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Microsoft Sentinel Blog
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Azure Sentinel correlation rules: Active Lists out; make_list() in, the AAD/AWS correlation example

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Ofer_Shezaf
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Nov 25, 2019
  Writing alert rules using KQL is powerful but does not have to be complex. A good example would be rules which in traditional SIEM use Active Lists (or Reference Sets, depending on your SIEM). Wh...
Updated Dec 29, 2020
Version 12.0
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Microsoft Sentinel is a cloud-native SIEM, enriched with AI and automation to provide expansive visibility across your digital environment.

\n\n\n

When evaluating various solutions, your peers value hearing from people like you who’ve used the product. Review Microsoft Sentinel by filling out a Gartner Peer Insights survey and receive a $25 USD gift card (for customers only). Here are the Privacy/Guideline links: Microsoft Privacy Statement, Gartner’s Community Guidelines & Gartner Peer Insights Review Guide.

","avatar":null,"profileSettings":{"__typename":"ProfileSettings","language":null},"parent":{"__ref":"Category:category:microsoft-sentinel"},"ancestors":{"__typename":"CoreNodeConnection","edges":[{"__typename":"CoreNodeEdge","node":{"__ref":"Community:community:gxcuf89792"}},{"__typename":"CoreNodeEdge","node":{"__ref":"Category:category:communities"}},{"__typename":"CoreNodeEdge","node":{"__ref":"Category:category:products-services"}},{"__typename":"CoreNodeEdge","node":{"__ref":"Category:category:microsoft-security"}},{"__typename":"CoreNodeEdge","node":{"__ref":"Category:category:microsoft-sentinel"}}]},"userContext":{"__typename":"NodeUserContext","canAddAttachments":false,"canUpdateNode":false,"canPostMessages":false,"isSubscribed":false},"boardPolicies":{"__typename":"BoardPolicies","canPublishArticleOnCreate":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.forums.policy_can_publish_on_create_workflow_action.accessDenied","key":"error.lithium.policies.forums.policy_can_publish_on_create_workflow_action.accessDenied","args":[]}}},"shortTitle":"Microsoft Sentinel Blog","repliesProperties":{"__typename":"RepliesProperties","sortOrder":"REVERSE_PUBLISH_TIME","repliesFormat":"threaded"},"tagProperties":{"__typename":"TagNodeProperties","tagsEnabled":{"__typename":"PolicyResult","failureReason":null}},"requireTags":false,"tagType":"PRESET_ONLY"},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/cmstNC05WEo0blc\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/cmstNC05WEo0blc","height":512,"width":512,"mimeType":"image/png"},"Rank:rank:4":{"__typename":"Rank","id":"rank:4","position":6,"name":"Microsoft","color":"333333","icon":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/cmstNC05WEo0blc\"}"},"rankStyle":"OUTLINE"},"User:user:293879":{"__typename":"User","id":"user:293879","uid":293879,"login":"Ofer_Shezaf","deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/dS0yOTM4NzktMkFERzNl?image-coordinates=0%2C9%2C990%2C998"},"rank":{"__ref":"Rank:rank:4"},"email":"","messagesCount":272,"biography":null,"topicsCount":36,"kudosReceivedCount":383,"kudosGivenCount":4,"kudosWeight":1,"registrationData":{"__typename":"RegistrationData","status":null,"registrationTime":"2019-03-01T11:51:50.376-08:00","confirmEmailStatus":null},"followersCount":null,"solutionsCount":12},"BlogTopicMessage:message:1029225":{"__typename":"BlogTopicMessage","uid":1029225,"subject":"Azure Sentinel correlation rules: Active Lists out; make_list() in, the AAD/AWS correlation example","id":"message:1029225","revisionNum":16,"repliesCount":8,"author":{"__ref":"User:user:293879"},"depth":0,"hasGivenKudo":false,"board":{"__ref":"Blog:board:MicrosoftSentinelBlog"},"conversation":{"__ref":"Conversation:conversation:1029225"},"messagePolicies":{"__typename":"MessagePolicies","canPublishArticleOnEdit":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.forums.policy_can_publish_on_edit_workflow_action.accessDenied","key":"error.lithium.policies.forums.policy_can_publish_on_edit_workflow_action.accessDenied","args":[]}},"canModerateSpamMessage":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.feature.moderation_spam.action.moderate_entity.allowed.accessDenied","key":"error.lithium.policies.feature.moderation_spam.action.moderate_entity.allowed.accessDenied","args":[]}}},"contentWorkflow":{"__typename":"ContentWorkflow","state":"PUBLISH","scheduledPublishTime":null,"scheduledTimezone":null,"userContext":{"__typename":"MessageWorkflowContext","canSubmitForReview":null,"canEdit":false,"canRecall":null,"canSubmitForPublication":null,"canReturnToAuthor":null,"canPublish":null,"canReturnToReview":null,"canSchedule":false},"shortScheduledTimezone":null},"readOnly":false,"editFrozen":false,"moderationData":{"__ref":"ModerationData:moderation_data:1029225"},"teaser@stripHtml({\"truncateLength\":200})":" Writing alert rules using KQL is powerful but does not have to be complicated. A good example would be rules that in traditional SIEM use Active Lists. In this blog post, I will describe how to avoid...","body@stripHtml({\"truncateLength\":200})":"   \n Writing alert rules using KQL is powerful but does not have to be complex. A good example would be rules which in traditional SIEM use Active Lists (or Reference Sets, depending on your SIEM). Wh...","body@stringLength":"11372","rawBody":"

