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Unit 42 CTR: Leaked Code from Docker Registries ![Clock Icon](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-clock.svg) 7 min read Related Products [![Prisma Cloud icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/prisma_RGB_logo_Icon_Color.png)Prisma Cloud](https://unit42.paloaltonetworks.com/product-category/prisma-cloud/ "Prisma Cloud") * ![Profile Icon](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-profile-grey.svg) By: * ![Published Icon](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-calendar-grey.svg) Published:February 7, 2020 * ![Tags Icon](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-category.svg) Categories: * [Cloud Cybersecurity Research](https://unit42.paloaltonetworks.com/category/cloud-cybersecurity-research/) * [Trend Reports](https://unit42.paloaltonetworks.com/category/trend-reports/) * ![Tags Icon](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-tags-grey.svg) Tags: * [Cloud-Native](https://unit42.paloaltonetworks.com/tag/cloud-native/) * [Container](https://unit42.paloaltonetworks.com/tag/container/) * [Docker](https://unit42.paloaltonetworks.com/tag/docker/) * [Kubernetes](https://unit42.paloaltonetworks.com/tag/kubernetes/) * [Misconfiguration](https://unit42.paloaltonetworks.com/tag/misconfiguration/) * [Registries](https://unit42.paloaltonetworks.com/tag/registries/) * [![Download Icon](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-download.svg)](https://unit42.paloaltonetworks.com/leaked-docker-code/?pdf=download&lg=en&_wpnonce=21f1e90c03 "Click here to download") * [![Print Icon](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-print.svg)](https://unit42.paloaltonetworks.com/leaked-docker-code/?pdf=print&lg=en&_wpnonce=21f1e90c03 "Click here to print") Share![Down arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/down-arrow.svg) * ![Link Icon](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-share-link.svg) * [![Link Email](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-sms.svg)](mailto:?subject=Unit%2042%20CTR:%20Leaked%20Code%20from%20Docker%20Registries&body=Check%20out%20this%20article%20https%3A%2F%2Funit42.paloaltonetworks.com%2Fleaked-docker-code%2F "Share in email") * [![Facebook Icon](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-fb-share.svg)](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Funit42.paloaltonetworks.com%2Fleaked-docker-code%2F "Share in Facebook") * [![LinkedIn Icon](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-linkedin-share.svg)](https://www.linkedin.com/sharing/share-offsite/?url=https%3A%2F%2Funit42.paloaltonetworks.com%2Fleaked-docker-code%2F&title=Unit%2042%20CTR:%20Leaked%20Code%20from%20Docker%20Registries "Share in LinkedIn") * [![Twitter Icon](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-twitter-share.svg)](https://twitter.com/intent/tweet?url=https%3A%2F%2Funit42.paloaltonetworks.com%2Fleaked-docker-code%2F&text=Unit%2042%20CTR:%20Leaked%20Code%20from%20Docker%20Registries "Share in Twitter") * [![Reddit Icon](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-reddit-share.svg)](https://www.paloaltonetworks.com//www.reddit.com/submit?url=https%3A%2F%2Funit42.paloaltonetworks.com%2Fleaked-docker-code%2F&ts=markdown "Share in Reddit") * [![Mastodon Icon](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-mastodon-share.svg)](https://mastodon.social/share?text=Unit%2042%20CTR:%20Leaked%20Code%20from%20Docker%20Registries%20https%3A%2F%2Funit42.paloaltonetworks.com%2Fleaked-docker-code%2F "Share in Mastodon") ## **Executive Summary** The [Unit 42 Cloud Threat Report: Spring 2020](https://go.paloaltonetworks.com/cloudthreatreport) focused on the practices of DevOps to determine where misconfigurations are happening in the cloud. Our research found a large number of DevOps services (e.g., SSH, Database, Code Repository) inadvertently exposed to the internet due to misconfigured infrastructure. This blog offers a detailed analysis of leaked code from Docker registries and how this, and other insecure infrastructure of misconfigurations, can lead to compromises in an organization's security posture. Misconfigurations are the low hanging fruits that attackers continuously look for. A misconfiguration can put your entire cloud infrastructure at risk. ## **What it Means to "Shift Left"** Shift left is a practice of identifying vulnerable code and removing vulnerabilities in the early stage of the Software Development Life Cycle (SDLC). The idea is to integrate security measures into SDLC as early as possible, so that vulnerabilities and bugs can be removed before production. While the shift-left