Qualys Exposure Management vs Sysdig Secure comparison

Why PeerSpot?

Qualys and Sysdig are both solutions in the Container Security category. Qualys is ranked #10 with an average rating of 8.5, while Sysdig is ranked #20 with an average rating of 8.0. Qualys holds a 2.3% mindshare in Container Security, compared to Sysdig’s 2.5% mindshare. Additionally, 95% of Qualys users are willing to recommend the solution, compared to 100% of Sysdig users who would recommend it.

Comparison Buyer's Guide

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Executive SummaryUpdated on Aug 13, 2026

Sysdig Secure and Qualys VMDR compete in the cloud security and vulnerability management category. Based on the comparison, Sysdig Secure has an advantage in cloud-native security and Kubernetes support, while Qualys VMDR is known for comprehensive vulnerability management and asset management capabilities.

Features: Sysdig Secure provides cloud-native security, Kubernetes integration, and runtime detection for API integration. Qualys VMDR offers extensive vulnerability management, asset management, and patch management.

Room for Improvement: Sysdig Secure could improve its dashboarding and reporting features, scalability, and integration with custom implementations. Qualys VMDR users mention complexity in the vulnerability database, asset tagging system, and desire for a more intuitive user experience.

Ease of Deployment and Customer Service: Both products support various deployment options, but Qualys VMDR has a broader deployment range including hybrid cloud setups. Qualys VMDR's support is satisfactory but slow at times, while Sysdig Secure is praised for expertise and global support, though its responsiveness could improve.

Pricing and ROI: Sysdig Secure offers straightforward pricing with flexible licensing options, considered valuable for Kubernetes capabilities despite the cost. Qualys VMDR is often described as expensive, yet its integrated features lead to significant ROI in risk reduction and efficient vulnerability management.

To learn more, read our detailed Qualys Exposure Management vs. Sysdig Secure Report (Updated: September 2026).

Buyer's Guide

Qualys Exposure Management vs. Sysdig Secure

September 2026

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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

Qualys TotalCloud

Mindshare comparison

As of September 2026, in the Container Security category, the mindshare of Qualys TotalCloud is 1.8%, up from 1.1% compared to the previous year. The mindshare of Qualys Exposure Management is 2.3%, down from 2.4% compared to the previous year. The mindshare of Sysdig Secure is 2.5%, down from 2.6% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Container Security Mindshare Distribution
Product	Mindshare (%)
Qualys Exposure Management	2.3%
Qualys TotalCloud	1.8%
Sysdig Secure	2.5%
Other	93.4%

Container Security

Featured Reviews

reviewer2859021

Sr Security Engineer at a tech vendor with 5,001-10,000 employees

Risk-based triage has transformed container security and now prioritizes high-impact threats

The best features Qualys TotalCloud offers currently include managing cloud infrastructure and container security while facing major challenges such as alert fatigue. Traditional vulnerability scanners flag hundreds of CVEs on short-lived Kubernetes containers, some of which have no internet exposure or are gone before we can even triage them. I leverage Qualys TotalCloud to move beyond static CVSS. I use it to implement runtime exposure, correlation risk reprioritization, and shift-left integration. This notifies developers to fix a base image upstream rather than patching live ephemeral instances. In my work with cloud and container security, the biggest operational hurdle was alert fatigue. I use Qualys to shift left from static CVSS severity to context-aware risk prioritization. I correlated raw vulnerability data with real-time risk factors such as public network exposure, active runtime execution, or overly permissive IAM roles. This allows us to immediately drop the priority of isolated containers and escalate lower-severity CVEs that sit on an exposed, high-risk path. We can map these findings directly back to our CI/CD pipelines so developers can patch the root base images upstream. We have drastically cut down the signal-to-noise ratio, saved a lot of manual hours doing triage work, and ensured engineering effort goes directly towards high-impact risk reduction.

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Ajay Paul

System Engineer at a outsourcing company with 10,001+ employees

Vulnerability management has prioritized high‑risk patching and simplified bulk system reporting

The primary issue is with the reporting functionality. Even though we fix vulnerabilities, the reports do not reflect the changes immediately. Sometimes we need to manually run a script to scan the systems before Qualys Enterprise TruRisk Management will update the scan results. The main issue is the reporting delay, and sometimes the Qualys Enterprise TruRisk Management agent will not scan the system, which means we do not receive accurate reports in a timely manner. Additionally, there are many metrics for calculating vulnerabilities, such as the Qualys ID, severity scores, CVSS scores, and other metrics. The abundance of information can be confusing. These two aspects are the most significant negatives I have experienced with this tool.

