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feat: add 5 cybersecurity skills - CloudTrail anomalies, SSL/TLS assessment, Wazuh detection, Prefetch analysis, WMI lateral movement
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# API Reference: Detecting AWS CloudTrail Anomalies
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## boto3 CloudTrail API
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```python
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import boto3
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client = boto3.client("cloudtrail", region_name="us-east-1")
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# Paginated event lookup
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paginator = client.get_paginator("lookup_events")
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pages = paginator.paginate(
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StartTime=datetime(2025, 1, 1),
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EndTime=datetime.utcnow(),
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LookupAttributes=[{"AttributeKey": "EventName", "AttributeValue": "ConsoleLogin"}],
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PaginationConfig={"MaxItems": 500, "PageSize": 50},
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)
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for page in pages:
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for event in page["Events"]:
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ct = json.loads(event["CloudTrailEvent"])
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print(ct["sourceIPAddress"], event["EventName"])
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```
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## CloudTrail Event Fields
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| Field | Location | Description |
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|-------|----------|-------------|
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| EventName | Event | API action name |
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| EventSource | Event | AWS service (e.g. iam.amazonaws.com) |
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| Username | Event | IAM user or assumed role |
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| sourceIPAddress | CloudTrailEvent JSON | Caller IP address |
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| errorCode | CloudTrailEvent JSON | Error type if failed |
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| userAgent | CloudTrailEvent JSON | Client SDK/browser |
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| awsRegion | CloudTrailEvent JSON | Region of API call |
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## Sensitive API Calls to Monitor
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| Event Name | Risk | Reason |
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|------------|------|--------|
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| StopLogging | Critical | Disabling CloudTrail |
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| DeleteTrail | Critical | Removing audit trail |
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| CreateAccessKey | High | New credentials for user |
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| AttachUserPolicy | High | Privilege escalation |
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| PutBucketPolicy | High | S3 access change |
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| ConsoleLogin | Medium | Interactive access |
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| RunInstances | Medium | Resource creation |
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| AssumeRole | Medium | Role switching |
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## Rate Limits
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- lookup_events: 2 requests/second per account per region
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- Maximum lookback: 90 days
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- Max results per page: 50 events
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## References
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- boto3 CloudTrail: https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/cloudtrail.html
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- CloudTrail Insights: https://docs.aws.amazon.com/awscloudtrail/latest/userguide/logging-insights-events-with-cloudtrail.html
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- LookupEvents API: https://docs.aws.amazon.com/awscloudtrail/latest/APIReference/API_LookupEvents.html
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