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GitHub - matanolabs/matano: Open source security data lake for threat hunting, detection & response, and cybersecurity analytics at petabyte scale on AWS
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data-analytics-event="{"location":"navbar","action":"enterprises","context":"solutions","tag":"link","label":"enterprises_link_solutions_navbar"}" href="https://github.com/enterprise"> Enterprises </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"small_and_medium_teams","context":"solutions","tag":"link","label":"small_and_medium_teams_link_solutions_navbar"}" href="https://github.com/team"> Small and medium teams </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"startups","context":"solutions","tag":"link","label":"startups_link_solutions_navbar"}" href="https://github.com/enterprise/startups"> Startups </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" 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dir=\"auto\"\u003eOpen source security data lake for AWS\u003c/h2\u003e\u003ca id=\"user-content-open-source-security-data-lake-for-aws\" class=\"anchor\" aria-label=\"Permalink: Open source security data lake for AWS\" href=\"#open-source-security-data-lake-for-aws\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eMatano Open Source Security data lake is an open source \u003cstrong\u003ecloud-native security data lake\u003c/strong\u003e, built for security teams on AWS.\u003c/p\u003e\n\u003cdiv class=\"markdown-alert markdown-alert-note\" dir=\"auto\"\u003e\u003cp class=\"markdown-alert-title\" dir=\"auto\"\u003e\u003csvg class=\"octicon octicon-info mr-2\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"M0 8a8 8 0 1 1 16 0A8 8 0 0 1 0 8Zm8-6.5a6.5 6.5 0 1 0 0 13 6.5 6.5 0 0 0 0-13ZM6.5 7.75A.75.75 0 0 1 7.25 7h1a.75.75 0 0 1 .75.75v2.75h.25a.75.75 0 0 1 0 1.5h-2a.75.75 0 0 1 0-1.5h.25v-2h-.25a.75.75 0 0 1-.75-.75ZM8 6a1 1 0 1 1 0-2 1 1 0 0 1 0 2Z\"\u003e\u003c/path\u003e\u003c/svg\u003eNote\u003c/p\u003e\u003cp dir=\"auto\"\u003eMatano offers a commercial managed Cloud SIEM for a complete enterprise Security Operations platform. \u003ca href=\"https://matanosecurity.com\" rel=\"nofollow\"\u003eLearn more\u003c/a\u003e.\u003c/p\u003e\n\u003c/div\u003e\n\u003cdiv dir=\"auto\"\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 align=\"center\" tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e\n \u003ca href=\"https://www.matano.dev/docs\" rel=\"nofollow\"\u003eDocs\u003c/a\u003e\n \u003cspan\u003e | \u003c/span\u003e\n \u003ca href=\"https://www.matano.dev\" rel=\"nofollow\"\u003eWebsite\u003c/a\u003e\n \u003cspan\u003e | \u003c/span\u003e\n \u003ca href=\"https://discord.gg/YSYfHMbfZQ\" rel=\"nofollow\"\u003eCommunity\u003c/a\u003e\n\u003c/h3\u003e\u003ca id=\"user-content---------docs------------------website------------------community\" class=\"anchor\" aria-label=\"Permalink: Docs | Website | Community\" href=\"#--------docs------------------website------------------community\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eFeatures\u003c/h2\u003e\u003ca id=\"user-content-features\" class=\"anchor\" aria-label=\"Permalink: Features\" href=\"#features\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv align=\"center\" dir=\"auto\"\u003e\n \u003cbr\u003e\n \u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/matanolabs/matano/blob/main/assets/matano_athena.png\"\u003e\u003cimg src=\"/matanolabs/matano/raw/main/assets/matano_athena.png\" width=\"650\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003c/div\u003e\n\u003cbr\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eSecurity Data Lake:\u003c/strong\u003e Normalize unstructured security logs into a structured realtime data lake in your AWS account.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eCollect All Your Logs:\u003c/strong\u003e Integrates out of the box with \u003ca href=\"https://www.matano.dev/docs/log-sources/managed-log-sources\" rel=\"nofollow\"\u003e50+ sources\u003c/a\u003e for security logs and can easily be extended with custom sources.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eDetection-as-Code:\u003c/strong\u003e Use Python to build realtime detections as code. Support for automatic import of \u003ca href=\"https://www.matano.dev/docs/detections/importing-from-sigma-rules\" rel=\"nofollow\"\u003eSigma\u003c/a\u003e detections to Matano.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eLog Transformation Pipeline:\u003c/strong\u003e Supports custom VRL (\u003ca href=\"https://vector.dev/docs/reference/vrl/\" rel=\"nofollow\"\u003eVector Remap Language\u003c/a\u003e) scripting to parse, enrich, normalize and transform your logs as they are ingested without managing any servers.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eNo Vendor Lock-In:\u003c/strong\u003e Uses an open table format (\u003ca href=\"https://iceberg.apache.org/\" rel=\"nofollow\"\u003eApache Iceberg\u003c/a\u003e) and open schema standards (\u003ca href=\"https://github.com/elastic/ecs\"\u003eECS\u003c/a\u003e), to give you full ownership of your security data in a vendor-neutral format.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eBring Your Own Analytics:\u003c/strong\u003e Query your security lake directly from any Iceberg-compatible engine (AWS Athena, Snowflake, Spark, Trino etc.) without having to copy data around.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eServerless:\u003c/strong\u003e Fully serverless and designed specifically for AWS and focuses on enabling high scale, low cost, and zero-ops.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eArchitecture\u003c/h2\u003e\u003ca id=\"user-content-architecture\" class=\"anchor\" aria-label=\"Permalink: Architecture\" href=\"#architecture\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv align=\"center\" dir=\"auto\"\u003e\n \u003cbr\u003e\n \u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/matanolabs/matano/blob/main/assets/diagram.png\"\u003e\u003cimg src=\"/matanolabs/matano/raw/main/assets/diagram.png\" width=\"600\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e👀 Use cases\u003c/h2\u003e\u003ca id=\"user-content--use-cases\" class=\"anchor\" aria-label=\"Permalink: 👀 Use cases\" href=\"#-use-cases\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eReduce SIEM costs.\u003c/li\u003e\n\u003cli\u003eAugment your SIEM with a security data lake for additional context during investigations.\u003c/li\u003e\n\u003cli\u003eWrite detections-as-code using Python to detect suspicious behavior \u0026amp; create contextualized alerts.\u003c/li\u003e\n\u003cli\u003eECS-compatible serverless alternative to ELK / Elastic Security stack.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e✨ Integrations\u003c/h2\u003e\u003ca id=\"user-content--integrations\" class=\"anchor\" aria-label=\"Permalink: ✨ Integrations\" href=\"#-integrations\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eManaged log sources\u003c/h4\u003e\u003ca id=\"user-content-managed-log-sources\" class=\"anchor\" aria-label=\"Permalink: Managed log sources\" href=\"#managed-log-sources\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/managed-log-sources/aws/cloudtrail\" rel=\"nofollow\"\u003e\u003cstrong\u003eAWS CloudTrail\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/managed-log-sources/aws/route53-resolver-logs\" rel=\"nofollow\"\u003e\u003cstrong\u003eAWS Route53\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/managed-log-sources/aws/vpcflow\" rel=\"nofollow\"\u003e\u003cstrong\u003eAWS VPC Flow\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/managed-log-sources/aws/aws-config\" rel=\"nofollow\"\u003e\u003cstrong\u003eAWS Config\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/managed-log-sources/aws/aws-elb\" rel=\"nofollow\"\u003e\u003cstrong\u003eAWS ELB\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/managed-log-sources/aws/amazon-s3-server-access-logs\" rel=\"nofollow\"\u003e\u003cstrong\u003eAmazon S3 Server Access\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/managed-log-sources/aws/s3-inventory-report\" rel=\"nofollow\"\u003e\u003cstrong\u003eAmazon S3 Inventory Reports\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/managed-log-sources/aws/amazon-inspector\" rel=\"nofollow\"\u003e\u003cstrong\u003eAmazon Inspector\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/managed-log-sources/aws/amazon-waf\" rel=\"nofollow\"\u003e\u003cstrong\u003eAmazon WAF\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/managed-log-sources/cloudflare\" rel=\"nofollow\"\u003e\u003cstrong\u003eCloudflare\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/managed-log-sources/crowdstrike\" rel=\"nofollow\"\u003e\u003cstrong\u003eCrowdstrike\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/managed-log-sources/duo\" rel=\"nofollow\"\u003e\u003cstrong\u003eDuo\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/managed-log-sources/okta\" rel=\"nofollow\"\u003e\u003cstrong\u003eOkta\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/managed-log-sources/github\" rel=\"nofollow\"\u003e\u003cstrong\u003eGitHub\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/managed/google-workspace\" rel=\"nofollow\"\u003e\u003cstrong\u003eGoogle Workspace\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/managed-log-sources/office365\" rel=\"nofollow\"\u003e\u003cstrong\u003eOffice 