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Mumu Muhaemin

DevSecOps Engineer at a outsourcing company with 1,001-5,000 employees

Runtime threat detection has improved and security teams prioritize real Kubernetes risks

The best feature Sysdig Secure offers is threat detection. The threat detection feature on Sysdig Secure stands out compared to other solutions I have seen or used because Sysdig sees the actual behavior inside the container or kernel and correlates it with Kubernetes infrastructure, which makes detection both earlier and more precise in a cloud-native environment. Sysdig Secure has positively impacted our organization by improving visibility into our Kubernetes environment and focusing on real risk, which has reduced alert noise, improved threat detection at runtime, and made vulnerability management more efficient by prioritizing issues that actually affect running workloads.

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Quotes from Members

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

Pros

"The most valuable feature of Qualys TotalCloud is the visibility it provides."

"Qualys TotalCloud has significantly improved our organization by automating our reporting processes, reducing the time spent on report creation from two hours to less than fifteen to twenty minutes."

"By integrating TotalCloud, we have significantly reduced vulnerabilities in our deployment pipeline."

"Qualys TotalCloud fulfills all these needs."

"TotalCloud has been excellent in providing us with immediate access to all the products and features we need, such as CSPM, TruRisk Insights, and compliance reports, including CIS and HIPAA."

"The agent and agentless scanning in TotalCloud, particularly the FlexScan method, is incredibly valuable. With traditional scanning approaches, we had to give IP ranges and whitelist IPs. All that is now simplified. FlexScan requires minimal intervention, and after configuration, it automatically collects data and performs necessary scans."

"Qualys TotalCloud's most valuable feature is its agent versatility."

"The most valuable feature is extensibility."

More Qualys TotalCloud pros

"The features that are most valuable are the identification, scan features, and the identification of vulnerabilities."

"I would recommend Qualys because it is a reliable, affordable, and very safe product."

"I value the scheduling of scans and reports as per the desired timeframes."

"I like the solution's web application security for scanning, the solution is flexible with good integration."

"The prioritization mechanism is the most valuable aspect of the solution."

"Qualys VM had a recent upgrade and the newer version is supporting the cloud."

"The most valuable features are that it is a simple solution that makes scanning easy."

"Qualys help identifies the weakness in our critical infrastructure and provides guidelines how to address them."

More Qualys Exposure Management pros

"The proactiveness of the support has been fantastic. Every time we mention something in a meeting that we're trying to do, he proactively takes that as an investigation topic and looks into it. He'll provide the solution even though we might not have asked him to investigate it."

"The most valuable feature is the level of support that we get. Our solutions or customer success representative is very valuable. I see them as an extension of our security team."

"In terms of measurable outcomes, I have seen a reduction in vulnerabilities, as Sysdig Secure can tell us how many vulnerabilities are present on a day-to-day report basis, which has improved our efficiency by more than 50% and helps us stay compliant with necessary regulations."

"I see Sysdig as the most comprehensive solution in comparison to its competitors."

"From a container-based standpoint, it offers excellent scalability to its users...I would tell those planning to use the solution that, from a container standpoint, it's excellent."

"Sysdig Secure has positively impacted our organization by improving visibility into our Kubernetes environment and focusing on real risk, which has reduced alert noise, improved threat detection at runtime, and made vulnerability management more efficient by prioritizing issues that actually affect running workloads."

"The log monitor is the most valuable feature."

"Sysdig Secure has many strong foundational features like compliance and benchmark, security, network access management, and vulnerability management."

More Sysdig Secure pros

Cons

"The cost of Qualys TotalCloud is high and could be more competitive."

"The downside is only in container security, but it has not been a long time since they introduced these models."

"I sometimes have difficulty detecting or uninstalling certain versions of applications, which I have to do manually."

"I would like the ability to disable certain default built-in policies as they can be misleading when creating dashboards. That is the top one."