movement mainly focuses on securing the applications, the same concept can also be applied to infrastructure. An infrastructure vulnerability or misconfiguration can be as bad if not worse than an application vulnerability. With Infrastructure as Code (IaC) maturing, infrastructure can now be scrutinized for vulnerabilities before being created. In particular, we looked at the exposed Docker registries due to the misconfigured network access control. These registries contain the application source code and historical versions. When leaked, proprietary intellectual property can be stolen, malicious code can be injected, and operation critical data can be hijacked. We identified 2,956 exposed applications and 15,887 unique versions of the applications. The owners of these unsecured registries include research institutes, retailers, news media organizations, and technology companies. ## **Docker Registry** \*\*WARNING:\*\*Because Docker images contain application source code and business-sensitive data, it is crucial to restrict the access to Docker registries and ensure the integrity of the data. A [Docker image](https://github.com/moby/moby/blob/master/image/spec/v1.md) contains a collection of files that can be deployed as a single [container](https://www.docker.com/resources/what-container). Docker images incorporate the application code, dependent libraries, and operating system files in a single bundle that can run independently in an OS-agnostic environment. [Docker registry](https://docs.docker.com/registry/) is a server for storing and organizing Docker images. Inside each Docker registry, images are organized into repositories, where each repository holds the images of one application (e.g., httpd, nginx, WordPress). Each repository can also hold multiple versions of the application, where a unique tag identifies each version. As a result, Docker registry is like version-controlled storage for containerized applications. Docker registry supports three primary operations (pushing images, pulling images, and deleting mages), which are well-defined by the registry [APIs](https://docs.docker.com/registry/spec/api/). To store container images, one can set up an on-premise registry server or use a cloud-based registry service. On-premise registries can be easily created with the official [registry container](https://github.com/docker/distribution). The current Docker registry is maintained by [open-source Moby Project](https://mobyproject.org/projects/). The system administrator is responsible for the storage infrastructure, DevOps pipeline integration, and access control. Most cloud service providers offer managed registry services, e.g., [DockerHub](https://hub.docker.com), [Amazon Elastic Container Registry (ECR)](https://aws.amazon.com/ecr/), [Azure Container Registry (ACR)](https://azure.microsoft.com/en-us/services/container-registry/), and [Google Container Registry (GCR)](https://cloud.google.com/container-registry/). The cloud-based registries usually offer additional features such as GUI user interface, vulnerability scanning, and integrated access control on top of the native Docker registry. They ease the burden of managing and maintaining the registry infrastructure. ### **Explore the Unsecured Docker Registries** Although setting up a Docker registry server is straightforward, securing the communication and enforcing the access control requires extra configurations. System administrators may unintentionally expose a registry service to the internet without enforcing proper access control. In this research, we are interested in finding these "misconfigured" registries and exploring the leaked data. Note that we collected only the metadata and did not attempt to access the file content. Docker registry includes a "Docker-Distribution-API-Version" header in every API response, even when the request is denied with a 401 unauthorized status code. With this header signature, we can search on [Shodan](https://www.shodan.io) and [Censys](https://censys.io/) for the Docker registries on the internet. Although Docker registries run on port 5000 (http) or 5001(https) by default, they can be exposed to any port. The benefit of querying Shodan and Censys using the header signature instead of the port number is that they return the matches across all the 300+ ports. Figure 1 describes how we identified and explored the unsecured registries. ![Exposed Docker Registry](https://unit42.paloaltonetworks.com/wp-content/uploads/2020/02/Docker_Registry_Scan2-1.png) Figure 1. Process of finding the exposed docker registries * Step 1 uses the Shodan and Censys' search API to find all the servers that have a "Docker-Distribution-API-Version" header in the response. * Step 2 finds the actual Docker registry servers by sending the "[check version](https://docs.docker.com/registry/spec/api/#api-version-check)" request and checking the response. A valid registry server should return its version number in the "Docker-Distribution-API-Version" header. E.g., docker-distribution-api-version: registry/2.0. A 200 status code indicates that the registry does not require authentication and a 401 status code indicates that the registry expects an authentication token in the WWW-Authenticate header. * Step 3 tests if the pull operation is allowed by sending the "[list repository](https://docs.docker.com/registry/spec/api/#listing-repositories)" and "[list tag](https://docs.docker.com/registry/spec/api/#listing-image-tags)" requests. A 200 status code indicates that the pull operation is allowed and a 401 or 403 status code indicates that authentication or authorization is required to pull images. * Step 4 tests if the push operation is allowed by sending the "[blob upload](https://docs.docker.com/registry/spec/api/#pushing-an-image)" request with a random repository name. This request asks the registry to initialize an image upload process. The registry returns an upload URL in the "location" header and status code 202 if the push operation is allowed. This upload session is then terminated with the "[cancel upload](https://docs.docker.com/registry/spec/api/#pushing-an-image)" request. A status code 204 indicates the upload session is canceled successfully. * Step 5 tests if the delete operation is allowed by sending an "[image deletion](https://docs.docker.com/registry/spec/api/#deleting-an-image)" request with a random repository name and random image digest. We can tell if the delete option is allowed by checking the status code without actually deleting any image. If the delete operation is allowed but the image digest does not exist, status code 400 is returned with the error message "DIGEST\_IMVALID". If the delete operation is not allowed, status code 405 is returned with error message "UNSUPPORTED". ### **Findings in the Unsecured Docker Registries** Our research identifies 941 Docker registries exposed to the internet and 117 registries accessible without authentication. There are a total of 2,956 repositories and 15,887 tags in these registries. Out of the 117 unsecured registries, 80 registries allow the pull operation, 92 registries allow the push operation, and 7 registries allow the delete operation. Without looking into the image content, we could attribute about 25 percent of the unsecured registries by reverse DNS lookup or cnames in the TLS certificates. The owners of these registries range from research institutes, retailers, news media organizations and technology companies. Some exposed registries have more than 50 repositories and 100 tags exposed. With all the source code and historical tags, malicious actors can design tailored exploits to compromise the systems. If the push operation is allowed, benign application images may be replaced with images with backdoors. These registries may also be used for hosting malware. If the delete operation is allowed, hackers could encrypt or delete the images and ask for ransom. As each registry is typically accessed by multiple clients, all the clients who pull and run images from the compromised registries immediately become vulnerable. Figures 2-5 summarize the findings in the exposed registries. Figure 2 shows the percentage of registries that implement the https or authentication header. Our focus is on the registries that do not require authentication headers. Figure 3 is a venn diagram of the allowed operations (pull, push, or delete) across the unsecured registries. Figure 4 shows a sample snapshot of the exposed repositories and tags. Figure 5 details the number of repositories and tags in the unsecured registries. It is shocking to see the amount of data leaked from these registers, not to mention the potential damage that lateral movements can lead to. ![Exposed Docker Registries](https://unit42.paloaltonetworks.com/wp-content/uploads/2020/02/Figure-2.-TLS-and-authentication-adoption-rate-of-the-exposed-registries-1024x291.png) Figure 2. TLS and authentication adoption rate of the exposed registries ![Exposed Docker Registries](https://unit42.paloaltonetworks.com/wp-content/uploads/2020/02/Figure-3.-The-allowed-operations-of-the-exposed-registries-1024x507.png) Figure 3. The allowed operations of the exposed registries [![Exposed Docker Repositories](https://unit42.paloaltonetworks.com/wp-content/uploads/2020/02/Figure-4.