In the world of critical infrastructure, the systems controlling our energy, water, and manufacturing are the unseen engines of daily life.
But as these Operational Technology (OT) environments become increasingly connected, they also become prime targets for cyber threats that can leap from the digital realm to cause real-world disruption and danger.
This isn’t just about data breaches anymore; it’s about safeguarding the physical processes that underpin society. Understanding how to detect these OT threats in real-time isn’t just a technical challenge—it’s a fundamental necessity for maintaining operational resilience and public safety.
The Unseen Battlefield: Why Real-Time OT Threat Detection is Non-Negotiable
The Escalating Cyber Risk to OT Environments
Operational Technology (OT) systems are the backbone of modern industry, managing physical processes in critical sectors like energy, manufacturing, and transportation. Historically isolated, these systems are now increasingly connected to IT networks to boost efficiency and data analytics.
This IT/OT convergence, however, significantly expands the attack surface, exposing vital OT systems to a new wave of cyber threats. A successful attack can lead to physical damage, operational shutdowns, and severe safety hazards, moving beyond mere data breaches.
Incidents like the Colonial Pipeline attack highlight the vulnerability of these systems. While such events increase security awareness and investment, public disclosures can also arm malicious actors. This dynamic necessitates constantly evolving OT security strategies.
The core challenge lies in the differing priorities of IT (data-centric, frequent updates) and OT (safety, reliability, long lifecycles). Connecting these domains without a cohesive security strategy creates vulnerabilities ripe for exploitation.
What is Operational Technology (OT) and Why is it a Prime Target?
Operational Technology encompasses the specialized hardware and software that monitor, manage, and control industrial processes and devices. Critical infrastructure sectors rely heavily on OT for efficiency, safety, and reliability.
These systems are prime targets for attackers aiming to disrupt operations, extort money, cause physical sabotage, or exert geopolitical influence. The potential for cascading failures makes them high-value targets. Motivations vary: some seek financial gain via ransomware, others aim to steal intellectual property, and state-sponsored actors might target critical infrastructure for societal disruption or strategic advantage, as seen with Stuxnet. Effective OT monitoring must therefore detect a broad spectrum of anomalous activities.
The High Stakes: Impact of OT Breaches
OT breaches have severe real-world impacts:
- Operational Downtime: Halts in production and essential service disruptions, as with Colonial Pipeline.
- Financial Losses: Costs include investigation, repair, lost revenue, fines, and reputational damage.
- Safety Risks: Compromised systems can lead to injuries or fatalities.
- Environmental Damage: Risks of spills or emissions in industries like chemical manufacturing.
- Reputational Damage: Erosion of customer trust and public confidence.
High-profile attacks underscore these risks:
- Stuxnet (2010): Damaged Iranian nuclear centrifuges by manipulating PLCs.
- Ukraine Power Grid Attack (2015): Caused power outages for 230,000 consumers using malware like BlackEnergy.
- Colonial Pipeline (2021): Ransomware on IT systems led to the shutdown of OT controlling fuel supply, causing shortages.
- Schneider Electric (2024): A ransomware attack reportedly stole corporate data and disrupted its Resource Advisor cloud platform.
The shift from general malware to targeted OT attacks necessitates specialized defenses that understand industrial protocols and operational behavior, moving beyond generic IT security tools.

Understanding the OT Threat Landscape
Effective OT defense requires understanding common vulnerabilities in Industrial Control Systems (ICS), SCADA systems, and PLCs, alongside challenges from IT/OT convergence and legacy systems.
Common Threats and Vulnerabilities in ICS, SCADA, PLCs
Industrial environments have unique vulnerabilities. Over 70% of disclosed ICS vulnerabilities in late 2020 were high or critical.
Key vulnerabilities include:
- Unpatched Systems: OT systems often run outdated software due to uptime requirements, leaving known exploits unaddressed. This necessitates compensatory controls like real-time monitoring and network segmentation.
- Weak/Default Credentials: Easy entry points for attackers.
- Insecure Remote Access: If not properly secured, remote access for maintenance can be a major vulnerability, as seen in a 2021 Florida water plant incident.
- Lack of Network Segmentation: Flat networks allow threats to spread easily from IT to OT.
- Insecure Industrial Protocols: Many legacy protocols (Modbus, DNP3) lack security features like authentication, making them vulnerable.
