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Highlights from Datadog Security Labs in 2023

January 4, 2024

We launched Datadog Security Labs in July 2022 as a dedicated place to publish actionable and innovative security content for the practitioner community. In 2023, our first full calendar year, we continued to stay busy with open source projects, research into emerging threats and vulnerabilities, and educational content.

In this post, we look at the highlights from Security Labs in 2023.

Open source security tools

Here’s a look at the open source releases we made this year.

KubeHound

We open sourced KubeHound, an internal project used by our adversary emulation team to identify attack paths in Kubernetes clusters.

Sample attack path generated by KubeHound
Sample attack path generated by KubeHound (click to enlarge)

The project’s website, kubehound.io, contains a reference of dozens of common Kubernetes attack techniques, as well as information on how to reproduce and prevent them.

Managed Kubernetes Auditing Toolkit (MKAT)

At KubeCon EU 2023 in Amsterdam, we released MKAT, an easy-to-use toolkit for identifying common flaws in managed Kubernetes environments.

MKAT allows you to easily visualize which Kubernetes workloads have AWS permissions through IAM Roles for Service Accounts and EKS Pod Identity

Since then, we've added support for the recently released EKS Pod Identity feature and made several improvements.

HTTP Agnostic Software Honeypot (HASH)

Honeypots are a popular way to gather threat intelligence from attackers who run mass or targeted exploitation over the internet.

In May 2023, we open sourced an internal project, HASH, that serves as a highly configurable and modular honeypot framework. Our security research team actively uses HASH to identify exploitation of vulnerabilities in the wild—see for instance our analysis of exploitation in the wild of the Confluence CVE-2023-22515 vulnerability—and we were happy to present it at BlackHat Arsenal MEA.

Doubling down on existing projects

We strongly believe that open source is about not only releasing new projects but also caring for and developing a community around existing ones. We continued to support our open source projects in 2023 by:

Security research

After publishing our first State of AWS Security in 2022, we were excited to release our first State of Cloud Security in 2023, analyzing the security posture of thousands of AWS, Azure, and Google Cloud environments.

State of Cloud Security 2023
One of our findings from the State of Cloud Security, comparing network exposure across cloud providers (click to enlarge)

We also released a research project analyzing the (in)security of AWS IAM roles using OpenID Connect (OIDC) for GitHub Actions. Through our research, we identified a number of vulnerable organizations and even helped the UK government remediate a vulnerability that allowed us to retrieve credentials to one of their AWS accounts.

National Cyber Security Center (NCSC) challenge coin gracely provided by the UK government following our research

Finally, we published our first analysis of AWS threat actors, based on CloudTrail logs from real AWS production environments.

Vulnerability research

We discovered and disclosed several vulnerabilities in cloud providers' environments, including:

We also published an analysis and proof of concept for a Windows command injection vulnerability in Kubernetes.

Educational security content

Securing a piece of technology starts by understanding it from the inside out. That's why in 2023, we launched Container security fundamentals, a hands-on, six-part series that dives into the inner workings of containerized workloads. Each of these posts also comes with an associated interactive YouTube video.

Since most containers today run in the cloud, we also released four pieces of content specifically targeted at better understanding, defending, and attacking managed Kubernetes environments:

Last but not least, we released the Cloud Security Atlas, a curated and actionable encyclopedia of common cloud security misconfigurations and attacks.

Public speaking

We shared our work with the community at multiple conferences in 2023, including fwd:cloudsec, KubeCon EU, BlackHat, and ATT&CKcon.

Nick Frichette, from the Datadog Security Research team, at BlackHat US 2023

We've also had a lot of fun participating in the Cloud Security Podcast on several occasions.

Refer to our About page for our full list of talks.

What's next

We have a number of projects in the works for 2024. In particular, we plan to release more hands-on cloud security content and analysis of cloud attacks in the wild.

Stay tuned! You can also subscribe to our monthly newsletter to receive our latest research in your inbox, or use our RSS feed.

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