-A-sample-of-the-unsecured-repositories-and-tags-1024x455.png)](https://unit42.paloaltonetworks.com/wp-content/uploads/2020/02/Figure-4.-A-sample-of-the-unsecured-repositories-and-tags.png) Figure 4. A sample of the unsecured repositories and tags ![Exposed Docker Registries.](https://unit42.paloaltonetworks.com/wp-content/uploads/2020/02/Figure-5.-The-number-of-repositories-and-tags-in-the-exposed-registries.-1024x305.png) Figure 5. The number of repositories and tags in the exposed registries. ## **Conclusion** In this blog, we showed that a misconfigured Docker registry could leak confidential data, lead to a full-scale compromise, and interrupt the business operations. The remediation strategy for this particular misconfiguration is straightforward, such as adding a firewall rule to prevent the registry from being accessed from the internet and enforcing authentication header in all the API requests. However, with an ever-increasing number of applications and complexity of infrastructure, security becomes a daunting job. Automated tools are needed to scan for vulnerabilities and monitor malicious activities constantly. The earlier the issues can be identified, the less chance they will be exploited in the production. [Prisma Cloud](https://www.paloaltonetworks.com/prisma/cloud) provides a comprehensive solution to protect the entire software development life cycle from infrastructure security to application security. The focus on shift left and DevOps security also helps Prisma Cloud clients defend against the most advanced cyber attacks. Download the [Unit 42 Cloud Threat Report: Spring 2020](https://go.paloaltonetworks.com/cloudthreatreport) for more research and best practices to implement in your organization. ## **Additional Resources** * [Unit 42 Cloud Threat Report: Spring 2020 Blog](https://unit42.paloaltonetworks.com/cloud-threat-report-intro) * [Unit 42 CTR: Sensitive Data Exposed in GitHub](https://unit42.paloaltonetworks.com/github-data-exposed) Back to top ### Tags * [Cloud-Native](https://unit42.paloaltonetworks.com/tag/cloud-native/ "Cloud-Native") * [Container](https://unit42.paloaltonetworks.com/tag/container/ "Container") * [Docker](https://unit42.paloaltonetworks.com/tag/docker/ "Docker") * [Kubernetes](https://unit42.paloaltonetworks.com/tag/kubernetes/ "Kubernetes") * [Misconfiguration](https://unit42.paloaltonetworks.com/tag/misconfiguration/ "Misconfiguration") * [Registries](https://unit42.paloaltonetworks.com/tag/registries/ "Registries") [Threat Research Center](https://unit42.paloaltonetworks.com "Threat Research") [Next: Unit 42 CTR: Sensitive Data Exposed in GitHub](https://unit42.paloaltonetworks.com/github-data-exposed/ "Unit 42 CTR: Sensitive Data Exposed in GitHub") ### Table of Contents * ### Related Articles * [Copy Fail: What You Need to Know About the Most Severe Linux Threat in Years](https://unit42.paloaltonetworks.com/cve-2026-31431-copy-fail/ "article - table of contents") * [Understanding Current Threats to Kubernetes Environments](https://unit42.paloaltonetworks.com/modern-kubernetes-threats/ "article - table of contents") * [Cloud Logging for Security and Beyond](https://unit42.paloaltonetworks.com/cloud-logging-for-security/ "article - table of contents") ## Related Cloud Cybersecurity Research Resources ![Pictorial representation of how default AWS AgentCore Harness configurations allow prompt injection to exfiltrate AgentCore Identity credentials. Futuristic illustration with glowing neon lights and advanced technology motifs, depicting cloud computing and data flow through interconnected networks. The scene is highlighted by hovering digital clouds and dynamic, illuminated linear structures, set in a dramatic, blue and orange color scheme.](https://unit42.paloaltonetworks.com/wp-content/uploads/2026/09/03_Cloud_cybersecurity_research_Overview_1920x900-786x368.jpg) [![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) September 18, 2026 [#### A Vault with a Heap-View: The Uncomfortable Space Between AgentCore Harness and Identity](https://unit42.paloaltonetworks.com/securing-aws-agentcore-harness-credentials/) * [Agentcore runtime](https://unit42.paloaltonetworks.com/tag/agentcore-runtime/ "agentcore runtime") * [Agentic AI](https://unit42.paloaltonetworks.com/tag/agentic-ai/ "Agentic AI") * [Cloud](https://unit42.paloaltonetworks.com/tag/cloud/ "Cloud") [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/securing-aws-agentcore-harness-credentials/ "A Vault with a Heap-View: The Uncomfortable Space Between AgentCore Harness and Identity") ![Pictorial representation of automated detection. Digital illustration of a glowing blue brain connected to a network of lines and