Detection rules › Kusto
TI Map IP Entity to Azure SQL Security Audit Events
This query maps any IP indicators of compromise (IOCs) from threat intelligence (TI), by searching for matches in SQL Security Audit Events.
MITRE ATT&CK coverage
| Tactic | Techniques |
|---|---|
| Command & Control |
Rules detecting the same action
These rules filter on the same operation.
- Affected rows stateful anomaly on database (Kusto)
- Credential errors stateful anomaly on database (Kusto)
- Drop attempts stateful anomaly on database (Kusto)
- Execution attempts stateful anomaly on database (Kusto)
- Firewall errors stateful anomaly on database (Kusto)
- Firewall rule manipulation attempts stateful anomaly on database (Kusto)
- OLE object manipulation attempts stateful anomaly on database (Kusto)
- Outgoing connection attempts stateful anomaly on database (Kusto)
Rule body
id: d0aa8969-1bbe-4da3-9e76-09e5f67c9d85
name: TI Map IP Entity to Azure SQL Security Audit Events
description: |
This query maps any IP indicators of compromise (IOCs) from threat intelligence (TI), by searching for matches in SQL Security Audit Events.
severity: Medium
requiredDataConnectors:
- connectorId: ThreatIntelligence
dataTypes:
- ThreatIntelligenceIndicator
- connectorId: ThreatIntelligenceTaxii
dataTypes:
- ThreatIntelligenceIndicator
- connectorId: AzureSql
dataTypes:
- AzureDiagnostics
- connectorId: MicrosoftDefenderThreatIntelligence
dataTypes:
- ThreatIntelligenceIndicator
queryFrequency: 1h
queryPeriod: 14d
triggerOperator: gt
triggerThreshold: 0
tactics:
- CommandAndControl
relevantTechniques:
- T1071
query: |
let dt_lookBack = 1h; // Look back 1 hour for AzureDiagnostics logs
let ioc_lookBack = 14d; // Look back 14 days for threat intelligence indicators
// Fetch threat intelligence indicators related to IP addresses
let IP_Indicators = ThreatIntelligenceIndicator
| where isnotempty(NetworkIP) or isnotempty(EmailSourceIpAddress) or isnotempty(NetworkDestinationIP) or isnotempty(NetworkSourceIP)
| where TimeGenerated >= ago(ioc_lookBack)
| extend TI_ipEntity = iff(isnotempty(NetworkIP), NetworkIP, NetworkDestinationIP)
| extend TI_ipEntity = iff(isempty(TI_ipEntity) and isnotempty(NetworkSourceIP), NetworkSourceIP, TI_ipEntity)
| extend TI_ipEntity = iff(isempty(TI_ipEntity) and isnotempty(EmailSourceIpAddress), EmailSourceIpAddress, TI_ipEntity)
| where ipv4_is_private(TI_ipEntity) == false and TI_ipEntity !startswith "fe80" and TI_ipEntity !startswith "::" and TI_ipEntity !startswith "127."
| summarize LatestIndicatorTime = arg_max(TimeGenerated, *) by IndicatorId
| where Active == true and ExpirationDateTime > now();
// Perform a join between IP indicators and AzureDiagnostics logs for SQL Security Audit events
IP_Indicators
// Use innerunique to keep performance fast and result set low, as we only need one match to indicate potential malicious activity that needs investigation
| join kind=innerunique (
AzureDiagnostics
| where TimeGenerated >= ago(dt_lookBack)
| where ResourceProvider == 'MICROSOFT.SQL'
| where Category == 'SQLSecurityAuditEvents'
| extend SQLSecurityAuditEvents_TimeGenerated = TimeGenerated
| extend ClientIP = column_ifexists("client_ip_s", "Not Available")
| extend Action = column_ifexists("action_name_s", "Not Available")
| extend Application = column_ifexists("application_name_s", "Not Available")
| extend HostName = column_ifexists("host_name_s", "Not Available")
)
on $left.TI_ipEntity == $right.ClientIP
// Filter out logs that occurred after the expiration of the corresponding indicator
| where SQLSecurityAuditEvents_TimeGenerated < ExpirationDateTime
// Group the results by IndicatorId and ClientIP, and keep the log entry with the latest timestamp
| summarize SQLSecurityAuditEvents_TimeGenerated = arg_max(SQLSecurityAuditEvents_TimeGenerated, *) by IndicatorId, ClientIP
// Select the desired output fields
| project SQLSecurityAuditEvents_TimeGenerated, Description, ActivityGroupNames, IndicatorId, ThreatType, Url, ExpirationDateTime, ConfidenceScore,
TI_ipEntity, ResourceId, ClientIP, Action, Application, HostName, NetworkIP, NetworkDestinationIP, NetworkSourceIP, EmailSourceIpAddress, Type
// Rename the timestamp field
| extend timestamp = SQLSecurityAuditEvents_TimeGenerated
entityMappings:
- entityType: IP
fieldMappings:
- identifier: Address
columnName: ClientIP
version: 1.3.2
kind: Scheduled
Stages and Predicates
Parameters
let dt_lookBack = 1h;
let ioc_lookBack = 14d;
let IP_Indicators is inlined into the numbered stages below.