- Insider Threats: Malicious or accidental actions by employees.
- Supply Chain Compromises: Attackers targeting less secure vendors, as with SolarWinds.
- Lack of Device Inventory: Not knowing what assets are on the network makes securing them impossible. Automated OT asset discovery is crucial.
Common attack vectors include malware/ransomware, phishing, and Denial-of-Service (DoS) attacks.
The IT/OT Convergence Challenge
IT/OT convergence, driven by efficiency and analytics, dissolves the traditional “air gap,” expanding the attack surface.
Challenges include:
- IT Systems as Entry Points: Compromised IT systems can allow attackers to pivot to OT networks.
- Disparate Security Philosophies: IT prioritizes data (CIA triad), while OT prioritizes safety and continuous operation (SRPA). This can lead to security gaps.
- Vulnerability of Legacy OT Systems: Connecting older, insecure OT systems to IT networks exposes them to modern threats.
- Regulatory Complexity: Navigating different IT (NIST, GDPR) and OT (ISA/IEC 62443, NERC CIP) regulations is a burden, requiring unified visibility.
Legacy Systems: The Achilles’ Heel
Legacy systems are a major OT vulnerability:
- Outdated Design: Engineered before current cyber threats, security was often an afterthought.
- Unsupported Software: Run on OS and software no longer receiving security patches.
- Patching Difficulties: Patching risks disrupting critical operations or voiding warranties, making it impractical. The “enormous cost of downtime” often outweighs perceived security risks.
- Lack of Inherent Security Features: Often lack basic authentication, encryption, and logging.
- Extended Lifecycles: OT systems can operate for 15-30+ years, meaning vulnerabilities persist for decades.
These issues highlight the need for advanced OT monitoring that protects without modifying endpoints.
The Core of Defense: Principles of Real-Time Industrial Cyber Monitoring
Real-time industrial cyber monitoring is foundational for safeguarding critical infrastructure, where cyber threats can have immediate physical consequences.
Why Real-Time or Near Real-Time? The Imperative for Instantaneous Detection
The window between a cyber incident and physical impact in OT can be mere seconds or minutes. Instantaneous detection is crucial. Benefits:
- Minimized Disruption: Early detection contains threats before they cause significant downtime.
- Prevention of Safety Incidents: Rapid identification of threats to physical processes or safety systems protects lives.
- Reduced Recovery Costs: Less damage means quicker, cheaper recovery.
- Enhanced Situational Awareness: Continuous visibility keeps personnel informed of system status and emerging threats.
Real-time, contextual threat intelligence is essential for faster, accurate responses. “Real-time” in OT means not just speed, but contextual speed—alerts must be immediately understandable in terms of potential physical impact, correlating cyber data with process data.
Key Components of an Effective OT Monitoring Strategy:
Comprehensive Asset Discovery and Inventory
Knowing all assets—devices, configurations, communication patterns, vulnerabilities—is the first step.
- Importance: Enables risk assessment, vulnerability management, segmentation, and anomaly detection baselining.
- Methods: Passive scanning (monitoring traffic), OT-aware active querying (controlled, native protocol queries), and manual audits. CISA recommends monthly inventory updates. Effective OT discovery needs deep packet inspection (DPI) for industrial protocols.
Network Segmentation (Based on ISA/IEC 62443)
Dividing the network into isolated zones limits threat propagation.
- Guidance: ISA/IEC 62443 provides a framework for zones and conduits.
- Types: IT/OT separation (DMZ), cell/zone segmentation (functional areas), and micro-segmentation (isolating individual devices). Effective segmentation is dynamic, requiring continuous monitoring and updates based on asset inventory and communication mapping.
Continuous Visibility: Monitoring Host and Network Data
24/7 monitoring of network traffic and endpoint activities provides a comprehensive view.
- Network Monitoring: Analyzing network data for suspicious patterns, unauthorized communications, or protocol anomalies.
- Host Monitoring: Observing activities on endpoints like HMIs, workstations (process executions, logins, configuration changes). Correlating host and network events (e.g., an unusual PLC network connection with an unauthorized login on that PLC) provides a more complete picture of an attack, enabling faster, accurate response.
