Multiple File Hash Entity Device File Events
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 = 3d;
let _TIBenignProperty =
_GetWatchlist('ID-TIBenignProperty')
| where Notes has_any ("[Hash]")
| 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, AdditionalInformation, ExternalIndicatorId, FileHashValue, FileHashType)
by IndicatorId
// Remove inactive or expired indicators
| where not(not(Active) or ExpirationDateTime < now())
// Pick indicators that contain the desired entity type
| where isnotempty(FileHashValue)
| extend FileHashValue = toupper(FileHashValue)
// 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.FileHashValue == $right.BenignProperty
// Deduplicate indicators by FileHashValue column, equivalent to using join kind=innerunique afterwards
| summarize hint.strategy=shuffle
minTimeGenerated = min(minTimeGenerated),
take_any(*)
by FileHashValue
// 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 _TableEvents =
DeviceFileEvents
| where ingestion_time() between (table_start .. table_end)
// Filter events that may contain indicators
| mv-expand FileHashValue = pack_array(MD5, SHA1, SHA256) to typeof(string)
| where isnotempty(FileHashValue)
//| where not(FileHashValue in ("00000000000000000000000000000000", "0000000000000000000000000000000000000000000000000000000000000000"))
| extend FileHashValue = toupper(FileHashValue)
//| where not(_IndicatorsLength < 1000000 and not(FileHashValue in (toscalar(_Indicators | summarize make_list(FileHashValue))))) // "in" limit 1.000.000
| extend
DeviceFileEvents_FileName = FileName,
DeviceFileEvents_FileSize = FileSize
| project-rename DeviceFileEvents_TimeGenerated = TimeGenerated
;
_Indicators
| join kind=inner hint.strategy=shuffle _TableEvents on FileHashValue
// Take only a single event by key columns
//| summarize hint.strategy=shuffle take_any(*) by FileHashValue, DeviceName
| project
DeviceFileEvents_TimeGenerated,
Description, ActivityGroupNames, IndicatorId, ThreatType, DomainName, Url, ExpirationDateTime, ConfidenceScore, AdditionalInformation, FileHashValue, FileHashType,
DeviceName, InitiatingProcessAccountName, InitiatingProcessAccountUpn, ActionType, DeviceFileEvents_FileName, DeviceFileEvents_FileSize, FolderPath, FileOriginReferrerUrl, FileOriginUrl, InitiatingProcessCommandLine, InitiatingProcessFolderPath, MD5 = toupper(MD5), SHA1 = toupper(SHA1), SHA256 = toupper(SHA256)
};
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(DeviceFileEvents_TimeGenerated, *) by IndicatorId, DeviceName
| extend
timestamp = DeviceFileEvents_TimeGenerated,
HostCustomEntity = DeviceName,
AccountCustomEntity = InitiatingProcessAccountUpn,
FileHashCustomEntity = FileHashValueExplanation
This query is designed to identify and analyze potential threats by matching threat indicators with device file events. Here's a simplified breakdown of what the query does:
-
Setup and Parameters:
- The query is set to run every hour (
query_frequency = 1h) and looks back over a 14-day period (query_period = 14d). - It uses a 3-day lookback for table events (
table_query_lookback = 3d).
- The query is set to run every hour (
-
Filter Threat Indicators:
- It retrieves threat indicators from a feed, filtering out inactive or expired ones.
- Indicators with benign properties or from excluded sources are removed.
- The query focuses on indicators containing file hash values, ensuring they are unique.
-
Filter Device File Events:
- It examines device file events within a specified time range to find those containing file hash values.
- Events are filtered to match the format of the threat indicators.
-
Matching Process:
- The query matches threat indicators with device file events based on file hash values.
- It distinguishes between current events with all available indicators and past events with new indicators since the last query execution.
-
Output:
- The results include details about the matched threat indicators and device file events, such as timestamps, device names, file names, and hash values.
- It also extends the output with custom entities for further analysis.
Overall, this query helps in identifying potential security threats by correlating threat intelligence data with actual device activities, allowing for timely and informed responses to potential threats.
Details

Jose Sebastián Canós
Released: December 13, 2023
Tables
ThreatIntelligenceIndicatorDeviceFileEvents
Keywords
ThreatIntelligenceIndicatorDeviceFileEvents
Operators
lethas_anyprojecttoscalarwheresummarizemake_listmaterializeminarg_maxnotisnotemptyextendjoinleftantihint.strategytake_anybetweenmv-expandpack_arrayproject-renameunionisfuzzyagoby