Query Details

Multiple Domain Entity Syslog

Query

// 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 = 1d;
let _TIBenignProperty =
    _GetWatchlist('ID-TIBenignProperty')
    | where Notes has_any ("[SourceDomain]", "[DestinationDomain]")
    | project IndicatorId, BenignProperty
;
let _TIExcludedSources = toscalar(
    _GetWatchlist('Activity-ExpectedSignificantActivity')
    | where Activity == "ThreatIndicatorSource"
    | summarize make_list(Auxiliar)
    );
let _DomainRegex = toscalar(
    _GetWatchlist('RegEx-SingleRegularExpressions')
    | where UseCase == "Threat Intelligence Indicator Domain"
    | 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)
            by IndicatorId
        // Remove inactive or expired indicators
        | where not(not(Active) or ExpirationDateTime < now())
        // Pick indicators that contain the desired entity type
        | where isnotempty(DomainName)
        | extend Domain = tolower(DomainName)
        // Remove indicators from specific sources
        | where not(AdditionalInformation has_any (_TIExcludedSources))
        // Remove excluded indicators with benign properties
        | join kind=leftanti _TIBenignProperty on IndicatorId, $left.Domain == $right.BenignProperty
        // Deduplicate indicators by Domain column, equivalent to using join kind=innerunique afterwards
        | summarize hint.strategy=shuffle
            minTimeGenerated = min(minTimeGenerated),
            take_any(*)
            by Domain
        // 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(Domain, ".")[-1])
    //    | summarize make_set_if(AuxiliarField, isnotempty(AuxiliarField))
    //);
    //let _IndicatorsPrefilterLength = array_length(_IndicatorsPrefilter);
    let _TableEvents =
        Syslog
        | where TimeGenerated between (table_start .. table_end)
        // Filter events that may contain indicators
        | where isnotempty(SyslogMessage)
        //| where not(_IndicatorsPrefilterLength < 10000 and not(SyslogMessage has_any (_IndicatorsPrefilter))) // valid TLD ~1500 , "has_any" limit 10000
        | extend Domains = todynamic(dynamic_to_json(extract_all(_DomainRegex, dynamic([1]), SyslogMessage)))
        | mv-expand Domain = Domains
        | extend Domain = tolower(tostring(Domain[0]))
        | where isnotempty(Domain)
        | summarize hint.strategy=shuffle take_any(*) by OriginalDomain = Domain
        //| where not(_IndicatorsPrefilterLength < 10000 and not(tostring(split(OriginalDomain, ".")[-1]) in (_IndicatorsPrefilter)))
        | extend SplitLevelDomains = split(OriginalDomain, ".")
        | mv-expand Level = range(0, array_length(SplitLevelDomains) - 2) to typeof(int)
        | extend Domain = strcat_array(array_slice(SplitLevelDomains, Level, -1), ".")
        //| where not(_IndicatorsLength < 1000000 and not(Domain in (toscalar(_Indicators | summarize make_list(Domain))))) // "in" limit 1.000.000
        | project-rename Syslog_TimeGenerated = TimeGenerated
    ;
    _Indicators
    | join kind=inner hint.strategy=shuffle _TableEvents on Domain
    // Take only a single event by key columns
    //| summarize hint.strategy=shuffle take_any(*) by Domain, HostName
    | project
        Syslog_TimeGenerated,
        Description, ActivityGroupNames, IndicatorId, ThreatType, DomainName, Url, ExpirationDateTime, ConfidenceScore, AdditionalInformation,
        HostName, HostIP, Facility, SeverityLevel, ProcessName, SyslogMessage
};
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(Syslog_TimeGenerated, *) by IndicatorId, HostName
| extend
    timestamp = Syslog_TimeGenerated,
    HostCustomEntity = HostName,
    IPCustomEntity = HostIP,
    URLCustomEntity = Url

Explanation

This query is used to match threat indicators with table events in order to identify any potential threats. The query assumes that threat indicators are ingested periodically and only new or modified indicators are included. The query includes several variables for the frequency and period of the query, as well as the wait time and lookback period for the table events. It also includes several subqueries to retrieve and filter the necessary data. The final result is a union of two matches: one for current table events and all available indicators, and another for past table events and new indicators since the last query execution. The results are then summarized and extended with additional information before being presented.

Details

Jose Sebastián Canós profile picture

Jose Sebastián Canós

Released: December 5, 2022

Tables

ThreatIntelligenceIndicatorSyslog

Keywords

ThreatIntelligenceIndicator,Sentinel,_GetWatchlist,ID-TIBenignProperty,Activity-ExpectedSignificantActivity,RegEx-SingleRegularExpressions,ThreatIntelligenceIndicatorevents,DomainName,Domain,AdditionalInformation,Syslog,SyslogMessage,OriginalDomain,SplitLevelDomains,Level,HostName,HostIP,Facility,SeverityLevel,ProcessName,Syslog_TimeGenerated,Description,ActivityGroupNames,IndicatorId,ThreatType,Url,ExpirationDateTime,ConfidenceScore,timestamp,HostCustomEntity,IPCustomEntity,URLCustomEntity

Operators

wherehas_anyprojectlettoscalarwheresummarizemake_listwheresummarizemake_listwhereprojectwhereprojectwhereprojectwhereisnotemptyextendwherenotnotor<nowwhereisnotemptyextendtolowerwherenothas_anyjoinkind=leftantion==wherenotonly_new_tiand<wherenotonly_new_tiand<wherebetweenisnotemptyextendtodynamicdynamic_to_jsonextract_alldynamicmv-expandextendtolowerisnotemptysummarizetake_anybyextendsplitmv-expandextendstrcat_arrayarray_sliceproject-renamejoinkind=innerprojectsummarizetake_anybyprojectextend

Actions