You will become a wizard at jq . I am not joking. The labs force you to parse terabytes of JSON logs to find the one AssumeRole call that happened at 3:00 AM from an IP address in a region you don't operate in. By Day 3, you will be able to reconstruct an entire attacker timeline from raw API calls.

The course doesn't just hand you a checklist of "bad things." It teaches you how modern cloud threat actors move. You will learn to identify the difference between a compromised workstation using stolen keys vs. a misconfigured OIDC provider.

Traditional incident response (IR) assumes you own the logs, the network, and the kernel. In AWS, Azure, and GCP, you own nothing but a set of APIs.

Here is the breakdown of the magic:

Stay safe. Rotate your keys.

You cannot run Volatility on a misconfigured S3 bucket. You cannot capture network traffic from a Lambda function that executed for 300ms and vanished.

April 17, 2026 Reading Time: 4 minutes

Sans Sec 549 🔔

You will become a wizard at jq . I am not joking. The labs force you to parse terabytes of JSON logs to find the one AssumeRole call that happened at 3:00 AM from an IP address in a region you don't operate in. By Day 3, you will be able to reconstruct an entire attacker timeline from raw API calls.

The course doesn't just hand you a checklist of "bad things." It teaches you how modern cloud threat actors move. You will learn to identify the difference between a compromised workstation using stolen keys vs. a misconfigured OIDC provider. sans sec 549

Traditional incident response (IR) assumes you own the logs, the network, and the kernel. In AWS, Azure, and GCP, you own nothing but a set of APIs. You will become a wizard at jq

Here is the breakdown of the magic:

Stay safe. Rotate your keys.

You cannot run Volatility on a misconfigured S3 bucket. You cannot capture network traffic from a Lambda function that executed for 300ms and vanished. By Day 3, you will be able to

April 17, 2026 Reading Time: 4 minutes