"The onboarding process is a bit difficult. In the initial phase, it is very difficult to understand the features, what the dashboard contains, and what criteria they are using."

"We would like to see Windows-based sensors available in Qualys, as this would make the platform more versatile and support a broader range of environments."

"In TotalCloud, I would suggest improvements in policy checks to cater to various inventory types like VPCs, subnets, S3 buckets, or IAMs. There is a lack of data segregation according to criticality or inventory."

"An area for improvement would be to focus on risks related to AI, such as large language models and potential data leakage."

More Qualys TotalCloud cons

"It is more expensive vs. other products on the market."

"Its integration with ServiceNow and other similar products is complicated and can be improved. It should also have virtual batching. They should support more standards and compliance requirements and more customizations. For policy compliance, they can add the standards required by the countries in the Middle East. Each country generates its own standards and frameworks, and those frameworks should be there in all products, not only in Qualys. The market here is huge, especially in the cybersecurity field. Qatar has a framework for Qatar 2022, and each and every company in the public or private sector has to follow the Qatar 2022 framework."

"However, I am not satisfied with Qualys support. The response time is slower than needed."

"Endpoint stability and fault resolution could be improved."

"The support has not been very responsive, and we are receiving RCAs a little delayed whenever we raise support cases or communicate with the TAMs."

"Some of the older features could be polished instead of focusing on releasing new features."

"The IT infrastructure, especially server administration, needs to be improved."

"Qualys could improve the inbuilt dashboards."

More Qualys Exposure Management cons

"I give it an eight because of the bugs, specifically the fix version bug where sometimes there is no fix version shown, and I wish Sysdig Secure would create a customizable UI that orders features by importance to enhance user experience."

"There was a security concern related to a specific feature. While the feature itself was promising, it posed a challenge. The situation revolved around code scanning. If your source code is hosted within your own premises, say on Bitbucket, you naturally wouldn't want your code to be accessible to external parties beyond your company. Keeping your code base private is a standard practice. However, in the case of code scanning using Sysdig Secure, they copy your code to their SaaS platform. This posed an issue for us. When we inquired about this, their response acknowledged the concern. In an upcoming release, they plan to enable code scanning within your on-premises environment through the assistance of an agent. This change is already in progress. While this tool stands out compared to existing solutions in the market, it's important to note that there are still some limitations to consider. Another drawback we encountered relates to our expertise with Kubernetes. The tool can monitor Kubernetes audit logs, triggering alerts and notifications. However, it falls short in terms of taking direct action based on these alerts. There are different methods of event capture, including through system labels and system calls, as well as via Kubernetes audit events. Notably, at the system level, Sysdig Secure can both detect and respond to events, allowing actions like blocking and warning. This proactive approach is effective at the system call level. However, when it comes to monitoring Kubernetes audit events, Sysdig Secure can only notify without being able to execute any further actions. It can't block access or containers. The vendor likened their role to that of a monitoring camera, observing events and sending notifications without the capacity to intervene. This limitation applies to Kubernetes audit events. Given that everything operates within our system, there is a workaround available: configuring system-level policies to block containers as necessary."

"The dashboard could be more simple and show the more important issues that are detected first. We'd like to be able to set it up so more important issues show up more prominently in the dashboard."

"Perhaps, it could support more custom implementations, as our company utilizes custom implementations rather than standard ones. Configuring it requires a deep understanding and adjustment to our specific needs, which took some time. Other than that, I'm unsure about potential improvements. We were considering the possibility of compartmentalizing their tools. Currently, in Sysdig Secure, they bundle multiple features, and we are unable to use them individually. For instance, if we only need compliance scanning, we have to deploy the entire secure package. This is because of the way their agent functions, but I can't delve into more details."

"Reporting can definitely be better. Live dashboards should be configurable for a longer period of time rather than 30 days. Being able to go back in time to compare six months ago to today would be valuable."

"They should make it specific with a couple of features only."

"The solution needs to improve overall from a CSPM standpoint since they can't compete with Wiz or Orca."

"Sysdig Secure works well for us, but there are a few areas for improvement, such as the alerting and notification system being more flexible for complex workflows, and some dashboard and reporting features could be more customizable to match specific team needs."

More Sysdig Secure cons

Pricing and Cost Advice

"TotalCloud's price is about right where I would expect it to be."