 

\n

Writing alert rules using KQL is powerful but does not have to be complex. A good example would be rules which in traditional SIEM use Active Lists (or Reference Sets, depending on your SIEM). When presenting KQL rules, I am often asked how to implement Active Lists in Sentinel. While replicating Active Lists in Sentinel is a good topic for another blog post, I will focus here on avoiding Active Lists in the first place using Sentinel query-based rules. You just don't need them in most cases.

\n

 

\n

This post of part of a series of blog posts on writing rules in Azure Sentinel:

\n\n

 

\n

What are Active Lists, and what they used for?

\n

Active Lists are the ArcSight term for, well, tables. Unlike the main event repository tables, which are immutable in a SIEM, Active Lists can be modified, for example, by rules.

\n

 

\n

Active Lists are mostly used for two purposes:

\n\n

In this blog post, I will focus on the former. Read 'Implementing Lookups in Azure Sentinel\" to learn about the latter.

\n

 

\n

The \"Failed AzureAD logons but success logon to AWS Console\" rule

\n

\n

 

\n

To avoid a theoretical discussion, let's focus on a specific example. I picked this rule, which  from our research team wrote as it is a powerful use case yet simple enough for demonstration purposes. The rule is also built-in into Azure Sentinel.

\n

 

\n

The rule looks for:

\n\n

 

\n

Traditional Active List implementation

\n

In a traditional SIEM, this use case would usually require two rules and an Active list (see here an ArcSight implementation of a similar Brute Force rule or the official ArcSight guide.

\n\n

This approach works, but it is far from trivial and is hard to maintain. It requires two unrelated rules and a separate Active List object. The actual time frames for the use case are actually the Active List record TTL rather than any rule property. Make the scenarios slightly more complex - by adding a 3rd event condition - and it becomes unmanageable. 

\n

 

\n

Azure Sentinel make_list()

\n

Let's look at Pete's rule. The first part takes full advantage of the fact that query-based rules can look back to create the list on demand without requiring a second rule and an intermediate object:

\n

 

\n
let signin_threshold = 5;
let suspicious_signins =
SigninLogs
| where TimeGenerated >= ago(1d)
| where ResultType !in (\"0\", \"50125\", \"50140\")
| where IPAddress != \"127.0.0.1\"
| summarize count() by IPAddress
| where count_ > signin_threshold
| summarize make_list(IPAddress);
\n

What is this section doing?

