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Ataccama ONE Platform vs Datadog 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
6.4
Datadog increases efficiency with improved monitoring and incident response, reducing downtime and costs despite difficulty in quantifying exact financial benefits.
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
Previously we had thirteen contractors doing the monitoring for us, which is now reduced to only five.
IT Manager at Liberty Mutual Insurance
Datadog has delivered more than its value through reduced downtime, faster recovery, and infrastructure optimization.
Sr. Cloud Infrastructure Engineer at a tech vendor with 51-200 employees
I believe features that would provide a lot of time savings, just enabling you to really narrow down and filter the type of frustration or user interaction that you're looking for.
QA Engineer at Townsquare Interactive
 

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
6.7
Datadog's support is generally responsive and effective, though occasionally slow, with valuable customer service and knowledgeable 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
When I have additional questions, the ticket is updated with actual recommendations or suggestions pointing me in the correct direction.
Applications Web Services Technical Engineer at Ace Hardware
Overall, the entire Datadog comprehensive experience of support, onboarding, getting everything in there, and having a good line of feedback has been exceptional.
Systems Administrator at Townsquare Interactive
I've had a couple instances where I reached out to Datadog's support team, and they have been really super helpful and very kind, even reaching back out after resolving my issues to check if everything's going well.
Security Engineer at Invitation Homes
 

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
7.6
Datadog efficiently scales and integrates with cloud infrastructures, though some users face challenges with cost management.
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
Datadog's scalability has been great as it has been able to grow with our needs.
IT Manager at Liberty Mutual Insurance
We did, as a trial, engage the AWS integration, and immediately it found all of our AWS resources and presented them to us.
Systems Administrator at Townsquare Interactive
Datadog's scalability is strong; we've continued to significantly grow our software, and there are processes in place to ensure that as new servers, realms, and environments are introduced, we're able to include them all in Datadog without noticing any performance issues.
Senior Custom Software Development Consultant at a tech vendor with 501-1,000 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
8.0
Datadog is praised for its reliability, minimal downtime, improved stability, and light resource usage, with quick resolution of issues.
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
Datadog is very stable, as there hasn't been any downtime or issues since I've been here, and it's always on time.
Security Engineer at Invitation Homes
Datadog seems stable in my experience without any downtime or reliability issues.
Full Stack Developer at Townsquare Interactive
Datadog seems to be more stable, and I really want to have a complete demo before making a call to decide on this.
Enterprise solution architect at a manufacturing company with 10,001+ employees
 

Room For Improvement

Ataccama ONE Platform faces performance, integration, documentation, and usability challenges needing improvements for better data handling and governance.
Customers seek improved performance, simplified interface, predictable pricing, enhanced integration, and intuitive features in Datadog for better usability.
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
It would be great to see stronger AI-driven anomaly detection and predictive analytics to help identify potential issues before they impact performance.
Operations Manager at a financial services firm with 1,001-5,000 employees
We want to be able to customize the cost part, and we would appreciate more granular access control.
Service Manager at PwC
The documentation is adequate, but team members coming into a project could benefit from more guided, interactive tutorials, ideally leveraging real-world data.
Senior Software Engineer at Los Angeles Times Communications, LLC
 

Setup Cost

Ataccama ONE Platform pricing is reasonable, with additional fees for features, impacting organizations with specific data security needs.
Datadog's pricing is flexible, influenced by organization size and usage, but monitoring is essential to manage potential extra costs.
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
The setup cost for Datadog is more than $100.
Senior Performance and Architecture Analyst at a manufacturing company with 10,001+ employees
Everybody wants the agent installed, but we only have so many dollars to spread across, so it's been difficult for me to prioritize who will benefit from Datadog at this time.
Applications Web Services Technical Engineer at Ace Hardware
My experience with pricing, setup cost, and licensing is that it is really expensive.
Senior Site Reliability Engineer at a wholesaler/distributor with 5,001-10,000 employees
 