IT vs. OT Security: Key Differences
Feature | IT Security | OT Security | Monitoring Implications for OT |
Primary Priority | Confidentiality, Integrity, Availability (CIA) 4 | Safety, Reliability, Productivity, Availability (SRPA) 2 | Prioritize alerts impacting safety/operations; minimize disruptive false positives. |
System Lifespan | 3-5 years 4 | 15-30+ years 2 | Must support legacy protocols/OS; agent-based solutions often infeasible. |
Patching/Updates | Frequent, often automated 4 | Infrequent, manual, high-risk, planned maintenance 2 | Low reliance on patching; monitor for unpatched vulnerabilities; compensating controls are key. |
Impact of Compromise | Data breach, financial loss 4 | Physical damage, safety incidents, environmental harm, shutdown 4 | Rapidly assess alerts for physical impact; safety first in response. |
Protocols | TCP/IP, HTTP (Standardized) | Modbus, DNP3, Profinet (Often proprietary, unencrypted) 5 | Need DPI for industrial protocols to understand commands and detect anomalies. |
Environment | Dynamic, data-centric | Deterministic, process-centric, harsh conditions | “Normal” behavior baselines are clearer; deviations more significant. Correlate with physical sensor data. |
Monitoring Focus | Logs, malware signatures, network anomalies 18 | Process anomalies, protocol deviations, unauthorized commands 18 | Requires understanding industrial processes; generic IT tools insufficient. |
This underscores the need for a specialized approach to industrial cyber monitoring.
Technologies and Methodologies for Detecting OT Threats
Real-time OT threat detection uses a multi-layered approach with specialized technologies.
Passive Monitoring: Listening for Trouble (NIDS, DPI)
Passive monitoring analyzes network traffic without interacting with devices, ideal for sensitive OT environments. Network TAPs or SPAN ports copy traffic for analysis.
- Network Intrusion Detection Systems (NIDS):
- Signature-based: Detects known threats using attack signatures.
- Anomaly-based: Baselines normal behavior and flags deviations, detecting novel attacks. Highly effective in deterministic OT environments.
- Deep Packet Inspection (DPI): Analyzes packet content (payload), essential for understanding industrial protocols (Modbus, DNP3, S7comm). DPI can differentiate legitimate commands from malicious ones.
Active Monitoring: Probing for Weaknesses
Active monitoring sends packets/queries to gather device information (vulnerabilities, configurations). Use with extreme caution in OT.
- Benefits: Detailed endpoint info, identifies misconfigurations.
- Crucial OT Considerations: Risk of disrupting sensitive/legacy devices. Must use OT-aware tools with safe queries, often during planned maintenance. Not continuous IT-style scanning.
Endpoint Detection and Response (EDR) in OT
EDR monitors endpoint activities and offers automated response. Challenges in OT:
- Agent Deployment Difficulties: Often impossible on PLCs, RTUs due to proprietary OS, limited resources, or warranty issues.
- Solutions:
- OT-Specific EDR: Lightweight solutions for HMIs, workstations, focusing on OT context.
- Agentless EDR Approaches: Infer endpoint behavior from network data (passive monitoring, DPI) and integrations, or use available host logs. Effectiveness depends on data quality and analytical capabilities.
Proactive Threat Hunting: Finding Attackers Before They Strike
Proactive threat hunting actively searches for signs of compromise or vulnerabilities that evaded automated defenses. Assumes a breach is possible.
- Methodologies: Hypothesis-driven (testing potential TTPs), intelligence-led (using external threat intel), anomaly-based (investigating deviations).
- Tools and Expertise: Uses data from NIDS, EDR, SIEMs, and advanced analytics platforms, combined with skilled analysts knowledgeable in cybersecurity and OT. In OT, this includes identifying misconfigurations, policy violations, or unusual operational states.
