// Set a mass export threshold for users who have no historical activity.
let mass_export_threshold = 10000;
let query_lookback = 14d;
let query_frequency = 1h;
let export_activity = DataverseActivity
| where Message == "ExportToExcel"
| extend QueryCount = iif(QueryResults has ",", todouble(countof(tostring(QueryResults), ',') + 1), double(1));
let current_activity = export_activity
| where TimeGenerated > ago(query_frequency)
| extend RecordId = split(QueryResults, ",")
| summarize
FirstEvent = min(TimeGenerated),
CurrentExportRate = sum(QueryCount),
SampleRecordIds = make_set(RecordId, 1000)
by UserId, InstanceUrl;
let historical_activity = export_activity
| where TimeGenerated between(ago(query_lookback) .. ago(query_frequency))
| summarize HistoricalBaseline = sum(QueryCount) by HistoricalUserId = UserId, InstanceUrl;
current_activity
| join kind=leftouter(historical_activity) on $left.UserId == $right.HistoricalUserId, InstanceUrl
| extend BaselineThreshold = iif(isnotnull(HistoricalBaseline), HistoricalBaseline, todouble(mass_export_threshold))
| where CurrentExportRate > BaselineThreshold
| join kind=inner(export_activity
| where TimeGenerated > ago(query_frequency)
| summarize EntityCount = sum(QueryCount) by UserId, ClientIp, InstanceUrl, EntityName
| extend Details = bag_pack("EntityName", EntityName, "EntityCount", EntityCount)
| summarize Details = make_set(Details, 100) by UserId, ClientIp, InstanceUrl)
on UserId, InstanceUrl
| extend
CloudAppId = int(32780),
AccountName = tostring(split(UserId, '@')[0]),
UPNSuffix = tostring(split(UserId, '@')[1])
| project
FirstEvent,
UserId,
ClientIp,
BaselineThreshold,
CurrentExportRate,
Details,
SampleRecordIds,
InstanceUrl,
AccountName,
UPNSuffix,
CloudAppId
OriginalUri: https://github.com/Azure/Azure-Sentinel/blob/master/Solutions/Microsoft Business Applications/Analytic Rules/Dataverse - Mass export of records to Excel.yaml
eventGroupingSettings:
aggregationKind: AlertPerResult
relevantTechniques:
- T1567
description: Identifies users exporting a large amount of records from Dynamics 365 to Excel, significantly more records exported than any other recent activity by that user. Large exports from users with no recent activity are identified using a predefined threshold.
triggerThreshold: 0
entityMappings:
- entityType: Account
fieldMappings:
- identifier: Name
columnName: AccountName
- identifier: UPNSuffix
columnName: UPNSuffix
- entityType: CloudApplication
fieldMappings:
- identifier: AppId
columnName: CloudAppId
- identifier: InstanceName
columnName: InstanceUrl
- entityType: IP
fieldMappings:
- identifier: Address
columnName: ClientIp
tactics:
- Exfiltration
query: |
// Set a mass export threshold for users who have no historical activity.
let mass_export_threshold = 10000;
let query_lookback = 14d;
let query_frequency = 1h;
let export_activity = DataverseActivity
| where Message == "ExportToExcel"
| extend QueryCount = iif(QueryResults has ",", todouble(countof(tostring(QueryResults), ',') + 1), double(1));
let current_activity = export_activity
| where TimeGenerated > ago(query_frequency)
| extend RecordId = split(QueryResults, ",")
| summarize
FirstEvent = min(TimeGenerated),
CurrentExportRate = sum(QueryCount),
SampleRecordIds = make_set(RecordId, 1000)
by UserId, InstanceUrl;
let historical_activity = export_activity
| where TimeGenerated between(ago(query_lookback) .. ago(query_frequency))
| summarize HistoricalBaseline = sum(QueryCount) by HistoricalUserId = UserId, InstanceUrl;
current_activity
| join kind=leftouter(historical_activity) on $left.UserId == $right.HistoricalUserId, InstanceUrl
| extend BaselineThreshold = iif(isnotnull(HistoricalBaseline), HistoricalBaseline, todouble(mass_export_threshold))
| where CurrentExportRate > BaselineThreshold
| join kind=inner(export_activity
| where TimeGenerated > ago(query_frequency)
| summarize EntityCount = sum(QueryCount) by UserId, ClientIp, InstanceUrl, EntityName
| extend Details = bag_pack("EntityName", EntityName, "EntityCount", EntityCount)
| summarize Details = make_set(Details, 100) by UserId, ClientIp, InstanceUrl)
on UserId, InstanceUrl
| extend
CloudAppId = int(32780),
AccountName = tostring(split(UserId, '@')[0]),
UPNSuffix = tostring(split(UserId, '@')[1])
| project
FirstEvent,
UserId,
ClientIp,
BaselineThreshold,
CurrentExportRate,
Details,
SampleRecordIds,
InstanceUrl,
AccountName,
UPNSuffix,
CloudAppId
triggerOperator: gt
id: 57000f0d-ff5d-4166-94b6-aa5fb62b16ec
queryFrequency: 1h
version: 3.2.0
requiredDataConnectors:
- connectorId: Dataverse
dataTypes:
- DataverseActivity
alertDetailsOverride:
alertDisplayNameFormat: 'Dataverse - mass export to Excel activity in {{{InstanceUrl}} '
alertDescriptionFormat: User {{UserId}} exported {{{CurrentExportRate}} records using the ExportToExcel function in Dataverse.
kind: Scheduled
status: Available
name: Dataverse - Mass export of records to Excel
severity: Low
queryPeriod: 14d