AWS GuardDuty vs SUSE NeuVector comparison

Amazon Web Services (AWS) and SUSE are both solutions in the Cloud Workload Protection Platforms (CWPP) category. Amazon Web Services (AWS) is ranked #2 with an average rating of 8.9, while SUSE is ranked #20 with an average rating of 8.5. Amazon Web Services (AWS) holds a 14.5% mindshare in CWPP, compared to SUSE’s 1.0% mindshare. Additionally, 92% of Amazon Web Services (AWS) users are willing to recommend the solution, compared to 87% of SUSE users who would recommend it.

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Executive SummaryUpdated on Nov 2, 2025

AWS GuardDuty and SUSE NeuVector both provide security solutions, competing in the cloud and container security space. AWS GuardDuty seems to have the upper hand due to its seamless integration with AWS services, making it an appealing choice for AWS users.

Features: AWS GuardDuty leverages log collection and threat detection to analyze multiple sources such as VPC Flow Logs and AWS CloudTrail, while integrating natively with AWS. SUSE NeuVector provides runtime security and comprehensive image scanning for container security, appealing to users with its robust protection.

Room for Improvement: AWS GuardDuty requires enhanced analytics and reporting capabilities along with better cost transparency and threat intelligence enrichment. SUSE NeuVector could improve its monitoring and reporting features, as well as offering better integration within DevSecOps pipelines and increased cloud visibility.

Ease of Deployment and Customer Service: AWS GuardDuty simplifies deployment within AWS ecosystems and is supported by Amazon's commendable customer service. SUSE NeuVector supports both on-premises and cloud environments but requires better documentation and easier setup.

Pricing and ROI: AWS GuardDuty's pay-as-you-go model scales with usage, offering cost-effectiveness for small organizations but becoming pricier at a larger scale. SUSE NeuVector, being open-source, mainly incurs costs for support services, offering a more budget-friendly container security option.

To learn more, read our detailed AWS GuardDuty vs. SUSE NeuVector Report (Updated: December 2025).

Buyer's Guide

AWS GuardDuty vs. SUSE NeuVector

December 2025

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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

SentinelOne Singularity Clo...

Mindshare comparison

As of February 2026, in the Cloud Workload Protection Platforms (CWPP) category, the mindshare of SentinelOne Singularity Cloud Security is 4.2%, up from 2.4% compared to the previous year. The mindshare of AWS GuardDuty is 14.5%, up from 12.4% compared to the previous year. The mindshare of SUSE NeuVector is 1.0%, down from 1.5% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Cloud Workload Protection Platforms (CWPP) Market Share Distribution
Product	Market Share (%)
AWS GuardDuty	14.5%
SentinelOne Singularity Cloud Security	4.2%
SUSE NeuVector	1.0%
Other	80.3%

Cloud Workload Protection Platforms (CWPP)

Featured Reviews

Satyavijay Chavan

Information Security Engineer at DataVigilant Infotech

Enables us to prioritize and effectively address critical security issues

Evidence-based reporting helps us to prioritize and solve critical security issues. The new visualization feature demonstrates how an attacker can enter the system, highlighting the potential path that can be exploited and outlining all the steps the attacker could take. With that visibility, we can ensure the perimeter is strong and attackers cannot enter, thus reducing the risk. It has helped us prioritize issues. The visibility into how an attack could happen is valuable. For example, it highlights the system vulnerability and outlines where an attack could propagate. The visualization helps me to prioritize remediation, and if I don't know where to start, I can check to see the score that enables me to prioritize issues. I am using infrastructure-as-code scanning, and it's one of the useful features. In pre-production, it identifies embedded secrets and misconfigurations, including issues with Kubernetes or some privileged containers. This feature allows us to pass the audit and secure IaC code so that it isn't easily exploitable by attackers. We can more proactively work to identify and resolve vulnerabilities by using the dashboard and the alerting system that SentinelOne provides. It helps us with audits and compliance. We can show the compliance in percentage. We can confidently say that our company or infrastructure is very secure. It has improved our security posture by 30% to 35%. It has reduced our false positives by 30%. It has helped teams collaborate better. The security team manages SentinelOne Singularity Cloud Security, and when it flags vulnerabilities, they are forwarded to DevOps for remediation. Previously, we needed to identify and report the issues, but there would be lapses in communication. Now, there is a centralized dashboard that anyone can look at and see the open issues and work on them.