Overview of OT Threat Detection Technologies
Technology | Description | Use Cases in OT | Pros for OT | Cons/Considerations for OT |
Passive Network Monitoring (NIDS/DPI) | Analyzes network traffic copies for malicious signatures or behavioral anomalies, understanding OT protocols. | Detecting unauthorized commands, protocol misuse, malicious IP communication, network reconnaissance. | Non-intrusive, safe for legacy systems, network-wide visibility. | Blind to encrypted traffic (unless decrypted); may miss host-based attacks without network IOCs; DPI depth varies. |
Active Network Monitoring (OT-Aware) | Sends controlled, benign queries using native OT protocols for status, configuration, or vulnerability data. | Targeted asset discovery, vulnerability ID (e.g., outdated firmware), configuration audits. | Detailed endpoint info not available passively; verifies device state. | High risk if not OT-aware; limited to safe queries, often during maintenance. |
Endpoint Detection & Response (EDR) for OT | Monitors endpoint activity; agent-based (specialized for OT) or agentless (network/integration-based data). | Detecting malware, unauthorized changes, anomalous processes on HMIs, workstations, some modern controllers. | Deep endpoint visibility, can stop host threats, provides forensic data. | Agent deployment challenges on PLCs/RTUs; potential performance impact; agentless depends on network visibility. |
Proactive Threat Hunting | Human-driven or automation-assisted search for hidden threats, IOCs, misconfigurations, vulnerabilities. | Identifying reconnaissance, policy violations, misconfigurations, early-stage compromises missed by automated tools. | Finds threats automated tools miss; improves risk posture understanding; validates existing controls. | Requires skilled analysts (cybersecurity & OT); time-consuming without effective tools/data. |
This multi-faceted approach forms a resilient real-time OT threat detection strategy.
Introducing Insane Cyber’s Valkyrie: Comprehensive OT Threat Detection
Insane Cyber’s Valkyrie platform provides comprehensive, real-time OT threat detection by unifying host and network visibility, using active and passive monitoring, and enabling proactive security.
Unified Host and Network Visibility with Valkyrie
Fragmented views from separate tools can miss threats. Valkyrie collects and correlates data from both host and network sources (batch data like configurations, streaming data like network traffic) for a complete, contextualized view of threats.
This enables faster detection of complex attacks, quicker response, and reduced operational risk by illuminating the entire attack lifecycle. Understanding attacks may require piecing together evidence from both batch (e.g., PLC programming change) and streaming data (e.g., anomalous network commands).
Active and Passive Monitoring: The Full Picture
Valkyrie uses both passive and OT-safe active monitoring for comprehensive data collection without destabilizing sensitive OT environments.
- Passive Monitoring: Non-intrusive analysis of network traffic, often via network TAPs (e.g., from Garland Technology), providing unaltered packet copies to Valkyrie for deep analysis. Safe for all OT devices.
- Active Monitoring: Controlled, OT-safe active queries using native OT protocols to gather specific host details (firmware, patch status, configurations) not visible passively, without the risks of generic active scanners. This dual capability provides richer data than passive methods alone, leading to higher fidelity alerts and a better understanding of the security posture, directly addressing how to “monitor OT networks for cyber threats.”
Proactive Threat Hunting Powered by Valkyrie
Valkyrie empowers proactive threat hunting to stay ahead of adversaries. It achieves this by:
- Providing a rich, correlated dataset of host and network activity for investigations.
- Offering automated analysis and rapid data processing to surface anomalies, IOCs, and suspicious patterns for human hunters.
- Enabling a shift towards “proactive security” rather than just reactive alerting. Insane Cyber’s Corvus Managed Services offer “Threat Hunting” leveraging Valkyrie. Using automation and advanced algorithms, the Valkyrie Platform swiftly identifies threats, recommending targeted actions to restore a secure environment.
Tailored Detection Logic for Your OT Environment
Recognizing OT environments vary, Valkyrie allows users to “customize detection logic to track specific threats based on the most relevant risks to your environment”. This ability to create “tailored detection rules that work for you” is crucial for:
- Reducing False Positives: Tuning detection to specific processes and risk profiles minimizes irrelevant alerts.
- Increasing Accuracy: Focusing on relevant threats leads to higher-fidelity alerts.
- Combating Alert Fatigue: Ensures security alerts are meaningful and actionable.

Flexible Deployment: On-Premise, Cloud, and Cygnet Flyaway Kit
Insane Cyber offers flexible Valkyrie deployment options :
- Cloud: For cloud-leveraging organizations.
- On-Premise: For facilities requiring data to remain on-site.
- Virtual Machine (VM): For existing virtualized infrastructure.
- Cygnet Flyaway Kit: A portable, ruggedized kit with Valkyrie software for rapid field deployment. Ideal for remote assets (substations, pipelines), incident response, security assessments, and space-constrained environments. The Cygnet kit addresses a key challenge in “critical infrastructure cyber monitoring” by bringing advanced detection to where it’s needed.
