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Ataccama ONE Platform vs Honeycomb Enterprise 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

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)
Honeycomb Enterprise
Ranking in AI Observability
75th
Average Rating
8.0
Reviews Sentiment
5.4
Number of Reviews
3
Ranking in other categories
Application Performance Monitoring (APM) and Observability (27th), AI Code Assistants (11th)
 

Mindshare comparison

As of January 2026, in the AI Observability category, the mindshare of Ataccama ONE Platform is 0.1%. The mindshare of Honeycomb Enterprise is 1.5%, down from 4.1% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Observability Market Share Distribution
ProductMarket Share (%)
Ataccama ONE Platform0.1%
Honeycomb Enterprise1.5%
Other98.4%
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.
meetharoon - PeerSpot reviewer
CEO at a computer software company with 10,001+ employees
Its pattern-matching and code transformation capabilities can be adapted for mass identification and remediation of vulnerable libraries
I asked very specific questions to Mr. Pell about consideration of code security scenarios in pattern design and rules, specifically that tuned with OWASP Top 10. I believe addition of code security focus can be a value-add, though the way Grit architecture is designed and how it works, it is and may not become an alternative choice of code security solutions. Rather, it must be treated as a powerful supplementary tool that augments the existing code security solutions (such as Snyk or Checkmarx) in a DevSecOps or Secure DevOps environment. Anyone interested in learning more on this front or have queries, can get in touch with me for a consulting.

Quotes from Members

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

Pros

"The notable aspect lies in the workflow structure, where building the workflow aligns significantly with data governance."
"The ease of use of the user console is valuable."
"Ataccama ONE Platform goes to some large corporations, we are using it for very big data, there is a lot of data being processed by Ataccama in our organization, and it is very good in scalability."
"Customer service was excellent, and I would give it a ten out of ten."
"The desktop version of the solution was particularly valuable to me, primarily for creating components. We opted for the data quality aspect to assess the quality of our data warehouse. The functionalities available allowed us to not only check data quality but also serve as an ETL tool. This versatility enabled data transformation and storage in various formats, including files on platforms like SharePoint or local online directories. The flexibility of the tool catered to the specific needs of those building components, contributing to our desired outcomes."
"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, and now we complete those tasks in less than two or three days due to the automation and one-time task capability."
"The data profile itself is excellent. You can understand the quality of the data in layman's terms."
"Ataccama ONE Platform has positively impacted my organization by being much cheaper compared to other DQ tools and providing very good support."
"The solution's initial setup process was straightforward since we were getting enough support from Honeycomb.io's team."
"The approach offers significant benefits in terms of efficiency, consistency, and proactive security management, particularly valuable for organizations with large, distributed development teams."
"The solution's most valuable features are the queries for the OpenTelemetry events and all the tracing."
 

Cons

"I would not say Ataccama ONE Platform is one hundred percent stable. I would rate it at seventy percent stable."
"Data movement is a pain."
"When hybrid deployment is done, it doesn't have an option to load any kind of file directly into Ataccama ONE Platform."
"I think the algorithms used in Ataccama ONE Platform need to be defined more and more to figure out things much more perfectly than they are now."
"Although DQA can fetch data from most of the commonly used data sources, it has limited modifiers to get data, meaning that the number of technologies from which the data can be acquired is limited. For example, DQA does not support fetching data from Twitter or Facebook. Many competitors have this feature."
"It was a little tough for my team to learn and start using Ataccama ONE Platform because the documentation at that time was not good."
"I believe it would be beneficial if it could enhance its flexibility to connect with a wider range of downstream systems beyond just Excel and Postgres."
"I have heard that the licensing and setup costs are quite high, especially if we try to connect for a support call."
"We can make alerts based on static numbers, which may block us from building alerts that could be generic enough or could be serviced."
"The way Grit architecture is designed and how it works, it is and may not become an alternative choice of code security solutions."
"The process of log scraping gets delayed on Honeycomb.io. At times, it gives false alerts to the application team."
 

Pricing and Cost Advice

"Our licensing model wasn't user-specific; instead, we paid fees for the engine and maintenance. As we didn't have a support contract, maintenance fees were likely nonexistent. Regarding the upgrade, we had an account for the initial two or three years, and considering the features provided by the solution, the pricing was reasonable."
"The product is reasonably priced."
"There is no need to buy a license. You can just download it and use it for free."
"Despite not being extremely low-cost, the pricing appears reasonable, making it a profitable and viable choice for companies that prioritize data security and adhere to specific policies."
Information not available
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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%
Computer Software Company
17%
Financial Services Firm
12%
Manufacturing Company
9%
Comms Service Provider
8%
 

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 needs improvement with Honeycomb.io?
I asked very specific questions to Mr. Pell about consideration of code security scenarios in pattern design and rules, specifically that tuned with OWASP Top 10. I believe addition of code securit...
What is your primary use case for Honeycomb.io?
Although Grit is a tool code code migration and management of technical debt for large chunks of work, we reviewed Grit from the use case of assisting in faster remediation of vulnerable libraries....
What advice do you have for others considering Honeycomb.io?
We set up Honeycomb.io on all the services so that we can have all the set traces of the communication between all the services inside the company. This helps us understand where it could be failin...
 

Also Known As

Ataccama DQ Analyzer
Grit
 

Overview

 

Sample Customers

Société Générale, First Data, Raiffeisenbank International, T-Mobile, Avast, RSA, Toronto Public Library
Clover Health, Eaze, Intercom, Fender
Find out what your peers are saying about Ataccama ONE Platform vs. Honeycomb Enterprise and other solutions. Updated: December 2025.
881,114 professionals have used our research since 2012.