Read full review

ShantanuKhare

Senior IT Auditor at Ernst & Young

Has provided automated threat detection and daily malicious activity insights while supporting seamless orchestration with existing dashboards

I would assess the integration of AWS GuardDuty with Threat Intelligence as majorly positive; no threat intelligence is 100% accurate, and there are a few false positives, but as a security engineer, this must be accepted, and overall, the response and service is good for us. We do not directly use AWS GuardDuty dashboard by itself, as we have our own integrated security dashboard; AWS GuardDuty gives the feed to that dashboard, and it's giving us a satisfactory view of how the security landscape looks. We use metrics such as zero-day threats, any malicious traffic, and any traffic which originates from OFAC countries to measure its effectiveness, as we are majorly into a financial institution, as any traffic that is from a malicious IP or a rogue device. I don't see any significant negative points regarding AWS GuardDuty; it's a good product to have if you're a cloud consumer. I rate AWS GuardDuty nine out of ten overall.

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Danie Joubert

Managing Director at ProQuanta

Good value for money; great for policy management

Our model of deployment for this solution is on-premises. For people looking into this solution and trying to use it for the first time, I'd say make your life easier by using the SUSE product as well on top of your community scale stack. That makes your integration points a lot easier and smoother. I would also say during your initial setup, make sure that your clusters are already in terms of the capabilities with the version required. I would rate this solution an eight, on a scale from one to 10, with one being the worst and 10 being the best. The reason for this rating is that what they offer is solid, but they could expand their service and add more features just to make more things integrated into an enterprise itself.

Read full review

Quotes from Members

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

Pros

"I like CSPM the most. It captures a lot of alerts within a short period of time. When an alert gets triggered on the cloud, it throws an alert within half an hour, which is very reasonable. It is a plus point for us."

"There's real-time threat detection. It can show threats and find issues based on their severity and helps us with real-time monitoring."

"Cloud Native Security's best feature is its ability to identify hard-coded secrets during pull request reviews."

"Overall, I would rate SentinelOne Singularity Cloud Security a ten out of ten."

"The most valuable aspects of SentinelOne Singularity Cloud Security are its alerting system and the remediation guidance it provides."

"The most valuable feature of SentinelOne Singularity Cloud Security is its integration with most of our technology stack, specifically all of our cloud platforms and ticketing software."

"With SentinelOne Singularity Cloud Security, it's easy to onboard new accounts."

"We're monitoring several cloud accounts with Singularity. It is convenient to identify issues or security failures in any account. It's nice to have all the details we need to solve these issues."

More SentinelOne Singularity Cloud Security pros

"The way it monitors accounts is definitely a very important feature."

"It helps us detect brute-force attacks based on machine learning."

"It kinda just gives us another layer of security. So it does provide some sort of comfort that we do have something that is monitoring for abnormal behavior."

"GuardDuty's comprehensive threat detection does not only monitor data - it also detects a wide range of security threats."

"The solution provides AWS GuardDuty S3 protection, EKS runtime protection, and malware protection."

"We use the tool for threat detection. AWS includes AI features as well. AWS GuardDuty gives us reports."

"We generally use AWS GuardDuty for detection of zero-day vulnerabilities and automatic threat responses; it serves as a SOAR, an orchestrated and automated response solution for us in the AWS platform."

"Since our environment is cloud based and accessible from the internet, we like the ability to check where the user has logged in from and what kind of API calls that user is doing."

More AWS GuardDuty pros

"When it comes to the price, we got a really good deal from the vendor instantly."

"The tool's deployment is simple. Also, I am impressed with its risk capabilities."

"The solution includes many features, not only for container and client security but also for scanning nodes, networks, and vulnerabilities."

"The initial setup is quite good, it's straightforward."

"The solution includes many features, not only for container and client security but also for scanning nodes, networks, and vulnerabilities."

"The most valuable feature of SUSE NeuVector is the performance, deployment, and cost."

"The features of image scanning and anti-malware are really valuable."

"The most valuable feature of SUSE NeuVector is its run-time security."

