Cybersecurity analyst writing advanced Sigma rules for SIEM threat detection on a digital dashboard

🧠 Writing Advanced Sigma Rules: Techniques & Real-World Use Cases

πŸ”– Introduction: Moving Beyond Basics in Detection Engineering

Sigma rules have become a cornerstone in the modern SOC and detection engineering toolbox. They provide a vendor-agnostic way to define detections in YAML format, making rule sharing and collaboration easier across different SIEM platforms.

But while writing basic Sigma rules can be as simple as identifying a known indicator or event ID, advanced Sigma rule writing requires context, creativity, and a deeper understanding of attacker behaviors.

This guide is for:

  • Security Analysts looking to upskill
  • Detection Engineers refining their threat coverage
  • Blue Team professionals working on real-time defenses

Let’s take your Sigma game to the next level.


🧹 What Makes a Sigma Rule β€œAdvanced”?

Writing advanced Sigma rules means moving beyond simple single-event detection. Key aspects include:

  • Context Awareness: Correlating multiple log types or events.
  • Event Chaining: Detecting patterns over time (e.g., brute force followed by login).
  • Enrichments: Adding external intelligence (e.g., watchlists, known tools).
  • Diversity in Log Sources: Not just relying on Windows Security logs; using Sysmon, DNS, Linux auditd, proxy logs, etc.

Example: Detecting RDP brute force based on failed logins across multiple hosts rather than a single system.


πŸ› οΈ Key Techniques for Writing Advanced Sigma Rules
1. Conditional Logic

Use logical operators smartly:

condition: selection1 and (selection2 or selection3)
2. Aggregation & Thresholds

Track repeated behavior in a short time frame:

condition: selection | count() by user > 5
3. Regex & Wildcards

Flexible detection patterns:

CommandLine|contains|regex: "(?i)rundll32.*url"
4. Diverse Log Sources

Think beyond Event ID 4688:

  • Sysmon for process creation and network activity
  • DNS logs for domain name anomalies
  • Linux auditd for process execution and privilege escalations
5. Metadata Enrichment

Good rules have metadata:

level: high
tactics:
  - credential-access
tags:
  - attack.t1003.001

🧠 Real-World Use Cases
βœ… 1. Detecting Credential Dumping (LSASS Access)
  • What: Attackers accessing lsass.exe to dump credentials
  • Log Source: Sysmon Event ID 10 (ProcessAccess)
detection:
  selection:
    TargetImage: 'C:\\Windows\\System32\\lsass.exe'
    GrantedAccess: '0x1410'
condition: selection
  • MITRE ATT&CK: T1003.001
  • Tuning: Exclude common tools like antivirus

βœ… 2. Lateral Movement via RDP Brute Force
  • What: Multiple failed login attempts followed by success
  • Log Source: Windows Security Event ID 4625 and 4624
detection:
  failed:
    EventID: 4625
    LogonType: 10
  success:
    EventID: 4624
    LogonType: 10
condition: failed[\*] followed_by success
  • MITRE ATT&CK: T1021.001
  • Tuning: Use thresholds (e.g., 5+ failures in 5 minutes)

βœ… 3. Suspicious Use of Rundll32 or Mshta
  • What: Living-off-the-land techniques
  • Log Source: Sysmon Event ID 1
detection:
  selection:
    Image|endswith:
      - 'rundll32.exe'
      - 'mshta.exe'
    CommandLine|contains:
      - 'http'
condition: selection
  • MITRE ATT&CK: T1218.011, T1216
  • Tuning: Look for usage in non-system folders

πŸ§ͺ Testing & Tuning Your Advanced Sigma Rules
  • Test Labs: DetectionLab, HELK
  • Tools: sigmac, Red Canary’s Atomic Red Team
  • Practice: Log real attacker tools like mimikatz or cobalt strike, then build rules

Example of Iteration:

  1. Write initial rule
  2. Run in lab
  3. Analyze false positives
  4. Add exclusions or enrich conditions

🌐 Integrating with SIEMs
  • Conversion: Use sigmac to convert to Elastic, Sentinel, Splunk
  • Normalization: Ensure fields match your SIEM schema
  • CI/CD: Integrate with GitHub workflows for deployment

πŸ’‘ Pro Tips from the Field
  • Version your rules: Use Git for tracking changes
  • Contribute back: Share to the SigmaHQ GitHub repo
  • Use Tags Wisely: Helps with MITRE mapping and alert prioritization
  • Documentation: Always write what the rule does and why

πŸ”Ί Conclusion

Advanced Sigma rule writing is part science, part art. It requires context, attacker knowledge, and iteration.

Try upgrading one of your existing basic rules using:

  • Event chaining
  • Diverse logs
  • Regex
  • Metadata

Then test it, tune it, and share it with your peers. Together, we can push detection engineering forward.


πŸ”— Useful Resources

Stay sharp, stay curious.

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