365\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/managed-log-sources/snyk\" rel=\"nofollow\"\u003e\u003cstrong\u003eSnyk\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/managed-log-sources/suricata\" rel=\"nofollow\"\u003e\u003cstrong\u003eSuricata\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/managed-log-sources/zeek\" rel=\"nofollow\"\u003e\u003cstrong\u003eZeek\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#-log-transformation--data-normalization\"\u003e\u003cstrong\u003eCustom 🔧\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eAlert destinations\u003c/h4\u003e\u003ca id=\"user-content-alert-destinations\" class=\"anchor\" aria-label=\"Permalink: Alert destinations\" href=\"#alert-destinations\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/detections/alerting\" rel=\"nofollow\"\u003e\u003cstrong\u003eAmazon SNS\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.matano.dev/docs/detections/alerting/slack\" rel=\"nofollow\"\u003e\u003cstrong\u003eSlack\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQuery engines\u003c/h4\u003e\u003ca id=\"user-content-query-engines\" class=\"anchor\" aria-label=\"Permalink: Query engines\" href=\"#query-engines\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://docs.aws.amazon.com/athena/latest/ug/querying-iceberg.html\" rel=\"nofollow\"\u003e\u003cstrong\u003eAmazon Athena\u003c/strong\u003e\u003c/a\u003e (default)\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.snowflake.com/blog/iceberg-tables-powering-open-standards-with-snowflake-innovations/\" rel=\"nofollow\"\u003e\u003cstrong\u003eSnowflake\u003c/strong\u003e\u003c/a\u003e (preview)\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://iceberg.apache.org/spark-quickstart/\" rel=\"nofollow\"\u003e\u003cstrong\u003eSpark\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://trino.io/docs/current/connector/iceberg.html\" rel=\"nofollow\"\u003e\u003cstrong\u003eTrino\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://cloud.google.com/biglake\" rel=\"nofollow\"\u003e\u003cstrong\u003eBigQuery Omni (BigLake)\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://docs.dremio.com/software/data-formats/apache-iceberg/\" rel=\"nofollow\"\u003e\u003cstrong\u003eDremio\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQuick start\u003c/h2\u003e\u003ca id=\"user-content-quick-start\" class=\"anchor\" aria-label=\"Permalink: Quick start\" href=\"#quick-start\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://www.matano.dev/docs/getting-started#installation\" rel=\"nofollow\"\u003e\u003cstrong\u003eView the complete installation instructions\u003c/strong\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eInstallation\u003c/h3\u003e\u003ca id=\"user-content-installation\" class=\"anchor\" aria-label=\"Permalink: Installation\" href=\"#installation\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eInstall the matano CLI to deploy Matano into your AWS account, and manage your deployment.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eLinux\u003c/strong\u003e\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"curl -OL https://github.com/matanolabs/matano/releases/download/nightly/matano-linux-x64.sh\nchmod +x matano-linux-x64.sh\nsudo ./matano-linux-x64.sh\"\u003e\u003cpre\u003ecurl -OL https://github.com/matanolabs/matano/releases/download/nightly/matano-linux-x64.sh\nchmod +x matano-linux-x64.sh\nsudo ./matano-linux-x64.sh\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003emacOS\u003c/strong\u003e\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"curl -OL https://github.com/matanolabs/matano/releases/download/nightly/matano-macos-x64.sh\nchmod +x matano-macos-x64.sh\nsudo ./matano-macos-x64.sh\"\u003e\u003cpre\u003ecurl -OL https://github.com/matanolabs/matano/releases/download/nightly/matano-macos-x64.sh\nchmod +x matano-macos-x64.sh\nsudo ./matano-macos-x64.sh\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDeployment\u003c/h3\u003e\u003ca id=\"user-content-deployment\" class=\"anchor\" aria-label=\"Permalink: Deployment\" href=\"#deployment\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://www.matano.dev/docs/getting-started\" rel=\"nofollow\"\u003e\u003cstrong\u003eRead the complete docs on getting started\u003c/strong\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eTo get started, run the \u003ccode\u003ematano init\u003c/code\u003e command.\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eMake sure you have AWS credentials in your environment (or in an AWS CLI profile).\u003c/li\u003e\n\u003cli\u003eThe interactive CLI wizard will walk you through getting started by generating an initial \u003ca href=\"https://www.matano.dev/docs/matano-directory\" rel=\"nofollow\"\u003eMatano directory\u003c/a\u003e for you, initializing your AWS account, and deploying into your AWS account.\u003c/li\u003e\n\u003cli\u003eInitial deployment takes a few minutes.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv align=\"center\" dir=\"auto\"\u003e\n \u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/matanolabs/matano/blob/main/assets/matano-init.gif\"\u003e\u003cimg src=\"/matanolabs/matano/raw/main/assets/matano-init.gif\" width=\"600\" data-animated-image=\"\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003c/div\u003e\n\u003cbr\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDirectory structure\u003c/h3\u003e\u003ca id=\"user-content-directory-structure\" class=\"anchor\" aria-label=\"Permalink: Directory structure\" href=\"#directory-structure\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eOnce initialized, your \u003ca href=\"https://www.matano.dev/docs/matano-directory\" rel=\"nofollow\"\u003eMatano directory\u003c/a\u003e is used to control \u0026amp; manage all resources in your project e.g. log sources, detections, and other configuration. It is structured as follows:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"➜ example-matano-dir git:(main) tree\n├── detections\n│ └── aws_root_credentials\n│ ├── detect.py\n│ └── detection.yml\n├── log_sources\n│ ├── cloudtrail\n│ │ ├── log_source.yml\n│ │ └── tables\n│ │ └── default.yml\n│ └── zeek\n│ ├── log_source.yml\n│ └── tables\n│ └── dns.yml\n├── matano.config.yml\n└── matano.context.json\"\u003e\u003cpre\u003e➜ example-matano-dir git:(main) tree\n├── detections\n│ └── aws_root_credentials\n│ ├── detect.py\n│ └── detection.yml\n├── log_sources\n│ ├── cloudtrail\n│ │ ├── log_source.yml\n│ │ └── tables\n│ │ └── default.yml\n│ └── zeek\n│ ├── log_source.yml\n│ └── tables\n│ └── dns.yml\n├── matano.config.yml\n└── matano.context.json\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eWhen onboarding a new log source or authoring a detection, run \u003ccode\u003ematano deploy\u003c/code\u003e from anywhere in your project to deploy the changes to your account.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🔧 Log Transformation \u0026amp; Data Normalization\u003c/h2\u003e\u003ca id=\"user-content--log-transformation--data-normalization\" class=\"anchor\" aria-label=\"Permalink: 🔧 Log Transformation \u0026amp; Data Normalization\" href=\"#-log-transformation--data-normalization\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://www.matano.dev/docs/log-sources/configuration\" rel=\"nofollow\"\u003e\u003cstrong\u003eRead the complete docs on configuring custom log sources\u003c/strong\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://vector.dev/docs/reference/vrl/\" rel=\"nofollow\"\u003eVector Remap Language (VRL)\u003c/a\u003e, allows you to easily onboard custom log sources and encourages you to normalize fields according to the \u003ca href=\"https://www.elastic.co/guide/en/ecs/current/ecs-reference.html\" rel=\"nofollow\"\u003eElastic Common Schema (ECS)\u003c/a\u003e to enable enhanced pivoting and bulk search for IOCs across your security data lake.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eUsers can define custom VRL programs to parse and transform unstructured logs as they are being ingested through one of the supported mechanisms for a log source (e.g. S3, SQS).\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eVRL is an expression-oriented language designed for transforming observability data (e.g. logs) in a safe and performant manner. It features a simple syntax and a rich set of built-in functions tailored specifically to observability use cases.