More SUSE NeuVector pros

Cons

"For SentinelOne, improvements could be made in managing Internet dependency as cloud-based operations can pose challenges in environments with limited connectivity."

"The dashboard can be more detailed."

"The SentinelOne customer support needs improvement, as they are sometimes late in responding, which is critical in a production issue."

"There is scope for more application security posture management features. Additionally, the runtime protection needs attention."

"In terms of ease of use, initially, it is a bit confusing to navigate around, but once you get used to it, it becomes easier."

"We are experiencing problems with Cloud Native Security reporting."

"I would like to see the map feature improve. It's good, but it isn't fully developed. It lets us use custom resources and policies but does not allow us to perform some actions. I would also like more custom integration and runtime security for Kubernetes."

"SentinelOne Singularity Cloud Security can be improved by developing a comprehensive set of features that allow for automated workflows."

More SentinelOne Singularity Cloud Security cons

"We currently find Lacework to be much better at detecting vulnerabilities than AWS GuardDuty. The engines of AWS GuardDuty have to be improved."

"GuardDuty is limited to AWS environments."

"Cost changes. It's very expensive. If you turn on every feature, it's more than most commercial vendors. For smaller orgs, that doesn't make sense."

"I think that some detections in container environments such as container runtime, and on services such as AWS container service, Fargate service or EKS service could be improved."

"The solution has to be integrated with new services that AWS adds like QuickSight, Managed Airflow, AppFlow and MWAA."

"GuardDuty is limited to AWS environments."

"It is evolving, and at the moment, I will just need it on a larger scale. Then, it will satisfy my demand, initially."

"Improvement-wise, Amazon GuardDuty should have an overall dashboard analytics function so we could see what's in the current environment, and then in addition to that, provide best practices and recommendations, particularly to provide some type of observability, and then figure out the login side of it, based on our current environment, in terms of what we're not monitoring and what we should monitor. The solution should also give us a sample code configuration to implement that added feature or feature request. What I'd like to see in the next release of Amazon GuardDuty are more security analytics, reporting, and monitoring. They should provide recommendations and additional options that answer questions such as "Hey, what can we see in our environment?", "What should we implement within the environment?", What's recommended?" We know that cost will always be associated with that, but Amazon GuardDuty should show us the increased costs or decreased costs if we implement it or don't implement it, and that would be a good feature request, particularly with all products within AWS, just for cloud products in general because there are times features are implemented, but once they're deployed, they don't tell you about costs that would be generated along with those features. After features are deployed, there should a summary of the costs that would be generated, and projected based on current usage, so they would give us the option to figure out how long we're going to use those features and the option to keep those on or turn those off. If more services were like that, a lot more people would use those on the cloud."

More AWS GuardDuty cons

"SUSE NeuVector could improve by increasing its visibility into other elements of the DevSecOps pipeline. Additionally, scanning around infrastructure would be helpful."

"The tool should offer seamless integration of other security tools while in a hybrid environment."

"However, I found that the support in Egypt was not very qualified, and there was a need to upgrade to a higher support layer to solve my issues."

"We are also working with IaaS VMS, but NeuVector doesn't support virtual machines."

"Using a node port instead of a cluster IP is less ideal when implementing federation features between two clusters and could be improved."

"SUSE NeuVector should provide more security protection rules and better container image scanning."

"The image-scanning features need improvement."

"I would say that this solution should improve monitoring and reporting. I would also like to see more integrations so that we could essentially make it a part of a developing pipeline."

More SUSE NeuVector cons

Pricing and Cost Advice

"As a partner, we receive a discount on the licenses."

"It's a fair price for what you get. We are happy with the price as it stands."

"While I'm slightly out of touch with pricing, I know SentinelOne is much cheaper than other products."

"It is a little expensive. I would rate it a four out of ten for pricing."

"Pricing is based on modules, which was ideal for us."

"It is not that expensive. There are some tools that are double the cost of PingSafe. It is good on the pricing side."

"I wasn't sure what to expect from the pricing, but I was pleasantly surprised to find that it was a little less than I thought."

"It was reasonable pricing for me."

More SentinelOne Singularity Cloud Security pricing and cost advice

"I have heard that the solution's price is quite high."

"The tool has no subscription charges."

"The platform is inexpensive."

"The price of the solution is exactly right."