\n\n

Pretty straight forward, isn't it? We just created a list!

\n

 

\n

Wrapping up the rule

\n

The second part of the rule only has to identify AWS login failures (Blue) and then check if the IP address is in the list from step 1 (Magenta). The rest (Green) is only used to enhance the information for the analyst use.

\n
AWSCloudTrail
| where TimeGenerated > ago(1d)
| where EventName == \"ConsoleLogin\"
| extend LoginResult = tostring(parse_json(ResponseElements).ConsoleLogin)
| where LoginResult == \"Success\"
| where SourceIpAddress in (suspicious_signins)
| extend Reason = \"Multiple failed AAD logins from IP address\"
| extend MFAUsed = tostring(parse_json(AdditionalEventData).MFAUsed)
| extend User = iif(UserIdentityUserName == \"\", UserIdentityType, UserIdentityUserName)
| project TimeGenerated, Reason, LoginResult, EventTypeName, UserIdentityType, User, AWSRegion, SourceIpAddress, UserAgent, MFAUsed
| extend timestamp = TimeGenerated, AccountCustomEntity = User, IPCustomEntity = SourceIpAddress
\n

 

\n

Simple. Isn't it? Since the Azure Sentinel rule does not depend on a state machine, it is easier to build, test, and maintain.

Next time we will discuss the other use of Active Lists: lookups.

","kudosSumWeight":10,"postTime":"2019-11-25T01:57:33.808-08:00","images":{"__typename":"AssociatedImageConnection","edges":[{"__typename":"AssociatedImageEdge","cursor":"MjUuMXwyLjF8b3wyNXxfTlZffDE","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0xMDI5MjI1LTE1ODczMWk1RkQ5RkFDQkUzRDA1MDJG?revision=16\"}"}}],"totalCount":1,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"attachments":{"__typename":"AttachmentConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"tags":{"__typename":"TagConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[{"__typename":"TagEdge","cursor":"MjUuMXwyLjF8b3wxMHxfTlZffDE","node":{"__typename":"Tag","id":"tag:detection","text":"detection","time":"2017-07-05T19:45:02.431-07:00","lastActivityTime":null,"messagesCount":null,"followersCount":null}},{"__typename":"TagEdge","cursor":"MjUuMXwyLjF8b3wxMHxfTlZffDI","node":{"__typename":"Tag","id":"tag:Query","text":"Query","time":"2017-09-19T07:12:48.280-07:00","lastActivityTime":null,"messagesCount":null,"followersCount":null}}]},"timeToRead":4,"rawTeaser":"

Writing alert rules using KQL is powerful but does not have to be complicated. A good example would be rules that in traditional SIEM use Active Lists. In this blog post, I will describe how to avoid Active Lists entirely using Sentinel query-based rules.

","introduction":"","coverImage":null,"coverImageProperties":{"__typename":"CoverImageProperties","style":"STANDARD","titlePosition":"BOTTOM","altText":""},"currentRevision":{"__ref":"Revision:revision:1029225_16"},"latestVersion":{"__typename":"FriendlyVersion","major":"12","minor":"0"},"metrics":{"__typename":"MessageMetrics","views":36213},"visibilityScope":"PUBLIC","canonicalUrl":null,"seoTitle":null,"seoDescription":null,"placeholder":false,"originalMessageForPlaceholder":null,"contributors":{"__typename":"UserConnection","edges":[]},"nonCoAuthorContributors":{"__typename":"UserConnection","edges":[]},"coAuthors":{"__typename":"UserConnection","edges":[]},"blogMessagePolicies":{"__typename":"BlogMessagePolicies","canDoAuthoringActionsOnBlog":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.blog.action_can_do_authoring_action.accessDenied","key":"error.lithium.policies.blog.action_can_do_authoring_action.accessDenied","args":[]}}},"archivalData":null,"customFields":[],"revisions({\"constraints\":{\"isPublished\":{\"eq\":true}},\"first\":1})":{"__typename":"RevisionConnection","totalCount":16},"body":"

 

\n

Writing alert rules using KQL is powerful but does not have to be complex. A good example would be rules which in traditional SIEM use Active Lists (or Reference Sets, depending on your SIEM). When presenting KQL rules, I am often asked how to implement Active Lists in Sentinel. While replicating Active Lists in Sentinel is a good topic for another blog post, I will focus here on avoiding Active Lists in the first place using Sentinel query-based rules. You just don't need them in most cases.