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eExample: parsing JSON\u003c/h3\u003e\u003ca id=\"user-content-example-parsing-json\" class=\"anchor\" aria-label=\"Permalink: Example: parsing JSON\" href=\"#example-parsing-json\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eLet's have a look at a simple example. Imagine that you're working with\nHTTP log events that look like this:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-json notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"{\n \u0026quot;line\u0026quot;: \u0026quot;{\\\u0026quot;status\\\u0026quot;:200,\\\u0026quot;srcIpAddress\\\u0026quot;:\\\u0026quot;1.1.1.1\\\u0026quot;,\\\u0026quot;message\\\u0026quot;:\\\u0026quot;SUCCESS\\\u0026quot;,\\\u0026quot;username\\\u0026quot;:\\\u0026quot;ub40fan4life\\\u0026quot;}\u0026quot;\n}\"\u003e\u003cpre\u003e{\n \u003cspan class=\"pl-ent\"\u003e\"line\"\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e{\u003cspan class=\"pl-cce\"\u003e\\\"\u003c/span\u003estatus\u003cspan class=\"pl-cce\"\u003e\\\"\u003c/span\u003e:200,\u003cspan class=\"pl-cce\"\u003e\\\"\u003c/span\u003esrcIpAddress\u003cspan class=\"pl-cce\"\u003e\\\"\u003c/span\u003e:\u003cspan class=\"pl-cce\"\u003e\\\"\u003c/span\u003e1.1.1.1\u003cspan class=\"pl-cce\"\u003e\\\"\u003c/span\u003e,\u003cspan class=\"pl-cce\"\u003e\\\"\u003c/span\u003emessage\u003cspan class=\"pl-cce\"\u003e\\\"\u003c/span\u003e:\u003cspan class=\"pl-cce\"\u003e\\\"\u003c/span\u003eSUCCESS\u003cspan class=\"pl-cce\"\u003e\\\"\u003c/span\u003e,\u003cspan class=\"pl-cce\"\u003e\\\"\u003c/span\u003eusername\u003cspan class=\"pl-cce\"\u003e\\\"\u003c/span\u003e:\u003cspan class=\"pl-cce\"\u003e\\\"\u003c/span\u003eub40fan4life\u003cspan class=\"pl-cce\"\u003e\\\"\u003c/span\u003e}\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e\n}\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eYou want to apply these changes to each event:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eParse the raw \u003ccode\u003eline\u003c/code\u003e string into JSON, and explode the fields to the top level\u003c/li\u003e\n\u003cli\u003eRename \u003ccode\u003esrcIpAddress\u003c/code\u003e to the \u003ccode\u003esource.ip\u003c/code\u003e ECS field\u003c/li\u003e\n\u003cli\u003eRemove the \u003ccode\u003eusername\u003c/code\u003e field\u003c/li\u003e\n\u003cli\u003eConvert the \u003ccode\u003emessage\u003c/code\u003e to lowercase\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eAdding this VRL program to your log source as a \u003ccode\u003etransform\u003c/code\u003e step would accomplish all of that:\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch6 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003elog_source.yml\u003c/h6\u003e\u003ca id=\"user-content-log_sourceyml\" class=\"anchor\" aria-label=\"Permalink: log_source.yml\" href=\"#log_sourceyml\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-yaml notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"transform: |\n . = object!(parse_json!(string!(.json.line)))\n .source.ip = del(.srcIpAddress)\n del(.username)\n .message = downcase(string!(.message))\n\nschema:\n ecs_field_names:\n - source.ip\n - http.status\"\u003e\u003cpre\u003e\u003cspan class=\"pl-ent\"\u003etransform\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e|\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e . = object!(parse_json!(string!(.json.line)))\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e .source.ip = del(.srcIpAddress)\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e del(.username)\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e .message = downcase(string!(.message))\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e\u003c/span\u003e\u003cspan class=\"pl-ent\"\u003eschema\u003c/span\u003e:\n \u003cspan class=\"pl-ent\"\u003eecs_field_names\u003c/span\u003e:\n - \u003cspan class=\"pl-s\"\u003esource.ip\u003c/span\u003e\n - \u003cspan class=\"pl-s\"\u003ehttp.status\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe resulting event 🎉:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-json notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"{\n \u0026quot;message\u0026quot;: \u0026quot;success\u0026quot;,\n \u0026quot;status\u0026quot;: 200,\n \u0026quot;source\u0026quot;: {\n \u0026quot;ip\u0026quot;: \u0026quot;1.1.1.1\u0026quot;\n }\n}\"\u003e\u003cpre\u003e{\n \u003cspan class=\"pl-ent\"\u003e\"message\"\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003esuccess\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e,\n \u003cspan class=\"pl-ent\"\u003e\"status\"\u003c/span\u003e: \u003cspan class=\"pl-c1\"\u003e200\u003c/span\u003e,\n \u003cspan class=\"pl-ent\"\u003e\"source\"\u003c/span\u003e: {\n \u003cspan class=\"pl-ent\"\u003e\"ip\"\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e1.1.1.1\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e\n }\n}\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e📝 Writing Detections\u003c/h2\u003e\u003ca id=\"user-content--writing-detections\" class=\"anchor\" aria-label=\"Permalink: 📝 Writing Detections\" href=\"#-writing-detections\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://www.matano.dev/docs/detections\" rel=\"nofollow\"\u003e\u003cstrong\u003eRead the complete docs on detections\u003c/strong\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eUse detections to define rules that can alert on threats in your security logs. A \u003cem\u003edetection\u003c/em\u003e is a Python program that is invoked with data from a log source in realtime and can create an \u003cem\u003ealert\u003c/em\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eExamples\u003c/h3\u003e\u003ca id=\"user-content-examples\" class=\"anchor\" aria-label=\"Permalink: Examples\" href=\"#examples\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDetect failed attempts to export AWS EC2 instance in AWS CloudTrail logs.\u003c/h4\u003e\u003ca id=\"user-content-detect-failed-attempts-to-export-aws-ec2-instance-in-aws-cloudtrail-logs\" class=\"anchor\" aria-label=\"Permalink: Detect failed attempts to export AWS EC2 instance in AWS CloudTrail logs.\" href=\"#detect-failed-attempts-to-export-aws-ec2-instance-in-aws-cloudtrail-logs\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"def detect(record):\n return (\n record.deepget(\u0026quot;event.action\u0026quot;) == \u0026quot;CreateInstanceExportTask\u0026quot;\n and record.deepget(\u0026quot;event.provider\u0026quot;) == \u0026quot;ec2.amazonaws.com\u0026quot;\n and record.deepget(\u0026quot;event.outcome\u0026quot;) == \u0026quot;failure\u0026quot;\n )\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003edetect\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003erecord\u003c/span\u003e):\n \u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e (\n \u003cspan class=\"pl-s1\"\u003erecord\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003edeepget\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"event.action\"\u003c/span\u003e) \u003cspan class=\"pl-c1\"\u003e==\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\"CreateInstanceExportTask\"\u003c/span\u003e\n \u003cspan class=\"pl-c1\"\u003eand\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003erecord\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003edeepget\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"event.provider\"\u003c/span\u003e) \u003cspan class=\"pl-c1\"\u003e==\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\"ec2.amazonaws.com\"\u003c/span\u003e\n \u003cspan class=\"pl-c1\"\u003eand\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003erecord\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003edeepget\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"event.outcome\"\u003c/span\u003e) \u003cspan class=\"pl-c1\"\u003e==\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\"failure\"\u003c/span\u003e\n )\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDetect Brute Force Logins by IP across all configured log sources (e.g. Okta, AWS, GWorkspace)\u003c/h4\u003e\u003ca id=\"user-content-detect-brute-force-logins-by-ip-across-all-configured-log-sources-eg-okta-aws-gworkspace\" class=\"anchor\" aria-label=\"Permalink: Detect Brute Force Logins by IP across all configured log sources (e.g. Okta, AWS, GWorkspace)\" href=\"#detect-brute-force-logins-by-ip-across-all-configured-log-sources-eg-okta-aws-gworkspace\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch6 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003edetect.py\u003c/h6\u003e\u003ca id=\"user-content-detectpy\" class=\"anchor\" aria-label=\"Permalink: detect.py\" href=\"#detectpy\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"def detect(r):\n return (\n \u0026quot;authentication\u0026quot; in r.deepget(\u0026quot;event.category\u0026quot;, [])\n and r.deepget(\u0026quot;event.outcome\u0026quot;) == \u0026quot;failure\u0026quot;\n )\n\n\ndef title(r):\n return f\u0026quot;Multiple failed logins from {r.deepget('user.full_name')} - {r.deepget('source.ip')}\u0026quot;\n\n\ndef dedupe(r):\n return r.deepget(\u0026quot;source.ip\u0026quot;)\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003edetect\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003er\u003c/span\u003e):\n \u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e (\n \u003cspan class=\"pl-s\"\u003e\"authentication\"\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003ein\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003er\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003edeepget\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"event.category\"\u003c/span\u003e, [])\n \u003cspan class=\"pl-c1\"\u003eand\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003er\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003edeepget\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"event.outcome\"\u003c/span\u003e) \u003cspan class=\"pl-c1\"\u003e==\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\"failure\"\u003c/span\u003e\n )\n\n\n\u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003etitle\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003er\u003c/span\u003e):\n \u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e \u003cspan class=\"pl-s\"\u003ef\"Multiple failed logins from \u003cspan class=\"pl-s1\"\u003e\u003cspan class=\"pl-kos\"\u003e{\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003er\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003edeepget\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e'user.full_name'\u003c/span\u003e)\u003cspan class=\"pl-kos\"\u003e}\u003c/span\u003e\u003c/span\u003e - \u003cspan class=\"pl-s1\"\u003e\u003cspan class=\"pl-kos\"\u003e{\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003er\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003edeepget\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e'source.ip'\u003c/span\u003e)\u003cspan