Netskope - Anomalous User Behavior (High Volume from Unmanaged Device)

id: fa4c4f1c-3c5f-4c3a-a13f-924c30db56e9
name: Netskope - Anomalous User Behavior (High Volume from Unmanaged Device)
description: |
  Detects anomalous user behavior including high data volume transfers from unmanaged devices, unusual access patterns, and suspicious application usage.
severity: Medium
status: Available
requiredDataConnectors:
  - connectorId: NetskopeWebTxConnector
    dataTypes:
      - NetskopeWebTransactions_CL
queryFrequency: 1h
queryPeriod: 1h
triggerOperator: gt
triggerThreshold: 0
tactics:
  - Exfiltration
  - Collection
relevantTechniques:
  - T1567
  - T1074
query: |
  let highVolumeThresholdGB = 1;
  NetskopeWebTransactions_CL
  | where TimeGenerated > ago(1h)
  | where isnotempty(CsUsername)
  | summarize 
      TotalBytes = sum(Bytes),
      UploadBytes = sum(CsBytes),
      DownloadBytes = sum(ScBytes),
      UniqueApps = dcount(XCsApp),
      Apps = make_set(XCsApp, 20),
      UniqueHosts = dcount(CsHost),
      Activities = make_set(XCsAppActivity),
      Countries = make_set(XCCountry),
      Devices = make_set(XCDevice),
      AccessMethods = make_set(XCsAccessMethod),
      EventCount = count()
      by CsUsername, XCDevice, XCsAccessMethod
  | extend 
      TotalGB = round(TotalBytes / 1073741824.0, 3),
      UploadGB = round(UploadBytes / 1073741824.0, 3),
      DownloadGB = round(DownloadBytes / 1073741824.0, 3)
  | where TotalGB > highVolumeThresholdGB
  | extend IsUnmanagedDevice = XCDevice =~ 'unmanaged' or XCDevice =~ 'BYOD' or XCDevice =~ 'Personal' or XCDevice =~ 'Unknown' or XCsAccessMethod != 'Client'
  | where IsUnmanagedDevice or TotalGB > 5 or UniqueApps > 20
  | extend RiskIndicators = strcat_array(array_concat(
      iff(IsUnmanagedDevice, dynamic(['Unmanaged Device']), dynamic([])),
      iff(TotalGB > 5, dynamic(['High Data Volume']), dynamic([])),
      iff(UniqueApps > 20, dynamic(['Many Apps Accessed']), dynamic([])),
      iff(array_length(Countries) > 1, dynamic(['Multiple Countries']), dynamic([]))
  ), ', ')
  | project 
      TimeGenerated = now(),
      User = CsUsername,
      Device = XCDevice,
      AccessMethod = XCsAccessMethod,
      TotalDataGB = TotalGB,
      UploadGB,
      DownloadGB,
      UniqueApplications = UniqueApps,
      Applications = Apps,
      UniqueHosts,
      Activities,
      Countries,
      EventCount,
      IsUnmanagedDevice,
      RiskIndicators
entityMappings:
  - entityType: Account
    fieldMappings:
      - identifier: Name
        columnName: User
  - entityType: Host
    fieldMappings:
      - identifier: HostName
        columnName: Device
version: 1.0.0
kind: Scheduled