\n

 

\n

This post of part of a series of blog posts on writing rules in Azure Sentinel:

\n\n

 

\n

What are Active Lists, and what they used for?

\n

Active Lists are the ArcSight term for, well, tables. Unlike the main event repository tables, which are immutable in a SIEM, Active Lists can be modified, for example, by rules.

\n

 

\n

Active Lists are mostly used for two purposes:

\n\n

In this blog post, I will focus on the former. Read 'Implementing Lookups in Azure Sentinel\" to learn about the latter.

\n

 

\n

The \"Failed AzureAD logons but success logon to AWS Console\" rule

\n

\n

 

\n

To avoid a theoretical discussion, let's focus on a specific example. I picked this rule, which petebrayne from our research team wrote as it is a powerful use case yet simple enough for demonstration purposes. The rule is also built-in into Azure Sentinel.

\n

 

\n

The rule looks for:

\n\n

 

\n

Traditional Active List implementation

\n

In a traditional SIEM, this use case would usually require two rules and an Active list (see here an ArcSight implementation of a similar Brute Force rule or the official ArcSight guide.

\n\n

This approach works, but it is far from trivial and is hard to maintain. It requires two unrelated rules and a separate Active List object. The actual time frames for the use case are actually the Active List record TTL rather than any rule property. Make the scenarios slightly more complex - by adding a 3rd event condition - and it becomes unmanageable. 

\n

 

\n

Azure Sentinel make_list()

\n

Let's look at Pete's rule. The first part takes full advantage of the fact that query-based rules can look back to create the list on demand without requiring a second rule and an intermediate object:

\n

 

\n
let signin_threshold = 5;
let suspicious_signins =
SigninLogs
| where TimeGenerated >= ago(1d)
| where ResultType !in (\"0\", \"50125\", \"50140\")
| where IPAddress != \"127.0.0.1\"
| summarize count() by IPAddress
| where count_ > signin_threshold
| summarize make_list(IPAddress);
\n

What is this section doing?

\n\n

Pretty straight forward, isn't it? We just created a list!

\n

 

\n

Wrapping up the rule

\n

The second part of the rule only has to identify AWS login failures (Blue) and then check if the IP address is in the list from step 1 (Magenta). The rest (Green) is only used to enhance the information for the analyst use.

\n
AWSCloudTrail
| where TimeGenerated > ago(1d)
| where EventName == \"ConsoleLogin\"
| extend LoginResult = tostring(parse_json(ResponseElements).ConsoleLogin)
| where LoginResult == \"Success\"
| where SourceIpAddress in (suspicious_signins)
| extend Reason = \"Multiple failed AAD logins from IP address\"
| extend MFAUsed = tostring(parse_json(AdditionalEventData).MFAUsed)
| extend User = iif(UserIdentityUserName == \"\", UserIdentityType, UserIdentityUserName)
| project TimeGenerated, Reason, LoginResult, EventTypeName, UserIdentityType, User, AWSRegion, SourceIpAddress, UserAgent, MFAUsed
| extend timestamp = TimeGenerated, AccountCustomEntity = User, IPCustomEntity = SourceIpAddress
\n

 

\n

Simple. Isn't it? Since the Azure Sentinel rule does not depend on a state machine, it is easier to build, test, and maintain.

Next time we will discuss the other use of Active Lists: lookups.

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Keep the great blog posts coming! \":smile:\"

","body@stringLength":"239","rawBody":"

Keep the great blog posts coming!

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