"I am not sure about the pricing. From what I understand, it is a bit on the higher side, but I do not have the exact numbers."

"Qualys TotalCloud offers competitive pricing given its comprehensive suite of features, including integration, assessment, remediation, and detection capabilities, all within a single platform."

"As a middle management member, I do not have direct pricing knowledge, but based on the knowledge from our meetings, its pricing is competitive."

"Qualys TotalCloud offers cost-effective licensing flexibility."

"Qualys TotalCloud is expensive, but it offers a premier solution with no headaches."

"The cost is high, but it meets our organizational needs."

"Its price seems higher compared to other tools, but it is worth it. If they could adjust the pricing and make it comparable with other tools, that would be great."

More Qualys TotalCloud pricing and cost advice

"Qualys is a pay-as-you-go model, so there's flexibility to the pricing."

"In Nigerian Naira, we spend about roughly four to five million to use this solution and this is expensive compared to solutions like Nessus."

"Qualys VM is better suited for medium to large companies because the price can be too much for smaller customers."

"It is more expensive than other products on the market."

"When you want to cover yourself for scalability, you will be charged for the number you place on the scan itself."

"They have recently changed the pricing model, which is now better than it was before."

"The solution is costly."

"The price is very reasonable."

More Qualys Exposure Management pricing and cost advice

"In comparison to other cloud solutions, it's reasonably priced. However, when compared to in-house built open-source projects, it might be considered somewhat costly. The cost depends on whether someone sees the support provided by Sysdig as an advantage or if it's deemed unnecessary. Personally, I find the support to be excellent and consider it a good value."

"I am always going to say that it could be a little bit cheaper. I do feel that it is a little bit on the expensive side."

"It is quite costly compared to other tools."

"Sysdig is competitive. The quality matches the pricing. Obviously, everyone wants things to be cheaper, but if you're realistic, you acknowledge that quality service comes with a price. Sysdig is the gold standard for Kubernetes, and I wouldn't choose anything else. We live in Kubernetes. Everything is containerized, so that means a lot to us, and we're willing to make an investment."

"The solution's pricing depends on the agents...In short, the price depends on the environment of its user."

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Top Industries

By visitors reading reviews

Comms Service Provider

16%

Outsourcing Company

12%

Manufacturing Company

11%

Financial Services Firm

10%

Financial Services Firm

14%

Outsourcing Company

Comms Service Provider

Manufacturing Company

Financial Services Firm

16%

Computer Software Company

11%

Manufacturing Company

Comms Service Provider

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	14
Midsize Enterprise	6
Large Enterprise	34

By reviewers
Company Size	Count
Small Business	21
Midsize Enterprise	12
Large Enterprise	74

By reviewers
Company Size	Count
Small Business	6
Midsize Enterprise	2
Large Enterprise	5

Questions from the Community

What is your experience regarding pricing and costs for Qualys TotalCloud?

The price is very expensive, actually.

See all answers

What needs improvement with Qualys TotalCloud?

In terms of improvement, remediation still belongs to the cloud team, which is one of the issues we faced with Qualys...

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What is your primary use case for Qualys TotalCloud?

My main use case for Qualys TotalCloud is regarding the cloud visibility that we were not having previously. Previous...

See all answers

What is your experience regarding pricing and costs for Qualys VMDR?

My experience with pricing, setup cost, and licensing shows that we can consider both time and money saved.

See all answers

What needs improvement with Qualys VMDR?

I haven't explored Qualys VMDR's vulnerability lifecycle automation yet. One of my analysts mentioned that queries la...

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What advice do you have for others considering Qualys VMDR?

I have some understanding about PeerSpot, and I have visited the website. PeerSpot is similar to TrustRadius. It take...

See all answers

What needs improvement with Sysdig Secure?

Sysdig Secure works well for us, but there are a few areas for improvement, such as the alerting and notification sys...

See all answers

What is your primary use case for Sysdig Secure?

Our primary use case for Sysdig Secure is runtime threat detection and vulnerability management.

See all answers

What advice do you have for others considering Sysdig Secure?

My advice for others looking into using Sysdig Secure is to clearly define your primary use case before getting start...

