🧭 Detecting Ransomware Early: Behavior, Telemetry, and EDR Signals
By James K. Bishop, vCISO | Founder, Stage Four Security
🔍 Why Early Detection Is the Only Detection That Matters
Once ransomware encrypts your systems, the clock runs out fast. Recovery costs skyrocket, decisions get legal, and containment becomes chaotic. The best time to catch ransomware is long before the ransom note appears—during privilege escalation, command staging, or lateral movement.
This post breaks down how to spot ransomware activity in progress using behavioral signals, telemetry patterns, and endpoint detection and response (EDR) insights.
🧠 Know the Warning Signs
Most ransomware attacks follow predictable steps. Look for:
- Unusual access patterns: A user accessing multiple file shares or endpoints rapidly
- Privilege escalation: Sudden use of
whoami,net localgroup administrators, or LSASS access - Process anomalies: Microsoft Word launching PowerShell or
cmd.exe - File activity spikes: Mass renames, deletes, or creation of .lock or .crypted files
Time is everything. These signals are the canary in the coal mine.
🛠️ Endpoint Detection and Response (EDR)
EDR tools are your frontline for catching ransomware behaviors:
- Script-based attacks: Detect encoded PowerShell or batch file obfuscation
- Credential access: Alert on LSASS memory access or token impersonation
- Lateral movement: Use of
wmic,PsExec, RDP, or SMB enumeration - Persistence mechanisms: New scheduled tasks, registry keys, or service creations
Correlate these findings with user behavior and asset risk to prioritize faster.
📊 SIEM and Telemetry Sources
Combine EDR with logs and network telemetry:
- Windows Event Logs: 4688 (process creation), 4624 (logon), 7045 (service install)
- Sysmon: Monitor parent-child process chains and DLL loads
- DNS logs: Look for queries to known ransomware C2 domains or dynamic DNS providers
- Firewall logs: Identify new internal connections or outbound data staging
The earlier your SOC can pivot across this data, the better your odds of stopping encryption.
🧬 Behavior-Based Detections (vs. Signatures)
Ransomware evolves quickly—signatures lag behind. Behavioral detections offer more durable protection:
- Detect the act of encryption itself (e.g., high-speed write-rename-delete patterns)
- Monitor for data staging (large file access outside normal hours)
- Trigger alerts on PowerShell obfuscation or uncommon LOLBins (Living Off the Land Binaries)
Feed these behaviors into your SIEM and tune them to reduce false positives.
⚙️ Hunt Proactively
Use threat hunting to find ransomware actors before they detonate:
- Search for use of tools like AdFind, BloodHound, LaZagne
- Look for known IOCs (Indicators of Compromise) from threat intelligence feeds
- Correlate command-line arguments, registry activity, and failed logons
Hunting isn’t just for APTs—ransomware crews operate just as methodically.
📣 Final Thought
By the time files are encrypted, it’s already a disaster. Early detection—through behavioral monitoring, log correlation, and tuned EDR—is your best shot at stopping a ransomware attack while it’s still just a breach. Build the muscle memory now to catch it in motion.
Need help tuning your detections or standing up a ransomware-specific hunt program? Let’s talk.
