Multiple Emailentity Azureactivity
KQL detection rule by ep3p · MIT
This query assumes a feed of threat indicators is ingested/synchronized periodically, and each synchronization ingests new indicators and only old indicators that have been modified. Active threat indicators in Sentinel are renovated as ThreatIntelligenceIndicator events every ~12 days.
// This query assumes a feed of threat indicators is ingested/synchronized periodically, and each synchronization ingests new indicators and only old indicators that have been modified.
// Active threat indicators in Sentinel are renovated as ThreatIntelligenceIndicator events every ~12 days.
let query_frequency = 1h;
let query_period = 14d;
let query_wait = 0h;
let table_query_lookback = 14d;
let _TIBenignProperty =
_GetWatchlist('ID-TIBenignProperty')
| where Notes has_any ("[SourceEmailAddress]")
| project IndicatorId, BenignProperty
;
let _TIExcludedSources = toscalar(
_GetWatchlist('Activity-ExpectedSignificantActivity')
| where Activity == "ThreatIndicatorSource"
| summarize make_list(Auxiliar)
);
let _EmailAddressRegex = toscalar(
_GetWatchlist('RegEx-SingleRegularExpressions')
| where UseCase == "EmailAddress"
| project RegEx
);
let _ExternalEmailAddressRegex = toscalar(
_GetWatchlist('RegEx-SingleRegularExpressions')
| where UseCase == "ExternalEmailAddress"
| project RegEx
);
let _TITableMatch = (table_start: datetime, table_end: datetime, only_new_ti: boolean, ti_start: datetime = datetime(null)) {
// Scheduled Analytics rules have a query period limit of 14d
let _Indicators =// materialize(
ThreatIntelligenceIndicator
| where TimeGenerated > ago(query_period)
// Take the earliest TimeGenerated and the latest column info
| summarize hint.strategy=shuffle
minTimeGenerated = min(TimeGenerated),
arg_max(TimeGenerated, Active, Description, ActivityGroupNames, IndicatorId, ThreatType, DomainName, Url, ExpirationDateTime, ConfidenceScore, AdditionalInformation, ExternalIndicatorId, EmailSenderAddress)
by IndicatorId
// Remove inactive or expired indicators
| where not(not(Active) or ExpirationDateTime < now())
// Pick indicators that contain the desired entity type
| where isnotempty(EmailSenderAddress)
| extend EmailAddress = tolower(EmailSenderAddress)
// Remove indicators from specific sources
| where not(AdditionalInformation has_any (_TIExcludedSources) or Description has_any (_TIExcludedSources))
// Remove excluded indicators with benign properties
| join kind=leftanti _TIBenignProperty on IndicatorId, $left.EmailAddress == $right.BenignProperty
// Deduplicate indicators by EmailAddress column, equivalent to using join kind=innerunique afterwards
| summarize hint.strategy=shuffle
minTimeGenerated = min(minTimeGenerated),
take_any(*)
by EmailAddress
// If we want only new indicators, remove indicators received previously
| where not(only_new_ti and minTimeGenerated < ti_start)
//)
;
//let _IndicatorsLength = toscalar(_Indicators | summarize count());
//let _IndicatorsPrefilter = toscalar(
// _Indicators
// | extend AuxiliarField = tostring(split(EmailAddress, ".")[-1])
// | summarize make_set_if(AuxiliarField, isnotempty(AuxiliarField))
//);
//let _IndicatorsPrefilterLength = array_length(_IndicatorsPrefilter);
let _TableEvents =
AzureActivity
| where ingestion_time() between (table_start .. table_end)
// Filter events that may contain indicators
| where isnotempty(Caller)
//| where not(_IndicatorsPrefilterLength < 10000 and not(Caller has_any (_IndicatorsPrefilter))) // valid TLD ~1500 , "has_any" limit 10000
| extend EmailAddress = tolower(Caller)
| where EmailAddress matches regex _EmailAddressRegex
| extend EmailAddress = case(
EmailAddress has "#EXT#", replace_regex(EmailAddress, _ExternalEmailAddressRegex, @"\2@\3"),
EmailAddress startswith "live.com#" or EmailAddress startswith "urn:spo:guest#", replace_regex(EmailAddress, strcat(@"(?:live\.com#|urn:spo:guest#)", _EmailAddressRegex), @"\2@\3"),
EmailAddress
)
//| where not(_IndicatorsLength < 1000000 and not(EmailAddress in (toscalar(_Indicators | summarize make_list(EmailAddress))))) // "in" limit 1.000.000
| project-rename AzureActivity_TimeGenerated = TimeGenerated
;
_Indicators
| join kind=inner hint.strategy=shuffle _TableEvents on EmailAddress
// Take only a single event by key columns
//| summarize hint.strategy=shuffle take_any(*) by EmailAddress, Caller
| project
AzureActivity_TimeGenerated,
Description, ActivityGroupNames, IndicatorId, ThreatType, DomainName, Url, ExpirationDateTime, ConfidenceScore, AdditionalInformation, EmailSenderAddress,
CategoryValue, Level, ResourceProviderValue, _ResourceId, Caller, CallerIpAddress, OperationNameValue, ActivityStatusValue, HTTPRequest, Properties, CorrelationId
};
union// isfuzzy=true
// Match current table events all indicators available
_TITableMatch(ago(query_frequency + query_wait), ago(query_wait), false),
// Match past table events new indicators since last query execution
_TITableMatch(ago(table_query_lookback + query_wait), ago(query_frequency + query_wait), true, ago(query_frequency))
| summarize arg_max(AzureActivity_TimeGenerated, *) by IndicatorId, Caller
| extend
timestamp = AzureActivity_TimeGenerated,
IPCustomEntity = CallerIpAddress,
AccountCustomEntity = EmailSenderAddress