class=\"pl-kos\"\u003e}\u003c/span\u003e\u003c/span\u003e\"\u003c/span\u003e\n\n\n\u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003ededupe\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003er\u003c/span\u003e):\n \u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003er\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003edeepget\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"source.ip\"\u003c/span\u003e)\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch6 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003edetection.yml\u003c/h6\u003e\u003ca id=\"user-content-detectionyml\" class=\"anchor\" aria-label=\"Permalink: detection.yml\" href=\"#detectionyml\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-yaml notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"---\ntables:\n - aws_cloudtrail\n - okta_system\n - o365_audit\nalert:\n severity: medium\n threshold: 5\n deduplication_window_minutes: 15\n destinations:\n - slack_my_team\"\u003e\u003cpre\u003e---\n\u003cspan class=\"pl-ent\"\u003etables\u003c/span\u003e:\n - \u003cspan class=\"pl-s\"\u003eaws_cloudtrail\u003c/span\u003e\n - \u003cspan class=\"pl-s\"\u003eokta_system\u003c/span\u003e\n - \u003cspan class=\"pl-s\"\u003eo365_audit\u003c/span\u003e\n\u003cspan class=\"pl-ent\"\u003ealert\u003c/span\u003e:\n \u003cspan class=\"pl-ent\"\u003eseverity\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003emedium\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003ethreshold\u003c/span\u003e: \u003cspan class=\"pl-c1\"\u003e5\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003ededuplication_window_minutes\u003c/span\u003e: \u003cspan class=\"pl-c1\"\u003e15\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003edestinations\u003c/span\u003e:\n - \u003cspan class=\"pl-s\"\u003eslack_my_team\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDetect Successful Login from never before seen IP for User\u003c/h4\u003e\u003ca id=\"user-content-detect-successful-login-from-never-before-seen-ip-for-user\" class=\"anchor\" aria-label=\"Permalink: Detect Successful Login from never before seen IP for User\" href=\"#detect-successful-login-from-never-before-seen-ip-for-user\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"from detection import remotecache\n\n# a cache of user -\u0026gt; ip[]\nuser_to_ips = remotecache(\u0026quot;user_ip\u0026quot;)\n\ndef detect(record):\n if (\n record.deepget(\u0026quot;event.action\u0026quot;) == \u0026quot;ConsoleLogin\u0026quot; and\n record.deepget(\u0026quot;event.outcome\u0026quot;) == \u0026quot;success\u0026quot;\n ):\n # A unique key on the user name\n user = record.deepget(\u0026quot;user.name\u0026quot;)\n\n existing_ips = user_to_ips[user] or []\n updated_ips = user_to_ips.add_to_string_set(\n user,\n record.deepget(\u0026quot;source.ip\u0026quot;)\n )\n\n # Alert on new IPs\n new_ips = set(updated_ips) - set(existing_ips)\n if existing_ips and new_ips:\n return True\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003edetection\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eremotecache\u003c/span\u003e\n\n\u003cspan class=\"pl-c\"\u003e# a cache of user -\u0026gt; ip[]\u003c/span\u003e\n\u003cspan class=\"pl-s1\"\u003euser_to_ips\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eremotecache\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"user_ip\"\u003c/span\u003e)\n\n\u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003edetect\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003erecord\u003c/span\u003e):\n \u003cspan class=\"pl-k\"\u003eif\u003c/span\u003e (\n \u003cspan class=\"pl-s1\"\u003erecord\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003edeepget\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"event.action\"\u003c/span\u003e) \u003cspan class=\"pl-c1\"\u003e==\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\"ConsoleLogin\"\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003eand\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003erecord\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003edeepget\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"event.outcome\"\u003c/span\u003e) \u003cspan class=\"pl-c1\"\u003e==\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\"success\"\u003c/span\u003e\n ):\n \u003cspan class=\"pl-c\"\u003e# A unique key on the user name\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003euser\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003erecord\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003edeepget\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"user.name\"\u003c/span\u003e)\n\n \u003cspan class=\"pl-s1\"\u003eexisting_ips\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003euser_to_ips\u003c/span\u003e[\u003cspan class=\"pl-s1\"\u003euser\u003c/span\u003e] \u003cspan class=\"pl-c1\"\u003eor\u003c/span\u003e []\n \u003cspan class=\"pl-s1\"\u003eupdated_ips\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003euser_to_ips\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003eadd_to_string_set\u003c/span\u003e(\n \u003cspan class=\"pl-s1\"\u003euser\u003c/span\u003e,\n \u003cspan class=\"pl-s1\"\u003erecord\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003edeepget\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"source.ip\"\u003c/span\u003e)\n )\n\n \u003cspan class=\"pl-c\"\u003e# Alert on new IPs\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003enew_ips\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eset\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eupdated_ips\u003c/span\u003e) \u003cspan class=\"pl-c1\"\u003e-\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eset\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eexisting_ips\u003c/span\u003e)\n \u003cspan class=\"pl-k\"\u003eif\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eexisting_ips\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003eand\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003enew_ips\u003c/span\u003e:\n \u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003eTrue\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🚨 Alerting\u003c/h2\u003e\u003ca id=\"user-content--alerting\" class=\"anchor\" aria-label=\"Permalink: 🚨 Alerting\" href=\"#-alerting\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://www.matano.dev/docs/detections/alerting\" rel=\"nofollow\"\u003e\u003cstrong\u003eRead the complete docs on alerting\u003c/strong\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eAlerts table\u003c/h4\u003e\u003ca id=\"user-content-alerts-table\" class=\"anchor\" aria-label=\"Permalink: Alerts table\" href=\"#alerts-table\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAll alerts are automatically stored in a Matano table named \u003ccode\u003ematano_alerts\u003c/code\u003e. The alerts and rule matches are normalized to ECS and contain context about the original event that triggered the rule match, along with the alert and rule data.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eExample Queries\u003c/strong\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eSummarize alerts in the last week that are activated (exceeded the threshold)\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-sql notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"select\n matano.alert.id as alert_id,\n matano.alert.rule.name as rule_name,\n max(matano.alert.title) as title,\n count(*) as match_count,\n min(matano.alert.first_matched_at) as first_matched_at,\n max(ts) as last_matched_at,\n array_distinct(flatten(array_agg(related.ip))) as related_ip,\n array_distinct(flatten(array_agg(related.user))) as related_user,\n array_distinct(flatten(array_agg(related.hosts))) as related_hosts,\n array_distinct(flatten(array_agg(related.hash))) as related_hash\nfrom\n matano_alerts\nwhere\n matano.alert.first_matched_at \u0026gt; (current_timestamp - interval '7' day)\n and matano.alert.activated = true\ngroup by\n matano.alert.rule.name,\n matano.alert.id\norder by\n last_matched_at desc\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003eselect\u003c/span\u003e\n \u003cspan class=\"pl-c1\"\u003ematano\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003ealert\u003c/span\u003e.id \u003cspan class=\"pl-k\"\u003eas\u003c/span\u003e alert_id,\n \u003cspan class=\"pl-c1\"\u003ematano\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003ealert\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003erule\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003ename\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eas\u003c/span\u003e rule_name,\n \u003cspan class=\"pl-c1\"\u003emax\u003c/span\u003e(\u003cspan class=\"pl-c1\"\u003ematano\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003ealert\u003c/span\u003e.title) \u003cspan class=\"pl-k\"\u003eas\u003c/span\u003e title,\n \u003cspan class=\"pl-c1\"\u003ecount\u003c/span\u003e(\u003cspan class=\"pl-k\"\u003e*\u003c/span\u003e) \u003cspan class=\"pl-k\"\u003eas\u003c/span\u003e match_count,\n \u003cspan class=\"pl-c1\"\u003emin\u003c/span\u003e(\u003cspan class=\"pl-c1\"\u003ematano\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003ealert\u003c/span\u003e.first_matched_at) \u003cspan class=\"pl-k\"\u003eas\u003c/span\u003e first_matched_at,\n \u003cspan class=\"pl-c1\"\u003emax\u003c/span\u003e(ts) \u003cspan class=\"pl-k\"\u003eas\u003c/span\u003e last_matched_at,\n array_distinct(flatten(array_agg(\u003cspan class=\"pl-c1\"\u003erelated\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003eip\u003c/span\u003e))) \u003cspan class=\"pl-k\"\u003eas\u003c/span\u003e related_ip,\n