| infrastructure-as-code, configuration management, and patching automation routinely create, update, and delete vm extensions. the first time a given extension resource name is operated on from a new source as number will alert. baseline expected management networks (corporate egress, ci/cd runners, third-party automation saas) and exclude their as numbers if the activity is verified as authorized. read operations are typically not emitted to the azure activity log; the rule predominantly fires on write and delete. | |