TI Map IP entity to Cloud App Events

Requête originale, sans modification.

let dt_lookBack = 1d;
let ioc_lookBack = 14d; 
let IP_Indicators = ThreatIntelIndicators
//extract key part of kv pair
     | extend IndicatorType = replace(@"\[|\]|\""", "", tostring(split(ObservableKey, ":", 0)))
     | where IndicatorType in ("ipv4-addr", "ipv6-addr", "network-traffic")
     | extend NetworkSourceIP = toupper(ObservableValue)
     | extend TrafficLightProtocolLevel = tostring(parse_json(AdditionalFields).TLPLevel)
  | where TimeGenerated >= ago(ioc_lookBack)
  | summarize LatestIndicatorTime = arg_max(TimeGenerated, *) by Id, ObservableValue
  | where IsActive and (ValidUntil > now() or isempty(ValidUntil))
  | extend TI_ipEntity = iff(isnotempty(NetworkSourceIP), NetworkSourceIP, NetworkSourceIP)
  | extend TIipEntity = iff(isempty(TI_ipEntity) and isnotempty(NetworkSourceIP), NetworkSourceIP, TI_ipEntity);
//  | extend TIipEntity = iff(isempty(TI_ipEntity) and isnotempty(EmailSourceIpAddress), EmailSourceIpAddress, TI_ipEntity);
IP_Indicators
   | project-reorder *, Tags, TrafficLightProtocolLevel, NetworkSourceIP, Type, TI_ipEntity
  | join kind=innerunique (
  CloudAppEvents
    | where TimeGenerated >= ago(dt_lookBack)
    | extend CloudAppEvents_TimeGenerated = TimeGenerated) on $left.TI_ipEntity == $right.IPAddress
    | where CloudAppEvents_TimeGenerated < ValidUntil
    | summarize CloudAppEventsTimeGenerated = argmax(CloudAppEvents_TimeGenerated, *) by Id, IPAddress
    | extend
      Description = column_ifexists("max_CloudAppEvents_TimeGenerated_Description", ""),
      ActivityGroupNames = column_ifexists("max_CloudAppEvents_TimeGenerated_ActivityGroupNames", ""),
      ThreatType = column_ifexists("max_CloudAppEvents_TimeGenerated_ThreatType", ""),
      ExpirationDateTime = column_ifexists("max_CloudAppEvents_TimeGenerated_ExpirationDateTime", ""),
      ConfidenceScore = column_ifexists("max_CloudAppEvents_TimeGenerated_ConfidenceScore", ""),
      TI_ipEntity = column_ifexists("max_CloudAppEvents_TimeGenerated_TI_ipEntity", ""),
      NetworkDestinationIP = column_ifexists("max_CloudAppEvents_TimeGenerated_NetworkDestinationIP", ""),
      NetworkSourceIP = column_ifexists("max_CloudAppEvents_TimeGenerated_NetworkSourceIP", ""),
      EmailSourceIPAddress = column_ifexists("max_CloudAppEvents_TimeGenerated_EmailSourceIpAddress", "")
    | project CloudAppEventsTimeGenerated, Description, ActivityGroupNames, Id, ThreatType, ExpirationDateTime, ConfidenceScore, TI_ipEntity, NetworkDestinationIP, NetworkSourceIP, EmailSourceIPAddress