No code injection into the application runtime. Raven gets runtime execution context without forcing every app to carry security code inside its own execution path.
Injects code into the application runtime.
Eliminated. Raven does not inject code into the application runtime, so customers can upgrade runtimes, frameworks, and base images without Raven breaking the app.
High.
Best-in-class overhead: ~0.4% CPU with full Raven protection and detection enabled.
More instrumentation = more visibility = more overhead and compatibility risk. Deep instrumentation can push CPU overhead above 10% depending on workload and configuration.
Lightweight runtime sensor footprint, typically around 150-300 MB.
In-process runtime-agent model can create heavy memory pressure; in real production this can reach 1GB+, depending on runtime, instrumentation depth, and workload.
10+ language runtime coverage, including Java, Python, Node.js, .NET, Go, PHP, Ruby, Kotlin, Scala, and more.
10+ language runtime coverage, including Java, Python, Node.js, .NET, Go, PHP, Ruby, Kotlin, Scala, and more.
Patented library-level behavior monitoring. Raven isolates a library, chains its execution path, and fingerprints library behavior individually, enabling extremely low false positives.
Not supported. Does not isolate individual libraries, chain their execution, or fingerprint library behavior independently.
Extremely low false positives because Raven ties behavior to actual runtime execution: library, function, call chain, process, syscall, and network behavior.
Higher false-positive risk because the system is bounded by injected instrumentation points and application/request interpretation.
Raven identifies executed functions, risky functions, and vulnerable function reachability at runtime.
Not supported as a core capability.
Raven reconstructs runtime call chains: application -> library -> transitive dependency -> function -> syscall/process/network behavior.
Limited to what the injected code instrumentation captures inside supported runtimes.
Available. Raven prioritizes vulnerabilities by actual runtime execution: disk -> loaded -> executed -> function reached.
Not available.
Available. Raven Gatekeeper CI Control uses runtime intelligence to help teams control what reaches production.
Not available.
AI-agent runtime visibility
Available. Raven can understand AI-agent runtime behavior and the code/tools/actions agents trigger.
Not available.
Unknown / CVE-less exploits
Raven focuses on unauthorized runtime behavior whether or not a CVE, signature, or known payload exists.
Limited by what the injected code instrumentation can see and intercept.
Deployment in under 5 minutes. Platform/security-led rollout without touching application code.
App-by-App deployment lifecycle. Requires maintenance for every app, runtime, framework upgrade, and major code change.
Raven does not inject security logic into the app runtime, reducing production blast-radius risk.
If the injected code misbehaves, the protected application can be directly impacted.
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