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Query.ai vs Varonis Platform 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

Query.ai
Ranking in AI Security
27th
Average Rating
8.0
Reviews Sentiment
4.3
Number of Reviews
3
Ranking in other categories
Security Analytics (5th), AI Data Analysis (30th)
Varonis Platform
Ranking in AI Security
8th
Average Rating
8.4
Reviews Sentiment
6.3
Number of Reviews
20
Ranking in other categories
Email Security (16th), Data Loss Prevention (DLP) (9th), User Entity Behavior Analytics (UEBA) (6th), Data Governance (5th), SaaS Security Posture Management (SSPM) (1st), Data Security Posture Management (DSPM) (3rd), Compliance Management (8th), Ransomware Protection (7th), Identity Threat Detection and Response (ITDR) (6th), Insider Risk Management (1st)
 

Mindshare comparison

As of August 2026, in the AI Security category, the mindshare of Query.ai is 0.4%. The mindshare of Varonis Platform is 1.3%, down from 10.2% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Security Mindshare Distribution
ProductMindshare (%)
Varonis Platform1.3%
Query.ai0.4%
Other98.3%
AI Security
 

Featured Reviews

reviewer2834415 - PeerSpot reviewer
DevSecOps engineer at a financial services firm with 10,001+ employees
Query automation has reduced investigation time and frees our team to focus on complex DevOps tasks
The best features Query.ai offers make anything with queries much easier, and it ensures that it is very optimistically correct with whatever it is doing. It also delivers access throughout real-time and historical data, making it really quick and fast to act upon. The real-time and historical data access from Query.ai helps me in my work by allowing me to go through queries quicker, so even if there are errors anywhere, detection happens pretty fast. Because it is on automation and the investigation is done really quickly, it saves a lot of my time. Query.ai has positively impacted my organization by being very appreciative for what it has done and how there is lesser work task on ourselves, and we could be focusing on more things because as DevOps, we have a lot of work. The reduction in workload due to Query.ai has made things easier, especially every time we need to investigate why an SQL query is not loading or if it is duplicating. It is especially effective during access management to either provision or de-provision access for users.
TarunKumar11 - PeerSpot reviewer
Global Leadership Council at a tech company with 10,001+ employees
Data governance has strengthened and automation now reduces risk and manual compliance work
Varonis Platform offers key features including data discovery, data classification, data analysis, governance, user and entity behavior analysis, also known as UEBA, which helps in ransomware detection, insider threat detection, and compliance reporting. It does a lot of automation from a remediation standpoint, as well as investigation and forensics. The number one feature that makes the biggest difference for my clients is visibility into unstructured data; that is the most difficult for organizations to achieve. They do not have a good understanding of where sensitive data resides, who has access to this data, whether this access is appropriate, and how data is being used. Varonis Platform provides visibility, governance, threat detection, and automated remediation around data. Varonis Platform is a great data discovery platform that provides visibility into sensitive data estimates and how it is being used. Clients have been able to reduce excessive permissions, strengthen their compliance posture, detect insider threats, and ransomware activity, which would otherwise be difficult and manual. Varonis Platform is deployed in my clients' organizations in a combination of all types. Many clients use Varonis Platform in a largely SaaS-based model since it is a data security platform consumed in this way, and many organizations still operate hybrid environments. As far as Varonis Platform is in a position to get the data source and identify systems, it can discover and classify more secure data. Deployment in most of our clients is cloud-based, connecting to Microsoft 365, AWS, or other SaaS applications such as Salesforce. In other environments, it is a hybrid deployment with SaaS and on-premises, including file servers, NAS devices, and AD servers.