See all answers

Comparisons

Wiz vs Qualys TotalCloud

Compared 11% of the time

Microsoft Defender for Cloud vs Qualys TotalCloud

Compared 7% of the time

JupiterOne vs Qualys TotalCloud

Compared 6% of the time

Orca Security vs Qualys TotalCloud

Compared 6% of the time

Amazon Inspector vs Qualys TotalCloud

Compared 2% of the time

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Rapid7 InsightVM vs Qualys Exposure Management

Compared 4% of the time

Tenable Nessus vs Qualys Exposure Management

Compared 3% of the time

Tenable Security Center vs Qualys Exposure Management

Compared 3% of the time

Rapid7 Metasploit vs Qualys Exposure Management

Compared 3% of the time

Wiz vs Qualys Exposure Management

Compared 2% of the time

More Qualys Exposure Management Competitors

Aqua Cloud Security Platform vs Sysdig Secure

Compared 11% of the time

Prisma Cloud by Palo Alto Networks vs Sysdig Secure

Compared 7% of the time

Wiz vs Sysdig Secure

Compared 6% of the time

SentinelOne Singularity Cloud Security vs Sysdig Secure

Compared 5% of the time

Upwind vs Sysdig Secure

Compared 4% of the time

More Sysdig Secure Competitors

Product Reports

Buyer's Guide

Qualys TotalCloud

September 2026

Download Qualys TotalCloud product report

Buyer's Guide

Qualys Exposure Management

September 2026

Download Qualys Exposure Management product report

Buyer's Guide

Sysdig Secure

September 2026

Download Sysdig Secure product report

Also Known As

Qualys TotalCloud with FlexScan

Qualys VM, QualysGuard VM, Qualys Asset Inventory, Qualys Container Security

No data available

Overview

Qualys TotalCloud enhances security posture across cloud environments with continuous monitoring, vulnerability management, and risk visualization, ensuring efficient threat assessment and automated remediation for improved cyber risk reduction.

Qualys TotalCloud offers a robust suite of security tools essential for organizations managing multi-cloud infrastructures. By integrating cloud accounts and automating workflows, it supports AWS, Azure, and GCP, offering comprehensive vulnerability management and zero-day detection. The platform's user-friendly design, combined with its extensive risk management and unified threat assessment capabilities, enables organizations to prioritize and remediate vulnerabilities effectively. TruRisk Insights provides clear insights on cyber risks, while the automation options streamline patch management and scanning processes. API integration across IaaS and SaaS environments further enhances resource allocation efficiency and saves time, addressing misconfigurations across cloud environments.

What are the most important features of Qualys TotalCloud?

Accurate Vulnerability Reports: Delivers precise and actionable insights for risk mitigation.
Zero-Day Detection: Identifies and addresses zero-day vulnerabilities proactively.
Unified Threat Assessment: Offers comprehensive evaluation of threats across the environment.
Extensive Risk Management: Manages risks effectively with advanced insights and prioritization.
Continuous Monitoring: Provides non-stop surveillance for vulnerabilities and threats.
Cloud-Native Automation: Streamlines processes and reduces manual efforts using automation.
FlexScan for Internet-Facing VMs: Scans external VMs efficiently to detect vulnerabilities.
Dashboard Risk Visualization: Clear visualization helps prioritize vulnerabilities.

What benefits and ROI should users look for?

Improved Security Posture: Enhances threat detection and response across clouds.
Time Savings: Automation reduces time spent on manual vulnerability management.
Resource Efficiency: Better allocation of resources through streamlined workflows.
Enhanced Risk Prioritization: Focus on critical vulnerabilities for effective mitigation.
Integrated Cloud Accounts: Facilitates seamless cloud management and security.

Qualys TotalCloud is deployed in sectors needing rigorous vulnerability management, such as finance and healthcare. Companies utilize it to secure multi-cloud environments like AWS, Azure, and GCP, focus on compliance, and integrate security into CI/CD pipelines to detect and remedy threats pre-deployment.

Qualys

Qualys VMDR is a comprehensive cybersecurity tool offering vulnerability management, patch management, and continuous monitoring with real-time asset discovery. It delivers scalable, cloud-based solutions that enhance security operations without additional infrastructure.