array_distinct(flatten(array_agg(\u003cspan class=\"pl-c1\"\u003erelated\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003euser\u003c/span\u003e))) \u003cspan class=\"pl-k\"\u003eas\u003c/span\u003e related_user,\n array_distinct(flatten(array_agg(\u003cspan class=\"pl-c1\"\u003erelated\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003ehosts\u003c/span\u003e))) \u003cspan class=\"pl-k\"\u003eas\u003c/span\u003e related_hosts,\n array_distinct(flatten(array_agg(\u003cspan class=\"pl-c1\"\u003erelated\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003ehash\u003c/span\u003e))) \u003cspan class=\"pl-k\"\u003eas\u003c/span\u003e related_hash\n\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e\n matano_alerts\n\u003cspan class=\"pl-k\"\u003ewhere\u003c/span\u003e\n \u003cspan class=\"pl-c1\"\u003ematano\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003ealert\u003c/span\u003e.first_matched_at \u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e (\u003cspan class=\"pl-c1\"\u003ecurrent_timestamp\u003c/span\u003e \u003cspan class=\"pl-k\"\u003e-\u003c/span\u003e interval \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003e7\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003e\u003c/span\u003e day)\n \u003cspan class=\"pl-k\"\u003eand\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003ematano\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003ealert\u003c/span\u003e.activated \u003cspan class=\"pl-k\"\u003e=\u003c/span\u003e true\n\u003cspan class=\"pl-k\"\u003egroup by\u003c/span\u003e\n \u003cspan class=\"pl-c1\"\u003ematano\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003ealert\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003erule\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003ename\u003c/span\u003e,\n \u003cspan class=\"pl-c1\"\u003ematano\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003ealert\u003c/span\u003e.id\n\u003cspan class=\"pl-k\"\u003eorder by\u003c/span\u003e\n last_matched_at \u003cspan class=\"pl-k\"\u003edesc\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDelivering alerts\u003c/h4\u003e\u003ca id=\"user-content-delivering-alerts\" class=\"anchor\" aria-label=\"Permalink: Delivering alerts\" href=\"#delivering-alerts\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eYou can deliver alerts to external systems. You can use the alerting SNS topic to deliver alerts to Email, Slack, and other services.\u003c/p\u003e\n\u003cdiv align=\"center\" dir=\"auto\"\u003e\n \u003cbr\u003e\n \u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/matanolabs/matano/blob/main/assets/matano_slack_alert.png\"\u003e\u003cimg src=\"/matanolabs/matano/raw/main/assets/matano_slack_alert.png\" width=\"600\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n \u003cbr\u003e\n \u003ci\u003eA medium severity alert delivered to Slack\u003c/i\u003e\n\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e❤️ Community support\u003c/h2\u003e\u003ca id=\"user-content-️-community-support\" class=\"anchor\" aria-label=\"Permalink: ❤️ Community support\" href=\"#️-community-support\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eFor general help on usage, please refer to the official \u003ca href=\"https://matano.dev/docs\" rel=\"nofollow\"\u003edocumentation\u003c/a\u003e. For additional help, feel free to use one of these channels to ask a question:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://discord.gg/YSYfHMbfZQ\" rel=\"nofollow\"\u003eDiscord\u003c/a\u003e (Come join the family, and hang out with the team and community)\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/matanolabs/matano/discussions\"\u003eForum\u003c/a\u003e (For deeper conversations about features, the project, or problems)\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/matanolabs/matano\"\u003eGitHub\u003c/a\u003e (Bug reports, Contributions)\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://twitter.com/matanolabs\" rel=\"nofollow\"\u003eTwitter\u003c/a\u003e (Get news hot off the press)\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e👷 Contributors\u003c/h2\u003e\u003ca id=\"user-content--contributors\" class=\"anchor\" aria-label=\"Permalink: 👷 Contributors\" href=\"#-contributors\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThanks go to these wonderful people (\u003ca href=\"https://allcontributors.org/docs/en/emoji-key\" rel=\"nofollow\"\u003eemoji key\u003c/a\u003e):\u003c/p\u003e\n\n\n\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n \u003ctbody\u003e\n \u003ctr\u003e\n \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/shaeqahmed\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/13088492?v=4?s=100\" width=\"100px;\" alt=\"Shaeq Ahmed\" style=\"max-width: 100%;\"\u003e\u003cbr\u003e\u003csub\u003e\u003cb\u003eShaeq Ahmed\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr\u003e\u003ca href=\"#maintenance-shaeqahmed\" title=\"Maintenance\"\u003e🚧\u003c/a\u003e\u003c/td\u003e\n \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://www.matano.dev/\" rel=\"nofollow\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/9027301?v=4?s=100\" width=\"100px;\" alt=\"Samrose\" style=\"max-width: 100%;\"\u003e\u003cbr\u003e\u003csub\u003e\u003cb\u003eSamrose\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr\u003e\u003ca href=\"#maintenance-Samrose-Ahmed\" title=\"Maintenance\"\u003e🚧\u003c/a\u003e\u003c/td\u003e\n \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/kai-ten\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/11355908?v=4?s=100\" width=\"100px;\" alt=\"Kai Herrera\" style=\"max-width: 100%;\"\u003e\u003cbr\u003e\u003csub\u003e\u003cb\u003eKai Herrera\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr\u003e\u003ca href=\"https://github.com/matanolabs/matano/commits?author=kai-ten\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#ideas-kai-ten\" title=\"Ideas, Planning, \u0026amp; Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#infra-kai-ten\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/rams3sh\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/5143597?v=4?s=100\" width=\"100px;\" alt=\"Ram\" style=\"max-width: 100%;\"\u003e\u003cbr\u003e\u003csub\u003e\u003cb\u003eRam\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr\u003e\u003ca href=\"https://github.com/matanolabs/matano/issues?q=author%3Arams3sh\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"#ideas-rams3sh\" title=\"Ideas, Planning, \u0026amp; Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#userTesting-rams3sh\" title=\"User Testing\"\u003e📓\u003c/a\u003e\u003c/td\u003e\n \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://zbmowrey.com/\" rel=\"nofollow\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/14931610?v=4?s=100\" width=\"100px;\" alt=\"Zach Mowrey\" style=\"max-width: 100%;\"\u003e\u003cbr\u003e\u003csub\u003e\u003cb\u003eZach Mowrey\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr\u003e\u003ca href=\"#ideas-zbmowrey\" title=\"Ideas, Planning, \u0026amp; Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"https://github.com/matanolabs/matano/issues?q=author%3Azbmowrey\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"#userTesting-zbmowrey\" title=\"User Testing\"\u003e📓\u003c/a\u003e\u003c/td\u003e\n \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/marcin-kwasnicki\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/91739800?v=4?s=100\" width=\"100px;\" alt=\"marcin-kwasnicki\" style=\"max-width: 100%;\"\u003e\u003cbr\u003e\u003csub\u003e\u003cb\u003emarcin-kwasnicki\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr\u003e\u003ca href=\"#userTesting-marcin-kwasnicki\" title=\"User Testing\"\u003e📓\u003c/a\u003e \u003ca href=\"https://github.com/matanolabs/matano/issues?q=author%3Amarcin-kwasnicki\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"#ideas-marcin-kwasnicki\" title=\"Ideas, Planning, \u0026amp; Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/gdrapp\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/346463?v=4?s=100\" width=\"100px;\" alt=\"Greg Rapp\" style=\"max-width: 100%;\"\u003e\u003cbr\u003e\u003csub\u003e\u003cb\u003eGreg Rapp\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr\u003e\u003ca href=\"https://github.com/matanolabs/matano/issues?q=author%3Agdrapp\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"#ideas-gdrapp\" title=\"Ideas, Planning, \u0026amp; Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/niheconomoum\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/22075648?v=4?s=100\" width=\"100px;\" alt=\"Matthew X. Economou\" style=\"max-width: 100%;\"\u003e\u003cbr\u003e\u003csub\u003e\u003cb\u003eMatthew X. Economou\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr\u003e\u003ca href=\"https://github.com/matanolabs/matano/issues?q=author%3Aniheconomoum\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/jarretraim\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/981154?v=4?s=100\" width=\"100px;\" alt=\"Jarret Raim\" style=\"max-width: 100%;\"\u003e\u003cbr\u003e\u003csub\u003e\u003cb\u003eJarret Raim\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr\u003e\u003ca href=\"https://github.com/matanolabs/matano/issues?q=author%3Ajarretraim\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://mdfranz.dev/\" rel=\"nofollow\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/47213?v=4?s=100\" width=\"100px;\" alt=\"Matt Franz\" style=\"max-width: 100%;\"\u003e\u003cbr\u003e\u003csub\u003e\u003cb\u003eMatt Franz\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr\u003e\u003ca