Valkyrie’s Key Capabilities for Real-Time OT Threat Detection
Feature (Valkyrie) | Benefit for OT Security | How it Addresses OT Challenges |
Unified Host & Network Data Correlation | Complete contextual threat visibility; faster, accurate detection & response. | Overcomes siloed views; detects complex attacks; reduces false positives with context. |
Active and Passive Monitoring | Comprehensive data gathering (network traffic + endpoint details) without disrupting OT systems. | Balances passive safety with OT-aware active data depth; addresses limitations of isolated methods. |
Proactive Threat Hunting Support | Empowers analysts to uncover hidden, novel, or early-stage threats. | Moves beyond reactive alerting; finds attackers bypassing automated defenses; uses rich data for deep investigations. |
Tailored Detection Logic | Focuses detection on relevant threats; significantly reduces alert fatigue. | Adapts to unique industrial processes, risks; avoids generic, noisy alerts. |
Flexible Deployment (On-prem, Cloud, VM, Cygnet Kit) | Adapts to diverse OT architectures (air-gapped, dispersed, resource-constrained). | Overcomes common industrial deployment challenges; enables rapid field incident response/assessments. |
Batch and Streaming Data Ingestion | Analyzes real-time operational data and periodic logs (configurations, historian data). | Provides holistic view by incorporating varied OT data types/cadences into threat analysis. |
Insane Cyber Valkyrie offers a robust, adaptable solution for real-time threat detection in modern industrial environments.
Building a Resilient OT Security Posture: Best Practices
Real-time threat detection is vital, but true resilience requires a holistic approach integrating technology, processes, and people.
Integrating OT Monitoring with IT SIEM and SOC
Converging IT and OT environments demand integrated security monitoring. However, challenges exist:
- Data Volume and Context: Raw OT data can overwhelm IT SIEMs and analysts lacking OT context.
- Different Alert Priorities: IT SOCs focus on data; OT alerts concern process integrity and safety.
- Skill Gaps: IT SOC analysts may lack specialized ICS knowledge.
Best practices:
- Contextualized Alert Forwarding: OT monitoring solutions should preprocess, filter, correlate, and add OT context before sending only relevant security events to the enterprise SIEM.
- Clear Roles and Escalation Paths: Define procedures for handling OT alerts between OT personnel and the IT SOC.
- Leveraging Integrations: Use OT tools with robust APIs or standard formats (Syslog, CEF) for smooth data flow to SIEMs/SOAR platforms.
- Hybrid SOC Models: Combine centralized IT SOC strengths with dedicated OT security expertise, possibly embedding OT specialists or having a collaborative OT SOC.
Developing a Robust OT Incident Response Plan (SANS ICS Framework)
An OT-specific Incident Response (IR) plan is crucial due to potential physical consequences. The SANS PICERL (Preparation, Identification, Containment, Eradication, Recovery, Lessons Learned) lifecycle for ICS provides guidance :
- Preparation: Identify critical assets, define roles, secure emergency budgets, conduct OT-specific tabletop exercises. Test backups of PLC logic, HMI apps.
- Identification: Relies on passive monitoring, human observation, and OT-specific tools. Document detection, escalation, and OT forensic evidence collection.
- Containment: Prioritize safety and stability. May involve isolating network segments, requiring clear authority. Assess operational impact.
- Eradication: Removing attacker presence from complex OT systems (legacy devices, vendor-managed controllers) may need trusted backups or vendor support.
- Recovery: More complex than IT; may involve rebuilding physical configurations, recalibrating equipment, verifying control logic. Validated backups are key.
- Lessons Learned: Post-incident reviews focus on technical and operational impacts, identifying gaps in plans, diagrams, inventories, or workflows. Collaboration between OT engineers, operators, IT security, and management is essential.
The Human Element: Training and Collaboration
Technology alone isn’t enough. Bridging the IT/OT cultural and knowledge gap is fundamental.
- OT-Specific Cybersecurity Training: OT engineers and operators need training on OT threats, vulnerabilities, safe practices, and incident reporting. CISA recommends annual OT-specific training.
- Cross-Functional Collaboration: Joint IT/OT teams, training, shared objectives, and clear communication break down silos.
