// 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
relevantTechniques:
- T1567
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
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
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.
requiredDataConnectors:
- connectorId: Dataverse
dataTypes:
- DataverseActivity
triggerOperator: gt
entityMappings:
- entityType: Account
fieldMappings:
- columnName: AccountName
identifier: Name
- columnName: UPNSuffix
identifier: UPNSuffix
- entityType: CloudApplication
fieldMappings:
- columnName: CloudAppId
identifier: AppId
- columnName: InstanceUrl
identifier: InstanceName
- entityType: IP
fieldMappings:
- columnName: ClientIp
identifier: Address
name: Dataverse - Mass export of records to Excel
queryPeriod: 14d
triggerThreshold: 0
id: 57000f0d-ff5d-4166-94b6-aa5fb62b16ec
status: Available
kind: Scheduled
severity: Low
queryFrequency: 1h
tactics:
- Exfiltration
version: 3.2.0
alertDetailsOverride:
alertDisplayNameFormat: 'Dataverse - mass export to Excel activity in {{{InstanceUrl}} '
alertDescriptionFormat: User {{UserId}} exported {{{CurrentExportRate}} records using the ExportToExcel function in Dataverse.