href=\"https://github.com/matanolabs/matano/issues?q=author%3Amdfranz\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://www.linkedin.com/in/francescofaenzi/\" rel=\"nofollow\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/45026063?v=4?s=100\" width=\"100px;\" alt=\"Francesco Faenzi\" style=\"max-width: 100%;\"\u003e\u003cbr\u003e\u003csub\u003e\u003cb\u003eFrancesco Faenzi\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr\u003e\u003ca href=\"#ideas-FrancescoFaenzi\" title=\"Ideas, Planning, \u0026amp; Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://nishant.daspatnaik.com/\" rel=\"nofollow\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/1339669?v=4?s=100\" width=\"100px;\" alt=\"Nishant Das Patnaik\" style=\"max-width: 100%;\"\u003e\u003cbr\u003e\u003csub\u003e\u003cb\u003eNishant Das Patnaik\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr\u003e\u003ca href=\"#ideas-dpnishant\" title=\"Ideas, Planning, \u0026amp; Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/timoguin\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/671968?v=4?s=100\" width=\"100px;\" alt=\"Tim O'Guin\" style=\"max-width: 100%;\"\u003e\u003cbr\u003e\u003csub\u003e\u003cb\u003eTim O'Guin\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr\u003e\u003ca href=\"#ideas-timoguin\" title=\"Ideas, Planning, \u0026amp; Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"https://github.com/matanolabs/matano/issues?q=author%3Atimoguin\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"https://github.com/matanolabs/matano/commits?author=timoguin\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/francescor\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/424577?v=4?s=100\" width=\"100px;\" alt=\"Francesco R.\" style=\"max-width: 100%;\"\u003e\u003cbr\u003e\u003csub\u003e\u003cb\u003eFrancesco R.\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr\u003e\u003ca href=\"https://github.com/matanolabs/matano/issues?q=author%3Afrancescor\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n \u003c/tr\u003e\n \u003ctr\u003e\n \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://grue.io\" rel=\"nofollow\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/555914?v=4?s=100\" width=\"100px;\" alt=\"Joshua Sorenson\" style=\"max-width: 100%;\"\u003e\u003cbr\u003e\u003csub\u003e\u003cb\u003eJoshua Sorenson\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr\u003e\u003ca href=\"https://github.com/matanolabs/matano/commits?author=grue\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/matanolabs/matano/commits?author=grue\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://www.nevermind.co.nz\" rel=\"nofollow\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/171317?v=4?s=100\" width=\"100px;\" alt=\"Chris Smith\" style=\"max-width: 100%;\"\u003e\u003cbr\u003e\u003csub\u003e\u003cb\u003eChris Smith\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr\u003e\u003ca href=\"https://github.com/matanolabs/matano/commits?author=chrismsnz\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n \u003c/tr\u003e\n \u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\n\n\n\n\n\n\n\n\u003cp dir=\"auto\"\u003eThis project follows the \u003ca 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1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"/matanolabs/matano/blob/main/LICENSE\"\u003eApache-2.0 License\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://camo.githubusercontent.com/b89134b4c779c3a25103b5bea392c1b46aec2967d3d780334d44cd45ea3937fb/68747470733a2f2f7374617469632e73636172662e73682f612e706e673f782d707869643d30336339383966362d393066352d343938322d623030322d613438363335663130623564\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b89134b4c779c3a25103b5bea392c1b46aec2967d3d780334d44cd45ea3937fb/68747470733a2f2f7374617469632e73636172662e73682f612e706e673f782d707869643d30336339383966362d393066352d343938322d623030322d613438363335663130623564\" data-canonical-src=\"https://static.scarf.sh/a.png?x-pxid=03c989f6-90f5-4982-b002-a48635f10b5d\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003c/article\u003e","loaded":true,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":[{"level":2,"text":"Open source security data lake for AWS","anchor":"open-source-security-data-lake-for-aws","htmlText":"Open source security data lake for AWS"},{"level":3,"text":"Docs | Website | Community","anchor":"--------docs------------------website------------------community","htmlText":"Docs | Website | Community"},{"level":2,"text":"Features","anchor":"features","htmlText":"Features"},{"level":2,"text":"Architecture","anchor":"architecture","htmlText":"Architecture"},{"level":2,"text":"👀 Use cases","anchor":"-use-cases","htmlText":"👀 Use cases"},{"level":2,"text":"✨ Integrations","anchor":"-integrations","htmlText":"✨ Integrations"},{"level":4,"text":"Managed log sources","anchor":"managed-log-sources","htmlText":"Managed log sources"},{"level":4,"text":"Alert destinations","anchor":"alert-destinations","htmlText":"Alert destinations"},{"level":4,"text":"Query engines","anchor":"query-engines","htmlText":"Query engines"},{"level":2,"text":"Quick start","anchor":"quick-start","htmlText":"Quick start"},{"level":3,"text":"Installation","anchor":"installation","htmlText":"Installation"},{"level":3,"text":"Deployment","anchor":"deployment","htmlText":"Deployment"},{"level":3,"text":"Directory structure","anchor":"directory-structure","htmlText":"Directory structure"},{"level":2,"text":"🔧 Log Transformation \u0026 Data Normalization","anchor":"-log-transformation--data-normalization","htmlText":"🔧 Log Transformation \u0026amp; Data Normalization"},{"level":3,"text":"Example: parsing JSON","anchor":"example-parsing-json","htmlText":"Example: parsing JSON"},{"level":6,"text":"log_source.yml","anchor":"log_sourceyml","htmlText":"log_source.yml"},{"level":2,"text":"📝 Writing Detections","anchor":"-writing-detections","htmlText":"📝 Writing Detections"},{"level":3,"text":"Examples","anchor":"examples","htmlText":"Examples"},{"level":4,"text":"Detect failed attempts to export AWS EC2 instance in AWS CloudTrail logs.","anchor":"detect-failed-attempts-to-export-aws-ec2-instance-in-aws-cloudtrail-logs","htmlText":"Detect failed attempts to export AWS EC2 instance in AWS CloudTrail logs."},{"level":4,"text":"Detect Brute Force Logins by IP across all configured log sources (e.g. Okta, AWS, GWorkspace)","anchor":"detect-brute-force-logins-by-ip-across-all-configured-log-sources-eg-okta-aws-gworkspace","htmlText":"Detect Brute Force Logins by IP across all configured log sources (e.g. Okta, AWS, GWorkspace)"},{"level":6,"text":"detect.py","anchor":"detectpy","htmlText":"detect.py"},{"level":6,"text":"detection.yml","anchor":"detectionyml","htmlText":"detection.yml"},{"level":4,"text":"Detect Successful Login from never before seen IP for User","anchor":"detect-successful-login-from-never-before-seen-ip-for-user","htmlText":"Detect Successful Login from never before seen IP for User"},{"level":2,"text":"🚨 Alerting","anchor":"-alerting","htmlText":"🚨 Alerting"},{"level":4,"text":"Alerts table","anchor":"alerts-table","htmlText":"Alerts table"},{"level":4,"text":"Delivering alerts","anchor":"delivering-alerts","htmlText":"Delivering alerts"},{"level":2,"text":"❤️ Community support","anchor":"️-community-support","htmlText":"❤️ Community support"},{"level":2,"text":"👷 Contributors","anchor":"-contributors","htmlText":"👷 Contributors"},{"level":2,"text":"License","anchor":"license","htmlText":"License"}],"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2Fmatanolabs%2Fmatano"}},{"displayName":"CODE_OF_CONDUCT.md","repoName":"matano","refName":"main","path":"CODE_OF_CONDUCT.md","preferredFileType":"code_of_conduct","tabName":"Code of 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dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Open source security data lake for AWS</h2><a id="user-content-open-source-security-data-lake-for-aws" class="anchor" aria-label="Permalink: Open source security data lake for AWS" href="#open-source-security-data-lake-for-aws"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Matano Open Source Security data lake is an open source <strong>cloud-native security data lake</strong>, built for security teams on AWS.</p> <div class="markdown-alert markdown-alert-note" dir="auto"><p class="markdown-alert-title" dir="auto"><svg class="octicon octicon-info mr-2" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="M0 8a8 8 0 1 1 16 0A8 8 0 0 1 0 8Zm8-6.5a6.5 6.5 0 1 0 0 13 6.5 6.5 0 0 0 0-13ZM6.5 7.75A.75.75 0 0 1 7.25 7h1a.75.75 0 0 1 .75.75v2.75h.25a.75.75 0 0 1 0 1.5h-2a.75.75 0 0 1 0-1.5h.25v-2h-.25a.75.75 0 0 1-.75-.75ZM8 6a1 1 0 1 1 0-2 1 1 0 0 1 0 2Z"></path></svg>Note</p><p dir="auto">Matano offers a commercial managed Cloud SIEM for a complete enterprise Security Operations platform. <a href="https://matanosecurity.com" rel="nofollow">Learn more</a>.</p> </div> <div dir="auto"> <div class="markdown-heading" dir="auto"><h3 align="center" tabindex="-1" class="heading-element" dir="auto"> <a href="https://www.matano.dev/docs" rel="nofollow">Docs</a> <span> | </span> <a href="https://www.matano.dev" rel="nofollow">Website</a> <span> | </span> <a href="https://discord.gg/YSYfHMbfZQ" rel="nofollow">Community</a> </h3><a id="user-content---------docs------------------website------------------community" class="anchor" aria-label="Permalink: Docs | Website | Community" href="#--------docs------------------website------------------community"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> </div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Features</h2><a id="user-content-features" class="anchor" aria-label="Permalink: Features" href="#features"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div align="center" dir="auto"> <br> <a target="_blank" rel="noopener noreferrer" href="/matanolabs/matano/blob/main/assets/matano_athena.png"><img src="/matanolabs/matano/raw/main/assets/matano_athena.png" width="650" style="max-width: 100%;"></a> </div> <br> <ul dir="auto"> <li><strong>Security Data Lake:</strong> Normalize unstructured security logs into a structured realtime data lake in your AWS account.