- Fostering a Security Culture: Position OT cybersecurity with the same importance as the existing safety culture. Highlighting how cyber incidents cause safety hazards can improve adoption of security practices.
Choosing Your OT Monitoring Solution: Key Considerations
Selecting the right OT monitoring solution is critical. Focus on solutions addressing unique OT pain points like scalability, integration, vendor expertise, ease of use, protocol support, and legacy system protection.
Addressing Your Pain Points: What to Look For
Prioritize solutions that:
- Scale: Adapt to evolving OT environments.
- Integrate: Work seamlessly with existing OT (PLCs, SCADA, DCS) and IT security tools (SIEM, SOAR).
- Offer Vendor Expertise: Choose vendors with proven OT security expertise, understanding industrial processes and constraints. Look for regular updates and robust support.
- Are Easy to Use: Intuitive for OT personnel, minimal deployment disruption, manageable without constant specialist intervention.
- Provide Comprehensive OT Protocol Coverage: DPI for protocols like Modbus, DNP3, S7comm, EtherNet/IP is essential.
- Support Legacy Systems: Monitor and protect older assets without requiring agents or system modifications.
- Offer Comprehensive Visibility: Correlate host and network data for a complete threat view.
- Ensure Performance and Reliability: Must be reliable and efficient without impacting control networks.
Questions to Ask Potential Vendors
To vet solutions, ask :
- Asset Discovery: How do you discover/inventory all OT assets, including legacy and proprietary protocol devices? How often is it updated?
- Protocol Support: Which industrial protocols (Modbus, DNP3, etc.) do you natively support for DPI and anomaly detection?
- Monitoring Capabilities: How do you monitor host and network activity? Can you provide host-level visibility on PLCs/RTUs without traditional agents?
- Operational Impact: How do you minimize operational disruption during deployment and operation? What’s the performance impact?
- Detection Logic & Customization: Can detection logic be customized for our processes and risk profile? How do you reduce false positives in OT?
- Integration: How do you integrate with our IT SIEM, SOAR, and IR workflows? What APIs/formats are supported?
- Vendor Expertise: What specific OT security expertise does your team have? Describe your support model.
- Scalability: How does your solution scale with asset/site growth? How do you stay effective against evolving threats?
- References: Can you provide case studies or references from our industry?
- Legacy System Protection: How do you protect unpatchable legacy OT systems?
- Product Ownership: Do we have full autonomy over the product’s operation, or does it require frequent vendor intervention?
- Threat Modeling: Does your product have a comprehensive, up-to-date threat model?
- Default Security: How do you ensure secure default configurations (e.g., no default passwords, insecure protocols disabled)?
Secure Your Industrial Future: Take Control with Real-Time OT Monitoring
The convergence of IT and OT has exposed critical infrastructure to unprecedented cyber threats. Consequences range from operational downtime and financial loss to safety incidents and environmental damage. Real-time OT threat detection is no longer optional but a core business imperative.
Benefits of a comprehensive, real-time OT threat detection strategy include:
- Enhanced Operational Resilience: Mitigate threats before disruption.
- Improved Safety: Identify cyber activities impacting safety systems.
- Protection of Critical Assets: Safeguard industrial assets and intellectual property.
- Streamlined Regulatory Compliance: Provide visibility and documentation for compliance.
- Faster Incident Response: Enable quicker containment and recovery.
This requires proactive, continuous, context-aware monitoring that understands OT environments. It demands solutions bridging host and network visibility, handling legacy systems and industrial protocols, and empowering teams with actionable intelligence.
Insane Cyber’s Valkyrie platform is engineered for this. It offers unified host and network data correlation for a complete threat view. Its blend of OT-safe active and passive monitoring ensures comprehensive, non-disruptive data collection. Valkyrie empowers proactive threat hunting with rich data and analytical capabilities, enhanced by tailored detection logic to reduce false positives and focus on relevant risks. With flexible deployment options, including the Cygnet Flyaway Kit for field operations, Valkyrie adapts to diverse OT architectures.
The time to secure your industrial future is now. Don’t wait for an incident to reveal your vulnerabilities.
To learn how Insane Cyber Valkyrie provides the visibility and control to protect your critical operations, visit (https://insanecyber.com/valkyrie/) or Contact Us to speak with an OT cybersecurity expert.