Multiple Ipentity Azure Data Lake
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 ("[SourceIPAddress]")
| project IndicatorId, BenignProperty
;
let _TIExcludedSources = toscalar(
_GetWatchlist('Activity-ExpectedSignificantActivity')
| where Activity == "ThreatIndicatorSource"
| summarize make_list(Auxiliar)
);
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, SourceSystem, Tags, AdditionalInformation, ExternalIndicatorId, NetworkIP, NetworkSourceIP, NetworkDestinationIP, EmailSourceIpAddress)
by IndicatorId
// Remove inactive or expired indicators
| where not(not(Active) or ExpirationDateTime < now())
// Pick indicators that contain the desired entity type
| mv-expand IPAddress = pack_array(NetworkIP, NetworkSourceIP, NetworkDestinationIP, EmailSourceIpAddress) to typeof(string)
| where isnotempty(IPAddress)
| extend TI_IPAddress = IPAddress
// 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.IPAddress == $right.BenignProperty
// Deduplicate indicators by IPAddress column, equivalent to using join kind=innerunique afterwards
| summarize hint.strategy=shuffle
minTimeGenerated = min(minTimeGenerated),
take_any(*)
by IPAddress
// 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(extract(@"([0-9A-Za-f]+)[\.\:]", 1, IPAddress))
// | summarize make_set_if(AuxiliarField, isnotempty(AuxiliarField), 10000)
//);
//let _IndicatorsPrefilterLength = array_length(_IndicatorsPrefilter);
let _TableEvents =
AzureDiagnostics
| where TimeGenerated between (table_start .. table_end)
| where ResourceProvider == "MICROSOFT.DATALAKESTORE"
and ResourceType == "ACCOUNTS"
and Category in ("Requests")
// Filter events that may contain indicators
| where isnotempty(CallerIPAddress)
//| where not(_IndicatorsPrefilterLength < 10000 and not(CallerIPAddress has_any (_IndicatorsPrefilter))) // "has_any" limit 10000
| extend IPAddress = trim_start("::ffff:", CallerIPAddress)
| where not(isnotempty(parse_ipv4(IPAddress)) and (ipv4_is_private(IPAddress) or ipv4_is_in_any_range(IPAddress, "0.0.0.0/8", "127.0.0.0/8")))
//| where not(_IndicatorsLength < 1000000 and not(IPAddress in (toscalar(_Indicators | summarize make_list(TI_IPAddress))))) // "in" limit 1.000.000
| project-rename AzureDiagnostics_TimeGenerated = TimeGenerated
;
_Indicators
| join kind=inner hint.strategy=shuffle _TableEvents on IPAddress
// Take only a single event by key columns
//| summarize hint.strategy=shuffle take_any(*) by IPAddress, ResourceId
| project
AzureDiagnostics_TimeGenerated,
Description,
ActivityGroupNames,
IndicatorId,
ThreatType,
DomainName,
Url,
ExpirationDateTime,
ConfidenceScore,
SourceSystem,
Tags,
AdditionalInformation,
TI_IPAddress,
NetworkIP,
NetworkSourceIP,
NetworkDestinationIP,
EmailSourceIpAddress,
Category,
ResourceId,
ResourceType,
identity_s,
CallerIPAddress,
OperationName,
ResultType,
HttpMethod_s,
Path_s,
QueryParameters_s,
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(AzureDiagnostics_TimeGenerated, *) by IndicatorId, ResourceId
| extend
timestamp = AzureDiagnostics_TimeGenerated,
IPCustomEntity = TI_IPAddress