What is the difference between WiFi ITDR and UEBA?

WiFi ITDR (Identity Threat Detection and Response) operates at the RADIUS/network authentication layer, analyzing every WiFi authentication event in real time. Traditional UEBA (User and Entity Behavior Analytics) operates at the application and log layer, analyzing user activity across IT systems. WiFi ITDR detects network-layer threats like MAC spoofing, impossible travel between access points, and certificate anomalies that UEBA solutions cannot see because they lack visibility into RADIUS traffic.

Can UEBA detect MAC spoofing on WiFi?

No. Traditional UEBA solutions like Exabeam, Securonix, and Microsoft Sentinel UEBA operate at the application layer and do not have visibility into RADIUS authentication events. MAC spoofing detection requires analysis of Calling-Station-Id attributes in RADIUS packets, which only a WiFi-focused ITDR solution can provide.

Does IronWiFi ITDR replace UEBA?

No — IronWiFi WiFi ITDR complements your existing UEBA solution. UEBA monitors application-layer user behavior (logins, file access, email patterns), while IronWiFi ITDR monitors network-layer identity behavior (WiFi authentication, device movement, certificate usage). Together, they provide full-spectrum identity security. IronWiFi integrates with Splunk, Microsoft Sentinel, Elastic, and other SIEMs to feed WiFi identity events into your existing UEBA workflows.

WiFi ITDR vs Traditional UEBA

Your UEBA can't see what happens at the RADIUS layer. Here's why WiFi needs its own identity threat detection — and how IronWiFi ITDR fills the gap.

IronWiFi WiFi ITDR operates at the RADIUS/network authentication layer, detecting threats that traditional UEBA solutions (Exabeam, Securonix, Microsoft Sentinel UEBA) cannot see. While UEBA analyzes application-layer user behavior, WiFi ITDR analyzes every wireless authentication event to detect MAC spoofing, impossible travel between access points, certificate anomalies, and rogue devices in real time with MITRE ATT&CK mapping.

Why WiFi Needs Its Own ITDR

Traditional UEBA solutions monitor user behavior at the application layer — login patterns, file access, email activity. They're great at what they do. But they have a critical blind spot: they can't see the network authentication layer.

WiFi authentication happens before a user ever reaches an application. RADIUS events, certificate exchanges, AP associations, and device fingerprints all occur at Layer 2/3 — completely invisible to application-layer UEBA. An attacker who compromises WiFi credentials or spoofs a MAC address gains network access before your UEBA even knows they exist.

The Visibility Gap

If an attacker uses stolen WiFi credentials to join your network, your UEBA sees a "normal user" logging into applications. Only WiFi ITDR can see that the authentication came from an unknown device, at an unusual time, from an impossible location — and block it at the network layer before any application access occurs.

Feature Comparison

Capability	IronWiFi ITDR	Traditional UEBA
Detection Layer	Network / RADIUS	Application / Log
Data Source	RADIUS events (real-time)	SIEM logs, AD logs, app logs
Detection Speed	<30 seconds	Minutes to hours
MAC Spoofing Detection	✓	✗
Impossible Travel (AP-level)	✓	✗ (IP-level only)
Rogue Device Detection	✓	✗
Certificate Anomaly Detection	✓	✗
WiFi Credential Stuffing	✓	✗
AP-Level Behavioral Baselines	✓	✗
MITRE ATT&CK Mapping	✓ (15 techniques)	✓ (varies)
Application User Behavior	✗	✓
Email/File Access Analytics	✗	✓
Automated Response (CoA)	✓ (<2s)	Varies (playbook-dependent)
SIEM Integration	✓ CEF	✓ Native
Deployment	Cloud (5 min)	On-prem or cloud (weeks)

Detection Types Unique to WiFi ITDR

These threats can only be detected at the network authentication layer — no application-layer UEBA can see them:

MAC Address Spoofing

Detects when a device's Calling-Station-Id changes while the same identity is authenticated elsewhere, or when a known MAC appears with different device fingerprints.

T1036.005 — Masquerading

Impossible Travel Between APs

Flags when a user authenticates on access points in physically distant locations faster than physically possible — measured in meters, not IP geolocation.

T1078 — Valid Accounts

Rogue Device Connection

Identifies devices that authenticate successfully but don't match any known device profile, managed device list, or historical behavioral pattern.

T1200 — Hardware Additions

Certificate Anomalies

Detects expired, revoked, or mismatched certificates used in EAP-TLS authentication — including certificates from unexpected CAs or with altered SANs.

T1556.005 — Modify Authentication Process

WiFi Credential Stuffing

Identifies rapid sequential authentication failures against multiple usernames from the same device or AP — distinct from application-layer credential stuffing.

T1110.004 — Credential Stuffing

VLAN Hopping Attempts

Detects when a device attempts to access VLANs outside its assigned policy, indicating lateral movement or privilege escalation at the network layer.

T1599 — Network Boundary Bridging

IronWiFi ITDR vs Specific UEBA Platforms

vs Exabeam

Exabeam excels at user behavior analytics across IT systems with its Smart Timelines and pre-built use cases. However, Exabeam relies on log ingestion (SIEM, AD, cloud apps) and has no native RADIUS integration. WiFi authentication events are a blind spot unless you manually forward them — and even then, Exabeam lacks the domain-specific models for WiFi threat detection like AP-level impossible travel and MAC spoofing.

vs Securonix

Securonix provides cloud-native UEBA with strong threat chain analytics. Like Exabeam, it operates at the log/application layer. Securonix can ingest RADIUS logs if configured, but doesn't have purpose-built detection models for WiFi-specific threats. IronWiFi ITDR was designed from the ground up for RADIUS event analysis with under 30-second detection latency — compared to Securonix's batch analytics cadence.

vs Microsoft Sentinel UEBA

Sentinel UEBA integrates tightly with Azure AD and Microsoft 365 for identity analytics. It's excellent for cloud identity threats. However, Sentinel UEBA doesn't analyze RADIUS events or wireless authentication patterns. IronWiFi ITDR integrates with Microsoft Sentinel to feed WiFi-layer identity events into your existing Sentinel workflows, giving your SOC team complete identity visibility across both application and network layers.

WiFi ITDR + UEBA = Complete Identity Security

IronWiFi WiFi ITDR doesn't replace your UEBA — it completes it. UEBA watches what users do in applications. WiFi ITDR watches how they get on the network in the first place. Together, you get identity threat detection from Layer 2 to the application layer, with no blind spots. IronWiFi feeds all detections to your SIEM in CEF format, so your SOC team sees the full picture.

Compare IronWiFi to Other Solutions

vs Cisco ISE vs ClearPass vs Portnox vs SecureW2 vs FreeRADIUS vs Microsoft NPS

Close the WiFi Blind Spot

See identity threats your UEBA can't. Start a free 14-day trial of IronWiFi ITDR — integrates with your existing SIEM and UEBA in minutes.

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