Category: Devops
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Botnet takedowns have become a regular part of international cybercrime enforcement, but the history of major malware operations shows that shutting down command-and-control (C2) infrastructure does not always eliminate the underlying threat. Some of the most persistent botnets were built around mechanisms that allowed infected systems to recover communications, locate replacement infrastructure, or continue operating…
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Infrastructure-as-code has become a standard method for managing cloud environments, allowing organizations to provision networks, configure identity services, and deploy production infrastructure through version-controlled definitions. Terraform plays a central role in these workflows, using providers to translate declarative configurations into API operations against cloud platforms and other infrastructure services. These providers are often treated as…
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Organizations depend on machine-generated data to monitor infrastructure, investigate security incidents, and maintain visibility across increasingly distributed environments. Application logs, network telemetry, system diagnostics, and distributed traces provide detailed records of activity that would otherwise be difficult to reconstruct. Security operations centers rely on this information to identify suspicious behavior, correlate events across systems, and…
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Exposed credentials in public code repositories are often treated as isolated developer mistakes. An API key gets committed to a configuration file, a service account credential appears in a testing script, or an authentication token makes its way into a repository that was never intended to contain sensitive information. The immediate response is usually to…
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AI coding tools are changing far more than how quickly developers can produce code. They are changing the economics of the pull request itself. A pull request once represented a meaningful amount of authoring effort: a developer had to inspect the repository, make a set of changes, run tests, write a description, and submit the…
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Continuous integration and continuous delivery are often described as engineering automation: code enters a repository, tests run, an artifact is built, and a release moves into an environment. That description is operationally correct, but it leaves out the security fact that matters most. A CI/CD workflow is also a programmable access path into production. Modern…
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Secure code review has always required more than finding obvious injection bugs or checking whether a developer used the right library call. Good review connects code behavior to trust boundaries, data flow, authorization logic, state changes, error handling, deployment context, and abuse cases. AI does not remove that requirement. It changes the volume, speed, source,…
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Kali365 is the latest reminder that Microsoft 365 phishing has moved beyond fake login pages and stolen passwords. According to the FBI, Kali365 is a phishing-as-a-service platform first seen in April 2026 and distributed mainly through Telegram. Its purpose is direct: help attackers obtain Microsoft 365 OAuth access and refresh tokens, bypass common MFA controls,…
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APIs have become one of the most important layers of modern software architecture. They connect web applications, mobile apps, SaaS platforms, identity providers, payment processors, cloud services, analytics systems, artificial intelligence tools, internal databases, and third-party integrations. For most organizations, APIs are no longer a secondary concern sitting behind the application. They are the application’s…
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The integration of AI in DevOps is revolutionizing software development, yet presents governance challenges in regulated environments. Issues like accountability for AI-generated code, compliance with security policies, and potential liabilities must be addressed. Organizations need robust validation processes to ensure compliance and maintain audit readiness in AI-enhanced development pipelines.