KQL Search

let query_frequency = 1h;
let query_period = 2h;
let threshold = 5;
AWSCloudTrail
| where TimeGenerated > ago(query_period)
| where UserAgent has "aws-cli"
| where EventName matches regex @"Describe|Export|Get|List"
| invoke AWSIdentityRole()
| summarize arg_min(TimeGenerated, *) by Identity, EventName, RecipientAccountId
| as _Events
| join kind=leftsemi (
    _Events
    // query_period should be 2 * query_frequency
    | evaluate activity_counts_metrics(Type, TimeGenerated, ago(query_period), now(), query_frequency, Identity)
    | summarize
        arg_min(PreviousTimeGenerated = TimeGenerated, PreviousCount = ["count"]),
        arg_max(CurrentTimeGenerated = TimeGenerated, CurrentCount = ["count"])
        by Identity
    | where CurrentTimeGenerated > ago(query_period)
    | extend PreviousCount = iff(PreviousTimeGenerated == CurrentTimeGenerated, 0, PreviousCount)
    | where (not(PreviousCount > threshold) and CurrentCount > threshold)
        or ((CurrentCount - PreviousCount) > threshold)
    ) on Identity
| project
    TimeGenerated,
    UserIdentityType,
    Identity,
    ActorRole,
    UserIdentityAccountId,
    UserIdentityAccountName,
    RecipientAccountId,
    RecipientAccountName,
    AWSRegion,
    SessionCreationDate,
    UserIdentityPrincipalid,
    UserIdentityArn,
    SourceIpAddress,
    EventSource,
    EventTypeName,
    EventName,
    ManagementEvent,
    ReadOnly,
    ErrorCode,
    ErrorMessage,
    RequestParameters,
    ResponseElements,
    Resources,
    SessionMfaAuthenticated,
    UserAgent,
    AwsEventId