"I don't have all the details in terms of licensing for Amazon GuardDuty, but my organization does have a license set up for it."

"Pricing is determined by the number of events sent."

"We use a pay-as-you-use license, which is competitively priced in the market."

"The pricing model is pay as you go and is based on the number of events per month."

More AWS GuardDuty pricing and cost advice

"The solution's pricing could be better. The cost of a subscription is calculated on the basis of work."

"SUSE NeuVector is an open-source solution."

"The price of SUSE NeuVector is low. There is an additional cost for support."

"Licensing fees are paid yearly."

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Top Industries

By visitors reading reviews

Financial Services Firm

14%

Computer Software Company

12%

Manufacturing Company

10%

Government

Financial Services Firm

15%

Computer Software Company

11%

Manufacturing Company

Government

Financial Services Firm

16%

Computer Software Company

14%

Manufacturing Company

10%

Government

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	48
Midsize Enterprise	21
Large Enterprise	54

By reviewers
Company Size	Count
Small Business	8
Midsize Enterprise	3
Large Enterprise	15

By reviewers
Company Size	Count
Small Business	5
Midsize Enterprise	1
Large Enterprise	2

Questions from the Community

What do you like most about PingSafe?

The dashboard gives me an overview of all the things happening in the product, making it one of the tool's best featu...

See all answers

What is your experience regarding pricing and costs for PingSafe?

Regarding the pricing for SentinelOne Singularity Cloud Security, I do not think it is something I can compare.

See all answers

What needs improvement with PingSafe?

Regarding the downsides of cloud security, I do not have much negative to discuss about cloud security, because it is...

See all answers

What do you like most about Amazon GuardDuty?

With anomaly detection, active threat monitoring, and set correlation, GuardDuty alerts me to any unusual user behavi...

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What is your experience regarding pricing and costs for Amazon GuardDuty?

AWS GuardDuty is an expensive feature, and while you can't expect the price to be low, it can be lower because it's p...

See all answers

What needs improvement with Amazon GuardDuty?

AWS GuardDuty is a good product; it's doing its job right now, and I don't see any additional improvements needed. Co...

See all answers

What needs improvement with NeuVector?

One area for improvement is NeuVector's ability to import CVEs from different sources. Additionally, using a node por...

See all answers

What is your primary use case for NeuVector?

In my company, I am looking to deploy a container security runtime solution.

See all answers

What advice do you have for others considering NeuVector?

I'd rate the solution eight out of ten.

See all answers

Comparisons

Wiz vs SentinelOne Singularity Cloud Security

Compared 10% of the time

Prisma Cloud by Palo Alto Networks vs SentinelOne Singularity Cloud Security

Compared 10% of the time

Microsoft Defender for Cloud vs SentinelOne Singularity Cloud Security

Compared 6% of the time

CrowdStrike Falcon Cloud Security vs SentinelOne Singularity Cloud Security

Compared 5% of the time

Aqua Cloud Security Platform vs SentinelOne Singularity Cloud Security

Compared 3% of the time

More SentinelOne Singularity Cloud Security Competitors

Microsoft Defender for Cloud vs AWS GuardDuty

Compared 69% of the time

CrowdStrike Falcon Cloud Security vs AWS GuardDuty

Compared 6% of the time

Wiz vs AWS GuardDuty

Compared 5% of the time

Prisma Cloud by Palo Alto Networks vs AWS GuardDuty

Compared 4% of the time

Trend Vision One - Cloud Security vs AWS GuardDuty

Compared 3% of the time

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Trivy vs SUSE NeuVector

Compared 15% of the time

Sysdig Falco vs SUSE NeuVector

Compared 11% of the time

Red Hat Advanced Cluster Security for Kubernetes vs SUSE NeuVector

Compared 6% of the time

Aqua Cloud Security Platform vs SUSE NeuVector

Compared 5% of the time

JFrog Xray vs SUSE NeuVector

Compared 3% of the time

More SUSE NeuVector Competitors

Product Reports

Buyer's Guide

SentinelOne Singularity Cloud Security

January 2026

SentinelOne Singularity Cloud Security report

Download SentinelOne Singularity Cloud Security product report

Buyer's Guide

AWS GuardDuty

January 2026

Download AWS GuardDuty product report

Buyer's Guide

Container Security

January 2026

Download SUSE NeuVector product report

Also Known As

PingSafe

No data available

NeuVector

Overview

SentinelOne Singularity Cloud Security offers a streamlined approach to cloud security with intuitive operation and strong integration capabilities for heightened threat detection and remediation efficiency.