Qualys VMDR provides a robust platform for enterprise security, integrating vulnerability management, compliance, and asset inventory for full visibility across cloud and on-premises environments. It features a comprehensive dashboard with threat intelligence-driven prioritization and remediation capabilities. Users benefit from accurate assessments via agent-based scanning and appreciate the intuitive, customizable scanning and reporting interface. However, there's room for improvement in false positive reduction, UI simplification, and integration capabilities, along with enhancements in asset management for large-scale deployments and the vulnerability database. Enhancing technical support speed, patch management, compliance standards, and inter-module navigation would further enrich user experience.

What are the key features of Qualys VMDR?

Vulnerability Management: Identifies and manages security vulnerabilities across environments.
Patch Management: Ensures systems are updated with the latest patches.
Continuous Monitoring: Offers real-time insights into security posture.
Asset Discovery: Provides up-to-date asset inventory and visibility.
Threat Intelligence: Enhances prioritization and remediation processes.
Customizable Dashboard: Facilitates easier scanning and reporting through an intuitive interface.

What benefits can users expect when evaluating Qualys VMDR?

Scalability: Cloud-based deployment offers easy, cost-effective expansion.
Accurate Assessment: Agent-based scanning keeps security data current.
Enhanced Security Operations: Comprehensive features streamline vulnerability management.
Advanced Reporting: Facilitates detailed insights for better security decision-making.

Qualys VMDR is widely used in industries needing stringent security and compliance measures, offering comprehensive vulnerability and compliance management. It is deployed to secure web applications, servers, and crucial assets, supporting a wide range of sectors by ensuring policy adherence and vulnerability tracking through its powerful cloud platform.

Qualys

Sysdig Secure offers comprehensive threat detection and vulnerability scanning, integrating seamlessly with platforms like Kubernetes and cloud providers. It enhances compliance monitoring while prioritizing risks to improve security posture.

Sysdig Secure is designed for runtime security across containerized environments and cloud platforms. It integrates with tools like Falco for effective threat detection and extensive compliance monitoring. Users benefit from its friendly interface and visibility improvements, aiding in reducing alerts and managing vulnerabilities. Integrations with Kubernetes and Terraform enhance its flexibility, providing wide-ranging applicability and cloud support. There's a need to improve dashboard simplicity and enrich reporting capabilities. The tool should better handle Kubernetes audit events and increase API accessibility across more platforms. Users also seek advancements in its scalability, speed, and customer support in specific regions.

What are Sysdig Secure's key features?

Runtime Security: Monitors and protects containerized and cloud environments in real time.
Falco Integration: Enhances threat detection with Falco's powerful rules engine.
Threat Detection: Identifies and alerts on suspicious activities and security threats.
Vulnerability Scanning: Assesses applications and infrastructure for potential vulnerabilities.

What benefits should users expect from Sysdig Secure?

Enhanced Security Posture: Comprehensive threat visibility and rapid response capabilities.
Improved Efficiency: Reduced alert fatigue by prioritizing critical vulnerabilities.
Compliance Support: Streamlined processes for meeting security standards and regulations.
Cloud Integration: Seamless compatibility with cloud providers like AWS and GCP.

Industries benefit by employing Sysdig Secure for managing runtime workloads and ensuring compliance within cloud environments. Its effectiveness in monitoring clusters on AWS, GCP, and securing CI/CD pipelines makes it essential for companies optimizing their cloud and container security strategies.

Sysdig

Sample Customers

Information Not Available

Agrokor Group, American Specialty Health, American State Bank, Arval, Life:), Axway, Bank of the West, Blueport Commerce, BSkyB, Brinks, CaixaBank, Cartagena, Catholic Health System, CEC Bank, Cegedim, CIGNA, Clickability, Colby-Sawyer College, Commercial Bank of Dubai, University of Utah, eBay Inc., ING Singapore, National Theatre, OTP Bank, Sodexo, WebEx

SAP Concur, Goldman Sachs, Worldpay, Experian, BigCommerce, Arkose Labs, Calendly, Noteable, Bloomreach. More here: https://sysdig.com/customers/

Buyer's Guide

Qualys Exposure Management vs. Sysdig Secure

September 2026

Free Report: Qualys Exposure Management vs. Sysdig Secure

Find out what your peers are saying about Qualys Exposure Management vs. Sysdig Secure and other solutions. Updated: September 2026.

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