.1
Ataccama ONE Platform's customer service is praised for effectiveness, but concerns include prolonged issue resolution and cost-related chat support suggestions.
Sentiment score
7.7
Calico Cloud's customer service is effective with responsive support and good documentation, rarely necessitating direct assistance.
MetLife worked with senior developers who made a positive impact on our experience.
Senior Architect at SourcEdge
We can raise a ticket using Jira, and they address it as soon as possible based on priority.
Data Governance Analyst at Entain India
If it is a small issue, they tend to respond very quickly and they try to answer the question.
Data Engineer lV at a consultancy with 11-50 employees
Customer support is very good, and they have responded to us whenever we have encountered issues with the product.
Senior Systems Engineer at a tech vendor with 10,001+ employees
Calico Cloud is quite a usable product.
DevOps Engineer at Heckerbella
I believe the relationship between vendors and our management team was effective.
DevOps Engineer at Exponential Craft
 

Scalability Issues

Sentiment score
5.3
Ataccama ONE is scalable, praised for data flexibility, but may face performance issues with large datasets in cloud environments.
Sentiment score
8.3
Calico Cloud is praised for its scalability, maintaining efficient operations and security across diverse Kubernetes environments without issues.
As the volume increases, the performance of Ataccama ONE Platform decreases.
data engineer at a tech vendor with 10,001+ employees
Ataccama ONE Platform's scalability is high, supporting large volumes of data and complex logic with flexible deployment options.
Data Governance Analyst at Entain India
There was a concern with the architectural team about how much processing Ataccama ONE would need as usage scaled up.
Senior Architect at SourcEdge
We have not had issues with scalability.
DevOps Engineer at Heckerbella
It has over the years demonstrated its scalability and the adoption of products across the industry.
DevOps Engineer at Exponential Craft
Calico Cloud has scaled well with our Kubernetes environment and has many capabilities that make it easier to apply consistent security policies across multiple clusters.
Senior Systems Engineer at a tech vendor with 10,001+ employees
 

Stability Issues

Sentiment score
7.4
Ataccama ONE is stable and reliable, with minor issues mostly during upgrades; users rate it 70-80% stable.
Sentiment score
8.5
Calico Cloud is praised for its consistent stability and reliability, showing robust performance across diverse implementations.
The updates were worth implementing, with no significant problems observed.
Senior Architect at SourcEdge
We are still developing the application, so there have not been many crashes or instabilities.
Data Engineer lV at a consultancy with 11-50 employees
Ataccama ONE Platform is stable.
master data analyst operation at a manufacturing company with 5,001-10,000 employees
 

Room For Improvement

Ataccama ONE Platform faces performance, integration, documentation, and usability challenges needing improvements for better data handling and governance.
Calico Cloud needs security, documentation, AI features, cost reductions, and real-time analysis improvements to boost user adoption.
The documentation part can be improved because documentation is key for any organization or tool.
Data Governance Analyst at Entain India
It would be beneficial if these interactions could be more plug-and-play and less code-intensive, making them more efficient and easier to set up.
Senior Architect at SourcEdge
After every change and every match and merge rule you apply, you need to reprocess the entire record, which has to again go through the match and merge rules.
data engineer at a tech vendor with 10,001+ employees
Adding a speech feature on top of it, such as a summarization of what has actually happened, would be useful for troubleshooting faster.
DevOps Engineer at Heckerbella
Having a searchable summary feature, such as a chatbot, could help users quickly resolve issues without having to read extensive documentation.
DevOps Engineer at Exponential Craft
The pricing, implementation cost, and licensing of Calico Cloud could be reduced.
Cloud Architect at a tech vendor with 10,001+ employees
 

Setup Cost

Ataccama ONE Platform pricing is reasonable, with additional fees for features, impacting organizations with specific data security needs.
What made the costing a problem with Ataccama ONE Platform is related to licensing, as it is every one year.
data engineer at a tech vendor with 10,001+ employees
The only concern I had was that some features like address validation cost a little extra with the basic plan.
Data Governance Analyst at Entain India
I have heard that the licensing and setup costs are quite high, especially if we try to connect for a support call.
Data Analyst, Quality Assurance Specialist at a tech vendor with 10,001+ employees
They decided that the cost of implementing Calico Cloud outweighed the risk of not having it based on our industry needs.
DevOps Engineer at Exponential Craft
The licensing was payable with the best pricing based on what they are offering.
DevOps Engineer at Heckerbella
 