Quotes from Members

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

Pros

"Query.ai has positively impacted my organization by being very appreciative for what it has done and how there is lesser work task on ourselves, and we could be focusing on more things because as DevOps, we have a lot of work."
"Time saving and accuracy are the main benefits; in my data mart and data lakes project, Query.ai has been very useful, with all transformations automated, which had a huge impact on our entire project."
"Query.ai helps reduce costs and improve security in my organization, though I do not have the actual numbers, but the impact was significant."
"Varonis Platform has positively impacted my organization by providing clarity regarding data and permissions, improving visibility, security, and compliance."
"The example I used with the hospital gives a very clear picture of the ROI."
"This solution informs us about who's moving data, whether accidentally or on purpose."
"In my experience, the best features that Varonis Platform offers are data labeling, data classification, along with all the integrations and its easy-to-use platform."
"The analytics would have to be our most valuable feature."
"The telemetry to capture everything and the reports are very easy to configure without having a developer degree."
"The 24/7 support is the most valuable feature, and they have been able to answer support questions pretty quickly."
"Overall, if you want to check your data from an initial point of view, Varonis Platform is the best use case you can consider."
 

Cons

"Query.ai performs well, but there are other software options that do auditing a little better."
"Probably Query.ai could be a little more optimized, but it is good."
"I felt the pricing is somewhat higher."
"The troubleshooting capabilities could be improved. It has so many interconnected components."
"The solution's areas of improvement are the interface and the dependency on on-premises deployment for some components."
"I'd like to see automatic updates for this solution. Currently, it's a manual process to update all the keywords."
"One area for improvement is the calculation engine. When applying rules in Varonis, especially for large datasets (terabytes of data), the calculations can be slow and require time to process. Speeding up this process would be beneficial."
"The GUI should be more functional. There should be a process for connecting through Chrome, Internet Explorer, etc."
"We have Microsoft Office 365. I just saw an article today which says that they're actually getting integrated with Microsoft Office 365, which would be a useful feature. For user-based reports, log on activity, and stuff like that, it doesn't seem to really be present like Log360. That could just be my inexperience with it. I've been dealing with it for only about two and a half months."
"The product is very complicated."
"While Varonis Platform is powerful, the initial data scanning and indexing can take significant time in large environments."
 

Pricing and Cost Advice

Information not available
"Licensing is on an annual basis. Maintenance and renewal fees are separate. Varonis Datalert is quite expensive."
"It's expensive, kind of, really expensive."
"The platform is expensive. I rate the pricing a nine out of ten."
"The pricing is good. It neither expensive nor cheap. It is average."
"You could do a subscription, where you pay yearly, or you could purchase it outright. The licensing cost is based on the number of users on the system that you are monitoring."
"I would rate the pricing an eight out of ten, with ten being the most expensive."
"Varonis Platform wasn't certainly the cheapest solution."
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Top Industries

By visitors reading reviews
No data available
Financial Services Firm
15%
Manufacturing Company
11%
Healthcare Company
7%
Insurance Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business3
Midsize Enterprise2
Large Enterprise15
 

Questions from the Community

What is your experience regarding pricing and costs for Query.ai?
My experience with pricing, setup cost, and licensing was good. I felt the pricing is somewhat higher.
What needs improvement with Query.ai?
Probably Query.ai could be a little more optimized, but it is good.
What is your primary use case for Query.ai?
Initially, I started by checking out what Query.ai is about, and from there, my main use case has been for data queries and how to edit a query. The main use case for Query.ai that I wish it could ...
What needs improvement with Varonis Platform?
Varonis Platform could be improved because when I used it, we had a significant issue related to the large volume of data on that file share. Although Varonis Platform helped us gain more visibilit...
What is your primary use case for Varonis Platform?
My main use case for Varonis Platform is to monitor access to sensitive data across file shares, Microsoft 365, and SharePoint. The main objective is to identify overexposed data, reduce access ris...
What advice do you have for others considering Varonis Platform?
Varonis Platform receives a rating of seven out of ten. I chose seven out of ten because the user experience was easy, we could apply it and gain more visibility, but the performance of the solutio...
 

Comparisons

No data available
 

Also Known As

No data available
SlashNext Complete
 

Overview

 

Sample Customers

Information Not Available
Nottingham Building Society
Find out what your peers are saying about Query.ai vs. Varonis Platform and other solutions. Updated: June 2026.
909,725 professionals have used our research since 2012.