Singularity Cloud Security stands out for its real-time detection and response, effectively minimizing detection and remediation timelines. Its automated remediation integrates smoothly with third-party tools enhancing operational efficiency. The comprehensive console ensures visibility and support for forensic investigations. Seamless platform integration and robust support for innovation are notable advantages. Areas for development include improved search functionality, affordability, better firewall capabilities for remote users, stable agents, comprehensive reporting, and efficient third-party integrations. Clarity in the interface, responsive support, and real-time alerting need enhancement, with a call for more automation and customization. Better scalability and cost-effective integration without compromising capabilities are desired.

What are SentinelOne Singularity Cloud Security's standout features?

Ease of Use: Intuitive operation simplifies navigation across platforms.
Real-Time Detection: Quick identification and response to threats.
Automated Remediation: Streamlines recovery processes with integration capabilities.
Forensic Visibility: Aids in thorough threat analysis and prevention strategies.
Comprehensive Console: Offers full visibility and historical data tracking.
Platform Integration: Supports seamless operation across cloud and hybrid environments.

What benefits should users expect from SentinelOne Singularity Cloud Security?

Enhanced Efficiency: Automation and third-party integration improve threat response.
Improved Detection: Reduces mean time to detect and respond to threats.
Operational Support: Comprehensive visibility and forensic tools aid operational decisions.
Cost Efficiency: Affordable integration with scaling capabilities without high overhead.

SentinelOne Singularity Cloud Security is deployed in industries needing robust cloud security posture management, endpoint protection, and threat hunting. Utilized frequently across AWS and Azure, it assists in monitoring, threat detection, and maintaining compliance in diverse environments while providing real-time alerts and recommendations for proactive threat management.

SentinelOne

Amazon Guard Duty is a continuous cloud security monitoring service that consistently monitors and administers several data sources. These include AWS CloudTrail data events for EKS (Elastic Kubernetes Service) audit logs, VPC (Virtual Private Cloud) flow logs, DNS (Domain Name System) logs, S3 (Simple Cloud Storage), and AWS CloudTrail event logs.

Amazon GuardDuty intuitively uses threat intelligence data - such as lists of malicious domains and IP addresses - and ML (machine learning) to quickly discover suspicious and problematic activity in a user's AWS ecosystem. Activities may include concerns such as interactions with malicious IP addresses or domains, exposed credentials usage, or changes and/or escalation of privileges.

GuardDuty is able to easily determine problematic AWS EC2 (Elastic Compute Cloud) instances delivering malware or mining bitcoin. It is also able to trace AWS account access history for evidence of destabilization. such as suspicious API calls resulting in changing password policies to minimize password strength or anomalous infrastructure deployments in new or different never-used regions.

GuardDuty will continually alert users regarding their AWS environment status and will send the security discoveries to the GuardDuty dashboard or Amazon CloudWatch events for users to view.

Users can access GuardDuty via:

AWS SDKs: Amazon provides users with several software development kits (SDKs) that are made up of libraries and sample code of numerous popular programming languages and platforms, such as Android, iOS, Java, .Net, Python, and Ruby. The SDKs make it easier to develop programmatic access to GuardDuty.
GuardDuty HTTPS API: This allows users to issue HTTPS requests directly to the service.
GuardDuty Console: This is a browser-based intuitive dashboard interface where users can access and use GuardDuty.

Amazon Elastic Kubernetes Service (Amazon EKS)

Kubernetes protection is an optional add-on in Amazon GuardDuty. This tool is able to discover malicious behavior and possible destabilization of an organization's Kubernetes clusters inside of Amazon Elastic Kubernetes Service (Amazon EKS).

When Amazon EKS is activated, GuardDuty will actively use various data sources to discover potential risks against Kubernetes API. When Kubernetes protection is enabled, GuardDuty uses optional data sources to detect threats against Kubernetes API.

