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Cloud logs under threat? The method that exposes attackers early

7 February 2026 16:52

You know that feeling when cloud alerts keep piling up and you’re left wondering whether it’s just background noise or something genuinely bad unfolding? Yeah, it happens all the time. Monitoring systems are supposed to help, yet they often blur the line between normal activity and malicious behavior. This piece dives into a different way of looking at cloud logs, one that aims to cut through that confusion.

Instead of treating every alert as an isolated event, the approach focuses on reading them as connected patterns. When alerts line up in a certain way, they can hint at the presence of a specific threat group. That shift, subtle but important, turns scattered signals into something actionable.

Reading patterns inside cloud alerts

The research looks at how cloud alerts can be mapped to MITRE ATT&CK techniques commonly used by known threat groups. Rather than counting how many alerts fire, the idea is to see whether their combination reflects tactics already associated with real adversaries. That’s a very different mindset from traditional alert handling.

Two threat groups are used as concrete examples. One is Muddled Libra, a cybercrime group known for social engineering and targeted tooling aimed at cloud environments. The other is Silk Typhoon, a state-linked group with more complex and strategic offensive capabilities.

By observing how these groups tend to trigger certain alerts, analysts can build a behavioral profile. That profile helps distinguish, say, activity linked to financially motivated crime from operations that look more like long-term espionage.

What this changes for daily defense

This correlation between alerts and tactics is not just theory. It means security teams can stop reacting blindly to every signal and start focusing on alert combinations that mirror known attack behaviors. In practice, it reduces noise and sharpens response.

For an average SOC team, this is a shift in perspective. Instead of chasing single triggers, analysts can assess whether a sequence of events points to a known adversary and then apply countermeasures that actually fit the situation.

Over time, this method could also support automation, enabling systems to recognize and react to these patterns faster, sometimes even before a compromise becomes visible. That’s the kind of efficiency many cloud security teams are aiming for, frankly.

In the work published by Palo Alto Networks, the focus on linking cloud alerts to MITRE tactics is central to improving visibility into malicious operations hidden inside logs. For the community of Red Hot Cyber
Thinking in terms of patterns instead of isolated alerts is crucial to staying ahead of threat groups. This approach encourages defenders to reason about tactics and techniques, not just signals, and that mindset can significantly strengthen cloud security operations.

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Carolina Vivianti 300x300
Carolina Vivianti is an independent cybersecurity consultant/advisor with experience in the tech and security sectors. She has worked as a Security Advisor for Ford EU/Ford Motor Company and Vodafone, and studied at Sapienza University of Rome.
Areas of Expertise: Cybersecurity, IT Risk Management, Security Advisory, Threat Analysis, Data Protection, Cloud Security, Compliance & Governance