Panther informational experimental python
Detect Reconnaissance from IAM Users
An IAM user has a high volume of access denied API calls.
Detection Logic
from ipaddress import ip_address
from panther_aws_helpers import aws_rule_context
# service/event patterns to monitor
RECON_ACTIONS = {
"dynamodb": ["List", "Describe", "Get"],
"ec2": ["Describe", "Get"],
"iam": ["List", "Get"],
"s3": ["List", "Get"],
"rds": ["Describe", "List"],
}
def rule(event):
# Filter events
if event.get("errorCode") != "AccessDenied":
return False
if event.deep_get("userIdentity", "type") != "IAMUser":
return False
# Console Activity can easily result in false positives as some pages contain a mix of
# items that a user may or may not have access to.
if event.get("userAgent").startswith("aws-internal/3"):
return False
# Validate the request came from outside of AWS
try:
ip_address(event.get("sourceIPAddress"))
except ValueError:
return False
# Pattern match this event to the recon actions
for event_source, event_patterns in RECON_ACTIONS.items():
if event.get("eventSource", "").startswith(event_source) and any(
event.get("eventName", "").startswith(event_pattern) for event_pattern in event_patterns
):
return True
return False
def dedup(event):
return event.deep_get("userIdentity", "arn")
def title(event):
user_type = event.deep_get("userIdentity", "type")
if user_type == "IAMUser":
user = event.deep_get("userIdentity", "userName")
# root user
elif user_type == "Root":
user = user_type
else:
user = "<UNKNOWN_USER>"
return (
"Reconnaissance activity denied to user "
f"[{user}] "
"in account "
f"[{event.get('recipientAccountId')}]"
)
def alert_context(event):
return aws_rule_context(event) Field Validations
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