</li> <li><strong>Collect All Your Logs:</strong> Integrates out of the box with <a href="https://www.matano.dev/docs/log-sources/managed-log-sources" rel="nofollow">50+ sources</a> for security logs and can easily be extended with custom sources.</li> <li><strong>Detection-as-Code:</strong> Use Python to build realtime detections as code. Support for automatic import of <a href="https://www.matano.dev/docs/detections/importing-from-sigma-rules" rel="nofollow">Sigma</a> detections to Matano.</li> <li><strong>Log Transformation Pipeline:</strong> Supports custom VRL (<a href="https://vector.dev/docs/reference/vrl/" rel="nofollow">Vector Remap Language</a>) scripting to parse, enrich, normalize and transform your logs as they are ingested without managing any servers.</li> <li><strong>No Vendor Lock-In:</strong> Uses an open table format (<a href="https://iceberg.apache.org/" rel="nofollow">Apache Iceberg</a>) and open schema standards (<a href="https://github.com/elastic/ecs">ECS</a>), to give you full ownership of your security data in a vendor-neutral format.</li> <li><strong>Bring Your Own Analytics:</strong> Query your security lake directly from any Iceberg-compatible engine (AWS Athena, Snowflake, Spark, Trino etc.) without having to copy data around.</li> <li><strong>Serverless:</strong> Fully serverless and designed specifically for AWS and focuses on enabling high scale, low cost, and zero-ops.</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Architecture</h2><a id="user-content-architecture" class="anchor" aria-label="Permalink: Architecture" href="#architecture"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div align="center" dir="auto"> <br> <a target="_blank" rel="noopener noreferrer" href="/matanolabs/matano/blob/main/assets/diagram.png"><img src="/matanolabs/matano/raw/main/assets/diagram.png" width="600" style="max-width: 100%;"></a> </div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">👀 Use cases</h2><a id="user-content--use-cases" class="anchor" aria-label="Permalink: 👀 Use cases" href="#-use-cases"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>Reduce SIEM costs.</li> <li>Augment your SIEM with a security data lake for additional context during investigations.</li> <li>Write detections-as-code using Python to detect suspicious behavior & create contextualized alerts.</li> <li>ECS-compatible serverless alternative to ELK / Elastic Security stack.</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">✨ Integrations</h2><a id="user-content--integrations" class="anchor" aria-label="Permalink: ✨ Integrations" href="#-integrations"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Managed log sources</h4><a id="user-content-managed-log-sources" class="anchor" aria-label="Permalink: Managed log sources" href="#managed-log-sources"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li><a href="https://www.matano.dev/docs/log-sources/managed-log-sources/aws/cloudtrail" rel="nofollow"><strong>AWS CloudTrail</strong></a></li> <li><a href="https://www.matano.dev/docs/log-sources/managed-log-sources/aws/route53-resolver-logs" rel="nofollow"><strong>AWS Route53</strong></a></li> <li><a href="https://www.matano.dev/docs/log-sources/managed-log-sources/aws/vpcflow" rel="nofollow"><strong>AWS VPC Flow</strong></a></li> <li><a href="https://www.matano.dev/docs/log-sources/managed-log-sources/aws/aws-config" rel="nofollow"><strong>AWS Config</strong></a></li> <li><a href="https://www.matano.dev/docs/log-sources/managed-log-sources/aws/aws-elb" rel="nofollow"><strong>AWS ELB</strong></a></li> <li><a href="https://www.matano.dev/docs/log-sources/managed-log-sources/aws/amazon-s3-server-access-logs" rel="nofollow"><strong>Amazon S3 Server Access</strong></a></li> <li><a href="https://www.matano.dev/docs/log-sources/managed-log-sources/aws/s3-inventory-report" rel="nofollow"><strong>Amazon S3 Inventory Reports</strong></a></li> <li><a href="https://www.matano.dev/docs/log-sources/managed-log-sources/aws/amazon-inspector" rel="nofollow"><strong>Amazon Inspector</strong></a></li> <li><a href="https://www.matano.dev/docs/log-sources/managed-log-sources/aws/amazon-waf" rel="nofollow"><strong>Amazon WAF</strong></a></li> <li><a href="https://www.matano.dev/docs/log-sources/managed-log-sources/cloudflare" rel="nofollow"><strong>Cloudflare</strong></a></li> <li><a href="https://www.matano.dev/docs/log-sources/managed-log-sources/crowdstrike" rel="nofollow"><strong>Crowdstrike</strong></a></li> <li><a href="https://www.matano.dev/docs/log-sources/managed-log-sources/duo" rel="nofollow"><strong>Duo</strong></a></li> <li><a href="https://www.matano.dev/docs/log-sources/managed-log-sources/okta" rel="nofollow"><strong>Okta</strong></a></li> <li><a href="https://www.matano.dev/docs/log-sources/managed-log-sources/github" rel="nofollow"><strong>GitHub</strong></a></li> <li><a href="https://www.matano.dev/docs/log-sources/managed/google-workspace" rel="nofollow"><strong>Google Workspace</strong></a></li> <li><a href="https://www.matano.dev/docs/log-sources/managed-log-sources/office365" rel="nofollow"><strong>Office 365</strong></a></li> <li><a href="https://www.matano.dev/docs/log-sources/managed-log-sources/snyk" rel="nofollow"><strong>Snyk</strong></a></li> <li><a href="https://www.matano.dev/docs/log-sources/managed-log-sources/suricata" rel="nofollow"><strong>Suricata</strong></a></li> <li><a href="https://www.matano.dev/docs/log-sources/managed-log-sources/zeek" rel="nofollow"><strong>Zeek</strong></a></li> <li><a href="#-log-transformation--data-normalization"><strong>Custom 🔧</strong></a></li> </ul> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Alert destinations</h4><a id="user-content-alert-destinations" class="anchor" aria-label="Permalink: Alert destinations" href="#alert-destinations"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li><a href="https://www.matano.dev/docs/detections/alerting" rel="nofollow"><strong>Amazon SNS</strong></a></li> <li><a href="https://www.matano.dev/docs/detections/alerting/slack" rel="nofollow"><strong>Slack</strong></a></li> </ul> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Query engines</h4><a id="user-content-query-engines" class="anchor" aria-label="Permalink: Query engines" href="#query-engines"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li><a href="https://docs.aws.amazon.com/athena/latest/ug/querying-iceberg.html" rel="nofollow"><strong>Amazon Athena</strong></a> (default)</li> <li><a href="https://www.snowflake.com/blog/iceberg-tables-powering-open-standards-with-snowflake-innovations/" rel="nofollow"><strong>Snowflake</strong></a> (preview)</li> <li><a href="https://iceberg.apache.org/spark-quickstart/" rel="nofollow"><strong>Spark</strong></a></li> <li><a href="https://trino.io/docs/current/connector/iceberg.html" rel="nofollow"><strong>Trino</strong></a></li> <li><a href="https://cloud.google.com/biglake" rel="nofollow"><strong>BigQuery Omni (BigLake)</strong></a></li> <li><a href="https://docs.dremio.com/software/data-formats/apache-iceberg/" rel="nofollow"><strong>Dremio</strong></a></li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Quick start</h2><a id="user-content-quick-start" class="anchor" aria-label="Permalink: Quick start" href="#quick-start"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><a href="https://www.matano.dev/docs/getting-started#installation" rel="nofollow"><strong>View the complete installation instructions</strong></a></p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Installation</h3><a id="user-content-installation" class="anchor" aria-label="Permalink: Installation" href="#installation"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Install the matano CLI to deploy Matano into your AWS account, and manage your deployment.</p> <p dir="auto"><strong>Linux</strong></p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="curl -OL https://github.com/matanolabs/matano/releases/download/nightly/matano-linux-x64.sh chmod +x matano-linux-x64.sh sudo ./matano-linux-x64.sh"><pre>curl -OL https://github.com/matanolabs/matano/releases/download/nightly/matano-linux-x64.sh chmod +x matano-linux-x64.sh sudo ./matano-linux-x64.sh</pre></div> <p dir="auto"><strong>macOS</strong></p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="curl -OL https://github.com/matanolabs/matano/releases/download/nightly/matano-macos-x64.sh chmod +x matano-macos-x64.sh sudo ./matano-macos-x64.sh"><pre>curl -OL https://github.com/matanolabs/matano/releases/download/nightly/matano-macos-x64.sh chmod +x matano-macos-x64.sh sudo ./matano-macos-x64.sh</pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Deployment</h3><a id="user-content-deployment" class="anchor" aria-label="Permalink: Deployment" href="#deployment"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><a href="https://www.matano.dev/docs/getting-started" rel="nofollow"><strong>Read the complete docs on getting started</strong></a></p> <p dir="auto">To get started, run the <code>matano init</code> command.