Valuable Features

Ataccama ONE Platform excels in user-friendly data management, offering automation, scalability, and AI features for enhanced governance.
Calico Cloud offers zero-trust micro-segmentation, enhanced security, and ease of use for Kubernetes clusters, improving operational efficiency.
We were able to interface bidirectionally with Collibra for data governance, catching data quality issues before propagating through the system.
Senior Architect at SourcEdge
It is very good in scalability.
Data Engineer lV at a consultancy with 11-50 employees
Ataccama ONE Platform has positively impacted our organization because before its implementation, completing tasks such as more than 100 or thousands of rules took more than a week. Now, we complete those tasks in less than two or three days due to the automation and one-time task capability.
Data Analyst, Quality Assurance Specialist at a tech vendor with 10,001+ employees
You create policies to prevent someone from logging into a particular container, and since it has its native container security interface, this helps protect against unauthorized access or damage in the cloud.
DevOps Engineer at Exponential Craft
Calico Cloud is a portable tool that can work with different types of Kubernetes clusters, it greatly facilitates deployment in different projects.
Cloud Architect at a tech vendor with 10,001+ employees
Overall, it has helped our platform and DevOps team deploy changes with greater confidence, respond to incidents more quickly, and maintain a more secure and reliable Kubernetes environment.
Senior Systems Engineer at a tech vendor with 10,001+ employees
 

Categories and Ranking

Ataccama ONE Platform
Ranking in AI Observability
23rd
Average Rating
7.8
Reviews Sentiment
6.7
Number of Reviews
15
Ranking in other categories
Data Quality (4th), Data Scrubbing Software (3rd), Master Data Management (MDM) Software (4th), Data Governance (13th)
Calico Cloud
Ranking in AI Observability
30th
Average Rating
7.8
Reviews Sentiment
7.6
Number of Reviews
4
Ranking in other categories
Container Security (36th), Cloud-Native Application Protection Platforms (CNAPP) (21st)
 

Mindshare comparison

As of July 2026, in the AI Observability category, the mindshare of Ataccama ONE Platform is 0.4%. The mindshare of Calico Cloud is 0.5%, up from 0.1% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Observability Mindshare Distribution
ProductMindshare (%)
Ataccama ONE Platform0.4%
Calico Cloud0.5%
Other99.1%
AI Observability
 

Featured Reviews

Akhil Danturti - PeerSpot reviewer
Data Governance Analyst at Entain India
Streamlines reusable data quality rules and has highlighted the need for richer logic and documentation
I worked in Ataccama ONE Platform from version 5 and now we have version 15, which has improved a lot. However, there is still considerable scope for improvement because Ataccama ONE Platform was not that great around 2020 when I started working with it. There can still be more features including writing any logic, improving more keywords for logic building, and enhancing address validation, based on my understanding. User experience is actually good; I do not have any complaints or feedback on that. However, the documentation part can be improved because documentation is key for any organization or tool. If anything is needed for understanding, you have to rely on documentation. Ataccama's documentation has potential for improvement.
Olakunle Obasoro - PeerSpot reviewer
DevOps Engineer at Exponential Craft
Security posture has become visible and container risks are managed proactively
Regarding improvements for Calico Cloud, there is a need to build agentic security systems. I believe Calico Cloud is progressing towards this, and I believe they can enhance their teaching methods to facilitate adoption. Documentation needs continuous improvement. It is good and easy to read, but it can get better. Having a searchable summary feature, such as a chatbot, could help users quickly resolve issues without having to read extensive documentation. At the moment, I do not believe there are more improvements needed, but as mentioned earlier, there should be a focus on better documentation, possibly by embedding chatbot features that could respond to user prompts effectively.
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Top Industries

By visitors reading reviews
Financial Services Firm
12%
Manufacturing Company
11%
Energy/Utilities Company
7%
Computer Software Company
6%
No data available
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business4
Large Enterprise11
No data available
 

Questions from the Community

What needs improvement with Ataccama ONE Platform?
I worked in Ataccama ONE Platform from version 5 and now we have version 15, which has improved a lot. However, there is still considerable scope for improvement because Ataccama ONE Platform was n...
What is your primary use case for Ataccama ONE Platform?
My main use case for Ataccama ONE Platform is to develop data quality rules, apply them in the monitoring project, and then triage the issues with the data quality rules. For example, we had a proj...
What advice do you have for others considering Ataccama ONE Platform?
Ataccama ONE Platform was on-premise before but has moved to a hybrid cloud now. Ataccama ONE Platform integrates with other tools or systems in my organization. Ataccama ONE Platform connects with...
What is your experience regarding pricing and costs for Calico Cloud?
My experience with pricing, setup cost, and licensing for Calico Cloud was determined by management who evaluated the costs related to potential breaches. They decided that the cost of implementing...
What needs improvement with Calico Cloud?
Regarding improvements for Calico Cloud, there is a need to build agentic security systems. I believe Calico Cloud is progressing towards this, and I believe they can enhance their teaching methods...
What is your primary use case for Calico Cloud?
I have been using Calico Cloud between 2022 to 2024. I worked on a project focused on security and vulnerability scanning within our containers. Calico Cloud was implemented because the company wan...
 

Also Known As

Ataccama DQ Analyzer
No data available
 

Overview

 

Sample Customers

Société Générale, First Data, Raiffeisenbank International, T-Mobile, Avast, RSA, Toronto Public Library
Information Not Available
Find out what your peers are saying about Ataccama ONE Platform vs. Calico Cloud and other solutions. Updated: June 2026.
902,894 professionals have used our research since 2012.