Valuable Features

Ataccama ONE Platform excels in user-friendly data management, offering automation, scalability, and AI features for enhanced governance.
Datadog delivers real-time monitoring and insights with intuitive UI, enhancing performance optimization, scalability, and cross-team collaboration.
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
Our architecture is written in several languages, and one area where Datadog particularly shines is in providing first-class support for a multitude of programming languages.
Senior Software Engineer at Los Angeles Times Communications, LLC
Having all that associated analytics helps me in troubleshooting by not having to bounce around to other tools, which saves me a lot of time.
Senior Site Reliability Engineer at a wholesaler/distributor with 5,001-10,000 employees
Datadog was able to find the alerts and trigger to notify our team in a very prompt manner before it got worse, allowing us to promptly adjust and remediate the situation in time.
Security Engineer at Invitation Homes
 

Categories and Ranking

Ataccama ONE Platform
Ranking in AI Observability
39th
Average Rating
7.8
Reviews Sentiment
6.7
Number of Reviews
15
Ranking in other categories
Data Quality (4th), Data Scrubbing Software (4th), Master Data Management (MDM) Software (5th), Data Governance (10th)
Datadog
Ranking in AI Observability
1st
Average Rating
8.6
Reviews Sentiment
6.9
Number of Reviews
211
Ranking in other categories
Application Performance Monitoring (APM) and Observability (1st), Network Monitoring Software (3rd), IT Infrastructure Monitoring (2nd), Log Management (3rd), Container Monitoring (2nd), Cloud Monitoring Software (2nd), AIOps (1st), Cloud Security Posture Management (CSPM) (5th)
 

Mindshare comparison

As of January 2026, in the AI Observability category, the mindshare of Ataccama ONE Platform is 0.1%. The mindshare of Datadog is 12.5%, down from 36.5% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Observability Market Share Distribution
ProductMarket Share (%)
Datadog12.5%
Ataccama ONE Platform0.1%
Other87.4%
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.
Dhroov Patel - PeerSpot reviewer
Site Reliability Engineer at Grainger
Has improved incident response with better root cause visibility and supports flexible on-call scheduling
Datadog needs to introduce more hard limits to cost. If we see a huge log spike, administrators should have more control over what happens to save costs. If a service starts logging extensively, I want the ability to automatically direct that log into the cheapest log bucket. This should be the case with many offerings. If we're seeing too much APM, we need to be aware of it and able to stop it rather than having administrators reach out to specific teams. Datadog has become significantly slower over the last year. They could improve performance at the risk of slowing down feature work. More resources need to go into Fleet Automation because we face many problems with things such as the Ansible role to install Datadog in non-containerized hosts. We mainly want to see performance improvements, less time spent looking at costs, the ability to trust that costs will stay reasonable, and an easier way to manage our agents. It is such a powerful tool with much potential on the horizon, but cost control, performance, and agent management need improvement. The main issues are with the administrative side rather than the actual application.
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Top Industries

By visitors reading reviews
Manufacturing Company
11%
Financial Services Firm
11%
Computer Software Company
8%
Energy/Utilities Company
7%
Financial Services Firm
14%
Computer Software Company
12%
Manufacturing Company
8%
Healthcare Company
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business4
Large Enterprise11
By reviewers
Company SizeCount
Small Business80
Midsize Enterprise46
Large Enterprise99
 

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...
Any advice about APM solutions?
There are many factors and we know little about your requirements (size of org, technology stack, management systems, the scope of implementation). Our goal was to consolidate APM and infra monitor...
Datadog vs ELK: which one is good in terms of performance, cost and efficiency?
With Datadog, we have near-live visibility across our entire platform. We have seen APM metrics impacted several times lately using the dashboards we have created with Datadog; they are very good c...
Which would you choose - Datadog or Dynatrace?
Our organization ran comparison tests to determine whether the Datadog or Dynatrace network monitoring software was the better fit for us. We decided to go with Dynatrace. Dynatrace offers network ...
 

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
Adobe, Samsung, facebook, HP Cloud Services, Electronic Arts, salesforce, Stanford University, CiTRIX, Chef, zendesk, Hearst Magazines, Spotify, mercardo libre, Slashdot, Ziff Davis, PBS, MLS, The Motley Fool, Politico, Barneby's
Find out what your peers are saying about Ataccama ONE Platform vs. Datadog and other solutions. Updated: December 2025.
881,114 professionals have used our research since 2012.