robotflow-labs/skills-repo/analyzing-cloud-storage-access-patterns

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Detect abnormal access patterns in AWS S3, GCS, and Azure Blob Storage by analyzing CloudTrail Data Events, GCS audit logs, and Azure Storage Analytics. Identifies after-hours bulk downloads, access from new IP addresses, unusual API calls (GetObject spikes), and potential data exfiltration using statistical baselines and time-series anomaly detection.

Install

npx vskill@latest install robotflow-labs/skills-repo/analyzing-cloud-storage-access-patterns

SKILL.md

The same SKILL.md was published earlier as autohandai/community-skills/analyzing-cloud-storage-access-patterns.

Instructions

  1. Install dependencies: pip install boto3 requests
  2. Query CloudTrail for S3 Data Events using AWS CLI or boto3.
  3. Build access baselines: hourly request volume, per-user object counts, source IP history.
  4. Detect anomalies:
  • After-hours access (outside 8am-6pm local time)
  • Bulk downloads: >100 GetObject calls from single principal in 1 hour
  • New source IPs not seen in the prior 30 days
  • ListBucket enumeration spikes (reconnaissance indicator)
  1. Generate prioritized findings report.
bash
python scripts/agent.py --bucket my-sensitive-data --hours-back 24 --output s3_access_report.json

Examples

CloudTrail S3 Data Event
json
{"eventName": "GetObject", "requestParameters": {"bucketName": "sensitive-data", "key": "financials/q4.xlsx"},
"sourceIPAddress": "203.0.113.50", "userIdentity": {"arn": "arn:aws:iam::123456789012:user/analyst"}}

Security

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Source

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