Kubernetes audit logs are a Kubernetes feature that captures historical API activity from applications, the control plane, users, and endpoints. GuardDuty collates these logs from Amazon EKS to create Kubernetes discoveries for the organization's Amazon EKS assets; there is no need to store or turn on the logs.

As long as Kubernetes protection remains activated, GuardDuty will continuously dissect Kubernetes data sources from the Amazon EKS clusters to ensure no suspicious or anomalous behavior is taking place.

Amazon Simple Cloud Storage (S3) Protection

Amazon S3 allows Amazon GuardDuty to actively audit object-level API processes to discover possible security threats to data inside an organization's S3 buckets. GuardDuty continually audits risk to the organization’s S3 assets by carefully dissecting AWS CloudTrail management events and AWS CloudTrail S3 data events. These tools are continually auditing various CloudTrail management events for potential suspicious activities that affect S3 buckets, such as PutBucketReplication, DeleteBucket, ListBucket, and data events for S3 object-level API processes, such as PutObject, GetObject, ListObject, and DeleteObject.

Reviews from Real Users

“The most valuable features are the single system for data collection and the alert mechanisms. Prior to using GuardDuty, we had multiple systems to collect data and put it in a centralized location so we could look into it. Now we don't need to do that anymore as GuardDuty does it for us.” - Arunkumar A., Information Security Manager at Tata Consultancy Services

Amazon Web Services (AWS)

SUSE NeuVector is a full lifecycle container security solution that helps your organization secure its container infrastructures, manage Kubernetes security risks, and block threats. The NeuVector continuous container security and compliance platform simplifies data protection from pipeline to production, enforces compliance, and provides complete visibility and automated controls for protection against known and unknown threats. In addition, NeuVector is the only Kubernetes-native container security solution that offers a comprehensive risk profile of known vulnerabilities and also delivers immediate protection from all vulnerabilities.

SUSE NeuVector Features

SUSE NueVector has many valuable key features. Some of the most useful ones include:

Container incident detection and prevention
Network security
Runtime security
Supply chain security
Container firewall
Host and platform security
Cloud-native automation and integration
Resource monitoring
Visualization and reporting
High availability
Security
Vulnerability management
Compliance and auditing
Alerting
Logging and Response

SUSE NeuVector Benefits

There are many benefits to implementing NeuVector. Some of the biggest advantages the solution offers include:

Deep packet inspection (DPI): NeuVector applies DPI to identify attacks, detect sensitive data, or verify application access to further reduce the attack surface. Only network layer analysis enables security to detect and verify the allowed protocols, helping security teams enforce business policy.

Real-time protection: NeuVector provides inspection, segmentation, and protection of all traffic into and out of a container. This includes container to container traffic, and ingress from external sources to containers, as well as egress from containers to external applications and the internet. The solution aims to protect your applications from internal application level attacks such as DDoS and DNS.

Capture packets for debugging and threat investigation: WIth NeuVector, you can view summary connection data and drill down into actual packet details for each container, as they scale up and down. When a threat is detected, NeuVector is able to automatically capture and display the packet info, making it easy for you to investigate.

Automated security policies: The NeuVector solution allows you to automate the creation of security policies to protect application workloads in production. The solution also enables you to automate and maintain run-time security policies using Kubernetes custom resource definitions (CRDs), and gives you the option to declare an application security policy at any stage in the pipeline.

Compliance: NeuVector offers detection capabilities and security policy enforcement that prevent PHI and PII exposure, exceed requirements, and simplify reporting for PCI-DSS, GDPR, HIPAA, and more. The solution helps you track critical vulnerabilities and compliance violations so you can quickly identify any that require immediate patching or followup alerts. It also makes it possible for you to manage vulnerability and compliance scan results, with no required integration to external workflow tools.

Reviews from Real Users

A Platform Solution Architect at a tech services company says, “The solution is feature-rich, easy to set up, and has good support.”

SUSE

Sample Customers

Information Not Available

autodesk, mapbox, fico, webroot

Figo, Clear Review, Arvato Bertelsmann, Experian, Chime

Buyer's Guide

AWS GuardDuty vs. SUSE NeuVector

December 2025

Free Report: AWS GuardDuty vs. SUSE NeuVector

Find out what your peers are saying about AWS GuardDuty vs. SUSE NeuVector and other solutions. Updated: December 2025.

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