Cross-Cloud Unauthorized Credential Access Detection From AWS RDS Login

Original query, unchanged.

// Define variable 'AwsAlert' to collect AWS GuardDuty CredentialAccess alerts related to Amazon Relational Database Service (RDS) activity
let AwsAlert = materialize (
    AWSGuardDuty
    | where ActivityType has_any (
        "CredentialAccess:RDS/TorIPCaller.SuccessfulLogin",
        "CredentialAccess:RDS/TorIPCaller.FailedLogin",
        "CredentialAccess:RDS/AnomalousBehavior.SuccessfulBruteForce",
        "CredentialAccess:RDS/AnomalousBehavior.SuccessfulLogin",
        "CredentialAccess:RDS/MaliciousIPCaller.SuccessfulLogin",
        "CredentialAccess:RDS/MaliciousIPCaller.FailedLogin"
        )
    | extend
        AWSAlertId = Id, 
        AWSAlertTitle = Title,
        AWSAlertDescription = Description,
        AWSresourceType = tostring(parse_json(ResourceDetails).resourceType),
        AWSNetworkEntity = tostring(parse_json(ServiceDetails).action.rdsLoginAttemptAction.remoteIpDetails.ipAddressV4),
        RDSInstanceId = tostring(parse_json(ResourceDetails).rdsDbInstanceDetails.dbInstanceIdentifier),
        RDSUser = tostring(parse_json(ResourceDetails).rdsDbUserDetails.user),
        RDSApplication = tostring(parse_json(ResourceDetails).rdsDbUserDetails.application),
        RDSactionType = tostring(parse_json(ServiceDetails).action.actionType),
        AWSAlertTime = TimeCreated,
        AWSAlertLink= tostring(strcat('https://us-east-1.console.aws.amazon.com/guardduty/home?region=us-east-1#/findings?macros=current&fId=',Id)),
        Severity = 
  case (
    Severity >= 7.0, "High",
    Severity between (4.0 .. 6.9), "Medium",
    Severity between (1.0 .. 3.9), "Low",
    "Unknown")
    | distinct
        AWSAlertTime,
        ActivityType,
        AWSAlertId,
        AWSAlertLink,
        AWSAlertTitle,
        AWSAlertDescription,
        AWSresourceType,
        Arn,
        Severity,
        RDSactionType,
        RDSApplication,
        RDSInstanceId,
        RDSUser,
        AWSNetworkEntity
    );
  // Define variable 'Azure_sigin' to collect Azure portal sign-in activities
  let Azure_sigin = materialize (
      SigninLogs
      | where AppDisplayName == "Azure Portal"
      | where isnotempty(OriginalRequestId)
      | summarize 
          AzureSuccessfulEvent = countif(ResultType == 0), 
          AzureFailedEvent = countif(ResultType != 0), 
          totalAzureLoginEventId = dcount(OriginalRequestId), 
          AzureFailedEventsCount = dcountif(OriginalRequestId, ResultType != 0), 
          AzureSuccessfuleventsCount = dcountif(OriginalRequestId, ResultType == 0),
          AzureSetOfFailedevents = makeset(iff(ResultType != 0, OriginalRequestId, ""), 5), 
          AzureSetOfSuccessfulEvents = makeset(iff(ResultType == 0, OriginalRequestId, ""), 5) 
          by 
          IPAddress, 
          UserPrincipalName, 
          bin(TimeGenerated, 1min), 
          UserAgent,
          ConditionalAccessStatus,
          OperationName,
          RiskDetail,
          AuthenticationRequirement,
          ClientAppUsed
      // Extracting the name and UPN suffix from UserPrincipalName
      | extend
          Name = tostring(split(UserPrincipalName, '@')[0]),
          UPNSuffix = tostring(split(UserPrincipalName, '@')[1])
      );
  // Join 'AwsAlert' and 'Azure_sigin' on the AWS Network Entity and Azure IP Address
  AwsAlert
  | join kind=inner Azure_sigin on $left.AWSNetworkEntity == $right.IPAddress