Stages 1 to 7 define let IP_Indicators (the rule's main pipeline source); stages 8 to 12 run on it.
Stage 1: source
ThreatIntelligenceIndicator
Stage 2: where
| where isnotempty(NetworkIP) or isnotempty(EmailSourceIpAddress) or isnotempty(NetworkDestinationIP) or isnotempty(NetworkSourceIP)
Stage 3: where
| where TimeGenerated >= ago(ioc_lookBack)
Stage 4: extend (3 consecutive steps)
| extend TI_ipEntity = iff(isnotempty(NetworkIP), NetworkIP, NetworkDestinationIP)
| extend TI_ipEntity = iff(isempty(TI_ipEntity) and isnotempty(NetworkSourceIP), NetworkSourceIP, TI_ipEntity)
| extend TI_ipEntity = iff(isempty(TI_ipEntity) and isnotempty(EmailSourceIpAddress), EmailSourceIpAddress, TI_ipEntity)
TI_ipEntity =if
isnotempty(NetworkIP)NetworkIPelse
NetworkDestinationIPStage 5: where
| where ipv4_is_private(TI_ipEntity) == false and TI_ipEntity !startswith "fe80" and TI_ipEntity !startswith "::" and TI_ipEntity !startswith "127."
Stage 6: summarize
| summarize LatestIndicatorTime = arg_max(TimeGenerated, *) by IndicatorId
Stage 7: where
| where Active == true and ExpirationDateTime > now()
Stage 8: join
IP_Indicators
| join kind=innerunique (
AzureDiagnostics
| where TimeGenerated >= ago(dt_lookBack)
| where ResourceProvider == 'MICROSOFT.SQL'
| where Category == 'SQLSecurityAuditEvents'
| extend SQLSecurityAuditEvents_TimeGenerated = TimeGenerated
| extend ClientIP = column_ifexists("client_ip_s", "Not Available")
| extend Action = column_ifexists("action_name_s", "Not Available")
| extend Application = column_ifexists("application_name_s", "Not Available")
| extend HostName = column_ifexists("host_name_s", "Not Available")
)
on $left.TI_ipEntity == $right.ClientIP
Stage 9: where
| where SQLSecurityAuditEvents_TimeGenerated < ExpirationDateTime
Stage 10: summarize
| summarize SQLSecurityAuditEvents_TimeGenerated = arg_max(SQLSecurityAuditEvents_TimeGenerated, *) by IndicatorId, ClientIP
Stage 11: project
| project SQLSecurityAuditEvents_TimeGenerated, Description, ActivityGroupNames, IndicatorId, ThreatType, Url, ExpirationDateTime, ConfidenceScore,
TI_ipEntity, ResourceId, ClientIP, Action, Application, HostName, NetworkIP, NetworkDestinationIP, NetworkSourceIP, EmailSourceIpAddress, Type
Stage 12: extend
| extend timestamp = SQLSecurityAuditEvents_TimeGenerated
Exclusions
The rule actively suppresses these predicates.
| Field | Kind | Excluded values | Search |
|---|---|---|---|
TI_ipEntity | cidr_match | 10.0.0.0/8, 172.16.0.0/12, 192.168.0.0/16, 169.254.0.0/16, 127.0.0.0/8 | excludes:TI_ipEntity |
TI_ipEntity | starts_with | 127. | excludes:TI_ipEntity field:"TI_ipEntity" value:"127." |
TI_ipEntity | starts_with | :: | excludes:TI_ipEntity field:"TI_ipEntity" value:"::" |
TI_ipEntity | starts_with | fe80 | excludes:TI_ipEntity field:"TI_ipEntity" value:"fe80" |
Indicators
These rows show field, operator, and value matches.
| Field | Kind | Values | Search |
|---|---|---|---|
Active | eq |
| field:"Active" kind:eq value:"true" |
Category | eq |
| field:"Category" kind:eq value:"SQLSecurityAuditEvents" |
EmailSourceIpAddress | is_not_null | field:"EmailSourceIpAddress" kind:is_not_null | |
NetworkDestinationIP | is_not_null | field:"NetworkDestinationIP" kind:is_not_null | |
NetworkIP | is_not_null | field:"NetworkIP" kind:is_not_null | |
NetworkSourceIP | is_not_null | field:"NetworkSourceIP" kind:is_not_null | |
ResourceProvider | eq |
| field:"ResourceProvider" kind:eq value:"MICROSOFT.SQL" |
SQLSecurityAuditEvents_TimeGenerated | cross_field_compare |
| field:"SQLSecurityAuditEvents_TimeGenerated" kind:cross_field_compare value:"ExpirationDateTime" |
Output fields
These fields are emitted when the rule matches.
| Field | Source |
|---|---|
Action | project |
ActivityGroupNames | project |
Application | project |
ClientIP | project |
ConfidenceScore | project |
Description | project |
EmailSourceIpAddress | project |
ExpirationDateTime | project |
HostName | project |
IndicatorId | project |
NetworkDestinationIP | project |
NetworkIP | project |
NetworkSourceIP | project |
ResourceId | project |
SQLSecurityAuditEvents_TimeGenerated | project |
TI_ipEntity | project |
ThreatType | project |
Type | project |
Url | project |
timestamp | extend |