Cloud Detection and Response (CDR) / EDR vs. CDR
CDR catches bad behavior in running cloud workloads. Safeguard secures what gets built before it ever runs. A concrete look at how the two layers — and Aqua Security's CDR — actually differ.
Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
CDR catches bad behavior in running cloud workloads. Safeguard secures what gets built before it ever runs. A concrete look at how the two layers — and Aqua Security's CDR — actually differ.
PATs remain the most common credential leak in Azure DevOps incidents. We trace the patterns that actually reduce risk and the migration paths that retire them entirely.
Five layers cover most of the risk in cloud apps: identity, secrets, artifact scanning, pipeline gates, and runtime guardrails. Here is how to build each one without slowing delivery.
NIST SP 800-218 turned SSDF into a federal procurement gate. Here is what it requires, why attestation is mandatory, and where CNAPP tools like Aqua fall short.
Software supply chain attacks like SolarWinds, XZ Utils, and polyfill.io exploit trust, not code. Here's how they work and how Safeguard closes the provenance gap.
How dependency confusion attacks exploit registry name collisions to run attacker code inside corporate networks, from Alex Birsan's 2021 research to the 2022 PyTorch breach.
Aqua Security found nearly 37,000 GitHub repos vulnerable to repojacking, including Google and Lyft. Here's how the attack works and how Safeguard catches it.
Signing tells you where a container image came from; scanning only tells you what's inside it. Here's how image signing works, how Aqua handles it, and what a complete solution needs.
A working engineer's review of Prisma Cloud's runtime security capabilities in 2026, covering Defender architecture, detection efficacy, and operational realities.
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