Threat intel, DFIR
and security notes
Deep-dives, investigation write-ups, tooling notes and transparent product updates from the mlab team. Written for analysts who want the indicators, the method and the fix.
Threat Intelligence
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The IOC Lifecycle: Aging, Expiration, and Why Old Indicators Hurt You
Indicators of compromise have a shelf life. How to score, decay, and retire IOCs before your stale blocklist starts paging on-call for legitimate CDN traffic.

IOC Analysis Step-by-Step: A Complete Guide for Threat Hunters
A complete, practitioner-focused guide to Indicator of Compromise analysis: from IP addresses and domains to file hashes and network artifacts. Includes real-world examples, tooling, automation scripts, and MITRE ATT&CK mapping.

Understanding IOCs: A Practical Primer
A grounded introduction to Indicators of Compromise — what they are, where they break, and how to actually use them inside a SOC workflow without drowning in false positives.

The Pyramid of Pain Explained: Why Your Hash Feeds Aren't Enough
David Bianco's pyramid of pain ranks indicators by how much they hurt an adversary when you detect them. Most SOCs live at the bottom. Here is how to climb.
inkdex: an index that states facts, a scanner that judges them
Studies, benchmarks and build notes. Method first, numbers included, losses too.
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