Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

Monitor Apigee X API traffic and security with Datadog

Apigee X is Google Cloud’s API management platform. Software and platform teams use it to secure, publish, and govern the APIs that internal services, partners, and external developers depend on. Apigee X sits in the request path for that traffic, so a latency spike or a rise in policy errors reaches API consumers before most other signals do. Watching proxy traffic, latency, and security posture usually means jumping between Apigee analytics and separate infrastructure tools.

The Permission Boundary Myth: Why Authorized Doesn't Mean Appropriate for Coding Agents

Coding agent security has a framing problem. Most security conversations around these tools center on the wrong question. 'Did the agent have permission to do that?' is a reasonable place to start, but in the context of autonomous AI systems, it's not where the risk actually lives. In Zenity Labs' research into the coding agent threat model, the pattern that keeps surfacing isn't that agents are doing things they aren't allowed to do.

Astra Ranks as a Leader in G2 Pentesting Companies

We are going to try something risky here: humility in a blog post about winning an award. Let us start by saying a badge DOES NOT change how Astra-nauts show up for work on a Monday, but when 211 people (as of July 10, 2026) take the time to log into G2 and talk about whether Astra Security holds up to its commitments, months after their engagement closed, we take a minute. This quarter, that added up to a 4.6 out of 5 rating and 72 badges across 19 Grid Reports.

Report: Social Engineering Remains a Central Part of AI-assisted Attacks

Threat actors continue to rely on social engineering as AI is incorporated into their attacks, according to ESET’s Threat Report for the first half of 2026. ESET’s Director of Threat Prevention Labs, Jiří Kropáč, stated, “Rather than relying on entirely new methods and tools, attackers are quickly adapting established techniques to new platforms, technologies, and user behaviors.
Featured Post

That "Recruiter" probably isn't a recruiter

Most people have accepted a LinkedIn request from someone they don't know. The profile looks credible. Professional photo, solid work history, a few mutual connections. Their job title says recruiter and you accepted it without thinking twice. That's the point.

SSH ProxyJump at Scale: Where It Breaks Down and What to Do Instead

Most engineers meet SSH ProxyJump the same way: a single bastion host stands between the public internet and a private network, and one clean -J flag replaces a clunky chain of manual hops. For small teams managing a handful of servers, it feels like a solved problem. But infrastructure grows, teams grow, and the assumptions that made ProxyJump elegant at ten servers start to strain at ten thousand. What works cleanly in a small environment often becomes a liability in a large one, and understanding why is the first step toward finding a better approach.

Understanding the Importance of Advanced Medical Imaging

When pain, swelling, dizziness, or strange symptoms refuse to explain themselves, "wait and see" can feel pretty unsettling. You want answers. Your doctor does too. That is where advanced medical imaging becomes so valuable. It gives clinicians a clearer look inside the body when an exam, blood test, or symptom checklist is not enough.

Building a More Secure Workplace Technology Environment

One weak password. One rushed click. One laptop left in a rideshare. That's all it can take to create a very real problem for your business. Strong workplace technology security is no longer just about locking down computers. It protects payroll, customer records, employee privacy, contracts, financial data, and the trust you've worked hard to earn.

How Streaming Algorithms Respond to Audience Activity Signals

Growth on major platforms often feels like chasing a ghost. Creators spend countless hours refining content, only to find their metrics stagnant despite high-quality production. The reality is that platforms operate on complex data-driven feedback loops that prioritize engagement signals above sheer effort.

When Should a Small Law Firm Invest in Legal Case Management Software?

Many small law firms wait until they feel overwhelmed before thinking about new technology. At first, spreadsheets, email folders, paper files, and shared calendars seem manageable. Then the caseload grows. Deadlines become harder to track, administrative work piles up, and finding information starts taking longer than it should. The truth is that you do not need to be a large firm to benefit from case management software. In many cases, smaller firms have even more to gain because every hour spent on administration is an hour that cannot be billed to clients.