Audit log seems to be not enabled for the delivery service
This issue was discovered during testing in the Pre-Shipping environment for AWS and may require development effort to address.
The original incident is reported here.
Based on my observation of Delivery Service logs in cloudwatch. I could not find the audit logs so this is my impression that audit logs should be enabled for the delivery service as its done for other services.