Security Operations Center evaluation often collapses into counting activity: alerts processed, cases closed, and tools deployed. Those numbers are easy to collect but frequently mislead because they blend workload, noise, and adversary pressure. A more defensible approach evaluates the SOC…
Category: DZone Security Zone
How to Detect Spam Content in Documents Using C#
Enterprise endpoints accept file uploads from a wide range of sources, including vendors, customers, partners, and anonymous external users. The content within those documents is largely trusted by default, especially if it passes a virus and malware scan. The problem…
Your API Authentication Isn’t Broken; It’s Quietly Failing in These 6 Ways
Most API authentication setups don’t fail loudly. They fail quietly, and by the time you notice, something else is already wrong. APIs sit at the center of most modern applications. They connect frontends, microservices, and third-party integrations. In theory, we…
Detecting Bugs and Vulnerabilities in Java With SonarQube
The security audit report landed unexpectedly. It highlighted a critical vulnerability in our payment processing module. We had passed all unit tests. We had passed all integration tests. The code review looked clean. Yet the auditors found a hardcoded API…
Securing Everything: Mapping the Right Identity and Access Protocol (OIDC, OAuth2, and SAML) to the Right Identity
Overview Identity and access security is built on two fundamental requirements: Authentication (AuthN) — who you are, and Authorization (AuthZ) — what you are allowed to do. Every secure system must answer both questions clearly and consistently. In modern architecture,…
Bridging Gaps in SOC Maturity Using Detection Engineering and Automation
Security operations centers often mature in uneven increments: telemetry expands faster than normalization, alerting grows faster than triage capacity, and response playbooks exist without reliable signals to trigger them. SOC maturity is best treated as the ability to operate a…
Context-Aware Authorization for AI Agents
In an enterprise AI system, we use already established role-based access control as a reference to perform actions. In theory, and to an extent, that should be enough. The rule is simple: if an employee or a user has permission…
Your Identity Governance Is Lying to You
There’s a specific kind of compliance theater that anyone who’s worked in enterprise security will recognize. It’s quarterly access review season. A manager opens their inbox, sees 400 certification tasks due by Friday, and starts clicking “Approve” — not because…
The “Zombie API” Attack: Why Your Old Integrations Are Your Biggest Security Risk
Three years ago, your team built a payment integration. It worked fine. Then you moved to a better solution, shipped the new version, and everyone got busy with the next thing. Nobody filed a formal ticket to shut the old…
Beyond Algorithms: The Human Element in AI-Driven Cybersecurity
This article examines the convergence of artificial intelligence and cybersecurity, highlighting the importance of the human factor in the development and management of these technologies. The document addresses the integration of artificial intelligence with quantum computing, highlighting the shift in…
You Secured the Code. Did You Secure the Model?
Your team just shipped an AI-powered feature. You scanned the code. Passed SAST. Reviewed the PR. Green across the board. But here’s what you probably didn’t scan: the model weights. The agent framework. The dataset lineage. The MCP server that your agent calls at runtime. …
How to Secure Secrets in CI/CD Pipelines
CI/CD pipelines are the foundation of modern software delivery. Every code change, no matter how small or large, always goes through automated build, test, and deployment workflows prior to production delivery, and then becomes available to end users. These CI/CD…
Identity Security in the Age of Agentic AI: What Engineers Need to Know
The rise of agentic AI isn’t just changing how we build software it’s fundamentally breaking our assumptions about identity, access, and accountability. As engineers, we’ve spent decades building identity systems around a simple premise: users are humans. That premise is…
Securing CI/CD Pipelines Against Supply Chain Attacks: Why Artifacts and Dependencies Matter More Than Ever
In highly automated engineering environments, the modern CI/CD pipeline has become a critical trust boundary. Every commit, build, and deployment represents an implicit decision to trust. If that trust is compromised, the pipeline does not just fail; it faithfully delivers…
Why AI Forces a Rethink of Everything We Know About Software Security
Editor’s Note: The following article is the full-length version of the article, “How AI Is Rewriting the Rules of Software Security: Machine-Speed Delivery, Shifting Risk, and New Control Points.“ AI has hit the gas pedal on software delivery. We are…
Effective Engineering Feedback: Software Testing
Testing is learning through questioning and acting upon questions and answers. The importance of our questions and their answers determines testing value. There is a truth hidden behind this perspective: Feedback is at the core of testing. Testing is valuable…
Security in the Age of MCP: Preventing “Hallucinated Privilege”
We have officially crossed the rubicon from “AI as a Chatbot” to “AI as an Operator.” With the standardization of the Model Context Protocol (MCP) — the universal “USB-C for AI agents” introduced by Anthropic and rapidly adopted across the…
Spring Boot Done Right: Lessons From a 400-Module Codebase
Most Spring Boot tutorials show you a controller, a service, a repository, and call it a day. That’s fine for a TODO app. But what happens when your application grows to 400 modules, gets deployed at thousands of organizations worldwide,…
Securing the IT and OT Boundary in Geospatial Enterprise Systems
In modern infrastructure, the line between information technology (IT) and operational technology (OT) is blurring. Enterprise geographic information system (GIS) platforms, delivered by leading providers such as Environmental Systems Research Institute Inc. (Esri) as an implementation partner, unify spatial context…
Why Playwright Gets Blocked After 200 Requests (And What To Do About It)
The problem was not Playwright. The problem was that every layer of my connection was telling a different story about who I was. Two Layers, One Identity Anti-bot systems like Cloudflare, PerimeterX (now HUMAN), and Akamai do not just look…