tools often miss. The platform includes features for runtime vulnerability prioritization, runtime patching that doesn’t require source code changes, and anomaly detection and response to surface and respond to threats in real time. Raven.io’s solution supports a range of programming languages and cloud deployments, allowing security and engineering teams to apply security controls across containers, Kubernetes environments, and compute instances. The company’s tooling also provides forensic data on suspicious activity, helping users understand the context of attempted attacks and make informed decisions about remediation. Raven.io integrates with existing development and operations workflows to extend application protection throughout the software lifecycle. Its approach centers on continuous observation of library behavior and execution flow rather than relying on signature‑based or external perimeter defenses. Raven.io’s platform is designed for environments where visibility into runtime behavior and real‑time threat mitigation are essential for securing applications against evolving exploit techniques.