lights.](https://unit42.paloaltonetworks.com/wp-content/uploads/2026/09/12_Cloud_cybersecurity_research_Overview_1920x900-2-786x368.jpg) [![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) September 14, 2026 [#### Unmasking Cloud Identities: From Behavioral Clustering to Automated Detection](https://unit42.paloaltonetworks.com/behavioral-clustering-map-to-cloud-identities/) * [AWS CloudTrail](https://unit42.paloaltonetworks.com/tag/aws-cloudtrail/ "AWS CloudTrail") * [Cloud detection](https://unit42.paloaltonetworks.com/tag/cloud-detection/ "cloud detection") * [DevOps](https://unit42.paloaltonetworks.com/tag/devops/ "DevOps") [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/behavioral-clustering-map-to-cloud-identities/ "Unmasking Cloud Identities: From Behavioral Clustering to Automated Detection") ![Pictorial representation of bucket hijacking technique for cloud data exfiltration. Digital illustration of Europe map highlighting network connections and nodes, depicted as glowing points and lines on a dark blue background, emphasizing major cities and connectivity across the continent.](https://unit42.paloaltonetworks.com/wp-content/uploads/2026/06/09_Cloud_cybersecurity_research_Overview_1920x900-786x368.jpg) [![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) June 22, 2026 [#### The Global Namespace Risk: Universal Bucket Hijacking Technique for Cloud Data Exfiltration](https://unit42.paloaltonetworks.com/cloud-bucket-hijacking-risks/) * [AWS](https://unit42.paloaltonetworks.com/tag/aws/ "AWS") * [Bucket hijacking](https://unit42.paloaltonetworks.com/tag/bucket-hijacking/ "bucket hijacking") * [Cloud data exfiltration](https://unit42.paloaltonetworks.com/tag/cloud-data-exfiltration/ "cloud data exfiltration") [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/cloud-bucket-hijacking-risks/ "The Global Namespace Risk: Universal Bucket Hijacking Technique for Cloud Data Exfiltration") ![Pictorial representation of Vertex AI model uploads. Close-up view of a digital wall displaying various glowing icons, representing a high-tech network interface.](https://unit42.paloaltonetworks.com/wp-content/uploads/2026/06/AdobeStock_1270203474-1-786x354.png) [![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) June 16, 2026 [#### Pickle in the Middle -- Hijacking Vertex AI Model Uploads for Cross-Tenant RCE](https://unit42.paloaltonetworks.com/hijacking-vertex-ai-model/) * [Bucket squatting](https://unit42.paloaltonetworks.com/tag/bucket-squatting/ "bucket squatting") * [Google Cloud](https://unit42.paloaltonetworks.com/tag/google-cloud/ "Google Cloud") * [Joblib](https://unit42.paloaltonetworks.com/tag/joblib/ "joblib") [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/hijacking-vertex-ai-model/ "Pickle in the Middle – Hijacking Vertex AI Model Uploads for Cross-Tenant RCE") ![Pictorial representation of Cloud Logging services for defense evasion. A vibrant digital illustration depicting a glowing, neon blue cloud symbol positioned over a circuit board landscape. The cloud symbolizes cloud computing technology, and the landscape features intricate electronic circuits with glowing lines and nodes, suggesting high-tech data transfer and connectivity.](https://unit42.paloaltonetworks.com/wp-content/uploads/2026/06/11_Cloud_cybersecurity_research_Overview_1920x900-786x368.jpg) [![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) June 9, 2026 [#### Blinding the Watchmen: Abusing Cloud Logging Services for Defense Evasion and Visibility](https://unit42.paloaltonetworks.com/cloud-logging-defense-evasion/) * [AWS CloudTrail](https://unit42.paloaltonetworks.com/tag/aws-cloudtrail/ "AWS CloudTrail") * [Cloud logging](https://unit42.paloaltonetworks.com/tag/cloud-logging/ "cloud logging") * [Defense evasion](https://unit42.paloaltonetworks.com/tag/defense-evasion/ "defense evasion") [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/cloud-logging-defense-evasion/ "Blinding the Watchmen: Abusing Cloud Logging Services for Defense Evasion and Visibility") ![Pictorial representation of ROADtools framework in the cloud. An Asian man wearing glasses sits in front of a computer screen. Reflecting in the glasses are lines indicating analysis. Bright blue city lights illuminate the rest of the image.](https://unit42.paloaltonetworks.com/wp-content/uploads/2026/05/10_Cloud_cybersecurity_research_Overview_1920x900-1-786x368.jpg) [![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) May 22, 2026 [#### Paved With Intent: ROADtools and Nation-State Tactics in the Cloud](https://unit42.paloaltonetworks.com/roadtools-cloud-attacks/) * [Curious Serpens](https://unit42.paloaltonetworks.com/tag/curious-serpens/ "Curious Serpens") * [Entra ID](https://unit42.paloaltonetworks.com/tag/entra-id/ "Entra ID") * [Microsoft Azure](https://unit42.paloaltonetworks.com/tag/microsoft-azure/ "Microsoft Azure") [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/roadtools-cloud-attacks/ "Paved With Intent: ROADtools and Nation-State Tactics in the Cloud") ![Pictorial representation of autonomous AI attack in cloud environments. Digital illustration of a glowing blue brain connected to a network of lines and lights.](https://unit42.paloaltonetworks.com/wp-content/uploads/2026/04/12_Cloud_cybersecurity_research_Overview_1920x900-786x368.jpg) [![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) April 23, 2026 [#### Can AI Attack the Cloud? Lessons From Building an Autonomous Cloud Offensive Multi-Agent System](https://unit42.paloaltonetworks.com/autonomous-ai-cloud-attacks/) * [AI](https://unit42.paloaltonetworks.com/tag/ai/ "AI") * [Cloud](https://unit42.paloaltonetworks.com/tag/cloud/ "Cloud") * [Data exfiltration](https://unit42.paloaltonetworks.com/tag/data-exfiltration/ "data exfiltration") [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/autonomous-ai-cloud-attacks/ "Can AI Attack the Cloud? Lessons From Building an Autonomous Cloud Offensive Multi-Agent System") ![Pictorial representation of passwordless authentication. Futuristic cityscape with skyscrapers surrounded by glowing, neon-lit pathways and digital clouds. The sky is vibrant with pink and orange hues, giving a surreal, cyberpunk aesthetic.](https://unit42.paloaltonetworks.com/wp-content/uploads/2026/03/02_Cloud_cybersecurity_research_Overview_1920x900-786x368.jpg) [![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) March 23, 2026 [#### Google Cloud Authenticator: The Hidden Mechanisms of Passwordless Authentication](https://unit42.paloaltonetworks.com/passwordless-authentication/) * [Google](https://unit42.paloaltonetworks.com/tag/google/ "Google") * [Google authenticator](https://unit42.paloaltonetworks.com/tag/google-authenticator/ "google authenticator") * [Google Chrome](https://unit42.paloaltonetworks.com/tag/google-chrome/ "Google Chrome") [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/passwordless-authentication/ "Google Cloud Authenticator: The Hidden Mechanisms of Passwordless Authentication") ![Close-up of a black woman with glasses examining colorful computer code on a screen. The scene is illuminated by various lights, creating a focused and analytical atmosphere.](https://unit42.paloaltonetworks.com/wp-content/uploads/2026/02/13_Cloud_cybersecurity_research_Overview_1920x900-786x368.jpg) [![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) February 6, 2026 [#### Novel Technique to Detect Cloud Threat Actor Operations](https://unit42.paloaltonetworks.com/tracking-threat-groups-through-cloud-logging/) * [API](https://unit42.paloaltonetworks.com/tag/api/ "API") * [IAM](https://unit42.paloaltonetworks.com/tag/iam/ "IAM") * [MITRE](https://unit42.paloaltonetworks.com/tag/mitre/ "MITRE") [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/tracking-threat-groups-through-cloud-logging/ "Novel Technique to Detect Cloud Threat Actor Operations") ![Pictorial representation of Azure OpenAI DNS resolution issue. Futuristic cityscape illustration with luminous structures and floating cloud elements, showcasing advanced technology and a dynamic, digitally enhanced environment.](https://unit42.paloaltonetworks.com/wp-content/uploads/2025/06/02_DNS_Overview_1920x900-786x368.jpg) [![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) January 20, 2026 [#### DNS OverDoS: Are Private Endpoints Too Private?](https://unit42.paloaltonetworks.com/dos-attacks-and-azure-private-endpoint/) * [Microsoft Azure](https://unit42.paloaltonetworks.com/tag/microsoft-azure/ "Microsoft Azure") * [Networking](https://unit42.paloaltonetworks.com/tag/networking/ "networking") [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/dos-attacks-and-azure-private-endpoint/ "DNS OverDoS: Are Private Endpoints Too Private?") * ![Slider arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/slider-arrow-left.svg) * ![Slider arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/slider-arrow-left.svg) ![Close button](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/close-modal.svg) ![Enlarged Image]() ![Newsletter](https://unit42.paloaltonetworks.com/wp-content/uploads/2026/03/unit42-footer-subscribe-desktop.png) ![UNIT 42 Small Logo](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/palo-alto-logo-small.svg) Get updates from Unit 42 ## Peace of mind comes from staying ahead of threats. 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