</p> <ul dir="auto"> <li>Make sure you have AWS credentials in your environment (or in an AWS CLI profile).</li> <li>The interactive CLI wizard will walk you through getting started by generating an initial <a href="https://www.matano.dev/docs/matano-directory" rel="nofollow">Matano directory</a> for you, initializing your AWS account, and deploying into your AWS account.</li> <li>Initial deployment takes a few minutes.</li> </ul> <div align="center" dir="auto"> <a target="_blank" rel="noopener noreferrer" href="/matanolabs/matano/blob/main/assets/matano-init.gif"><img src="/matanolabs/matano/raw/main/assets/matano-init.gif" width="600" data-animated-image="" style="max-width: 100%;"></a> </div> <br> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Directory structure</h3><a id="user-content-directory-structure" class="anchor" aria-label="Permalink: Directory structure" href="#directory-structure"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Once initialized, your <a href="https://www.matano.dev/docs/matano-directory" rel="nofollow">Matano directory</a> is used to control & manage all resources in your project e.g. log sources, detections, and other configuration. It is structured as follows:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="➜ example-matano-dir git:(main) tree ├── detections │ └── aws_root_credentials │ ├── detect.py │ └── detection.yml ├── log_sources │ ├── cloudtrail │ │ ├── log_source.yml │ │ └── tables │ │ └── default.yml │ └── zeek │ ├── log_source.yml │ └── tables │ └── dns.yml ├── matano.config.yml └── matano.context.json"><pre>➜ example-matano-dir git:(main) tree ├── detections │ └── aws_root_credentials │ ├── detect.py │ └── detection.yml ├── log_sources │ ├── cloudtrail │ │ ├── log_source.yml │ │ └── tables │ │ └── default.yml │ └── zeek │ ├── log_source.yml │ └── tables │ └── dns.yml ├── matano.config.yml └── matano.context.json</pre></div> <p dir="auto">When onboarding a new log source or authoring a detection, run <code>matano deploy</code> from anywhere in your project to deploy the changes to your account.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">🔧 Log Transformation & Data Normalization</h2><a id="user-content--log-transformation--data-normalization" class="anchor" aria-label="Permalink: 🔧 Log Transformation & Data Normalization" href="#-log-transformation--data-normalization"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><a href="https://www.matano.dev/docs/log-sources/configuration" rel="nofollow"><strong>Read the complete docs on configuring custom log sources</strong></a></p> <p dir="auto"><a href="https://vector.dev/docs/reference/vrl/" rel="nofollow">Vector Remap Language (VRL)</a>, allows you to easily onboard custom log sources and encourages you to normalize fields according to the <a href="https://www.elastic.co/guide/en/ecs/current/ecs-reference.html" rel="nofollow">Elastic Common Schema (ECS)</a> to enable enhanced pivoting and bulk search for IOCs across your security data lake.</p> <p dir="auto">Users can define custom VRL programs to parse and transform unstructured logs as they are being ingested through one of the supported mechanisms for a log source (e.g. S3, SQS).</p> <p dir="auto">VRL is an expression-oriented language designed for transforming observability data (e.g. logs) in a safe and performant manner. It features a simple syntax and a rich set of built-in functions tailored specifically to observability use cases.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Example: parsing JSON</h3><a id="user-content-example-parsing-json" class="anchor" aria-label="Permalink: Example: parsing JSON" href="#example-parsing-json"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Let's have a look at a simple example. Imagine that you're working with HTTP log events that look like this:</p> <div class="highlight highlight-source-json notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="{ "line": "{\"status\":200,\"srcIpAddress\":\"1.1.1.1\",\"message\":\"SUCCESS\",\"username\":\"ub40fan4life\"}" }"><pre>{ <span class="pl-ent">"line"</span>: <span class="pl-s"><span class="pl-pds">"</span>{<span class="pl-cce">\"</span>status<span class="pl-cce">\"</span>:200,<span class="pl-cce">\"</span>srcIpAddress<span class="pl-cce">\"</span>:<span class="pl-cce">\"</span>1.1.1.1<span class="pl-cce">\"</span>,<span class="pl-cce">\"</span>message<span class="pl-cce">\"</span>:<span class="pl-cce">\"</span>SUCCESS<span class="pl-cce">\"</span>,<span class="pl-cce">\"</span>username<span class="pl-cce">\"</span>:<span class="pl-cce">\"</span>ub40fan4life<span class="pl-cce">\"</span>}<span class="pl-pds">"</span></span> }</pre></div> <p dir="auto">You want to apply these changes to each event:</p> <ul dir="auto"> <li>Parse the raw <code>line</code> string into JSON, and explode the fields to the top level</li> <li>Rename <code>srcIpAddress</code> to the <code>source.ip</code> ECS field</li> <li>Remove the <code>username</code> field</li> <li>Convert the <code>message</code> to lowercase</li> </ul> <p dir="auto">Adding this VRL program to your log source as a <code>transform</code> step would accomplish all of that:</p> <div class="markdown-heading" dir="auto"><h6 tabindex="-1" class="heading-element" dir="auto">log_source.yml</h6><a id="user-content-log_sourceyml" class="anchor" aria-label="Permalink: log_source.yml" href="#log_sourceyml"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="highlight highlight-source-yaml notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="transform: | . = object!(parse_json!(string!(.json.line))) .source.ip = del(.srcIpAddress) del(.username) .message = downcase(string!(.message)) schema: ecs_field_names: - source.ip - http.status"><pre><span class="pl-ent">transform</span>: <span class="pl-s">|</span> <span class="pl-s"> . = object!(parse_json!(string!(.json.line)))</span> <span class="pl-s"> .source.ip = del(.srcIpAddress)</span> <span class="pl-s"> del(.username)</span> <span class="pl-s"> .message = downcase(string!(.message))</span> <span class="pl-s"></span> <span class="pl-s"></span><span class="pl-ent">schema</span>: <span class="pl-ent">ecs_field_names</span>: - <span class="pl-s">source.ip</span> - <span class="pl-s">http.status</span></pre></div> <p dir="auto">The resulting event 🎉:</p> <div class="highlight highlight-source-json notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="{ "message": "success", "status": 200, "source": { "ip": "1.1.1.1" } }"><pre>{ <span class="pl-ent">"message"</span>: <span class="pl-s"><span class="pl-pds">"</span>success<span class="pl-pds">"</span></span>, <span class="pl-ent">"status"</span>: <span class="pl-c1">200</span>, <span class="pl-ent">"source"</span>: { <span class="pl-ent">"ip"</span>: <span class="pl-s"><span class="pl-pds">"</span>1.1.1.1<span class="pl-pds">"</span></span> } }</pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">📝 Writing Detections</h2><a id="user-content--writing-detections" class="anchor" aria-label="Permalink: 📝 Writing Detections" href="#-writing-detections"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><a href="https://www.matano.dev/docs/detections" rel="nofollow"><strong>Read the complete docs on detections</strong></a></p> <p dir="auto">Use detections to define rules that can alert on threats in your security logs. A <em>detection</em> is a Python program that is invoked with data from a log source in realtime and can create an <em>alert</em>.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Examples</h3><a id="user-content-examples" class="anchor" aria-label="Permalink: Examples" href="#examples"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Detect failed attempts to export AWS EC2 instance in AWS CloudTrail logs.</h4><a id="user-content-detect-failed-attempts-to-export-aws-ec2-instance-in-aws-cloudtrail-logs" class="anchor" aria-label="Permalink: Detect failed attempts to export AWS EC2 instance in AWS CloudTrail logs." href="#detect-failed-attempts-to-export-aws-ec2-instance-in-aws-cloudtrail-logs"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="highlight highlight-source-python notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="def detect(record): return ( record.deepget("event.action") == "CreateInstanceExportTask" and record.deepget("event.provider") == "ec2.amazonaws.com" and record.deepget("event.outcome") == "failure" )"><pre><span class="pl-k">def</span> <span class="pl-en">detect</span>(<span class="pl-s1">record</span>): <span class="pl-k">return</span> ( <span class="pl-s1">record</span>.<span class="pl-c1">deepget</span>(<span class="pl-s">"event.action"</span>) <span class="pl-c1">==</span> <span class="pl-s">"CreateInstanceExportTask"</span> <span class="pl-c1">and</span> <span class="pl-s1">record</span>.<span class="pl-c1">deepget</span>(<span class="pl-s">"event.provider"</span>) <span class="pl-c1">==</span> <span class="pl-s">"ec2.amazonaws.com"</span> <span class="pl-c1">and</span> <span class="pl-s1">record</span>.<span class="pl-c1">deepget</span>(<span class="pl-s">"event.outcome"</span>) <span class="pl-c1">==</span> <span class="pl-s">"failure"</span> )</pre></div> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Detect Brute Force Logins by IP across all configured log sources (e.g. Okta, AWS, GWorkspace)</h4><a id="user-content-detect-brute-force-logins-by-ip-across-all-configured-log-sources-eg-okta-aws-gworkspace" class="anchor" aria-label="Permalink: Detect Brute Force Logins by IP across all configured log sources (e.g. Okta, AWS, GWorkspace)" href="#detect-brute-force-logins-by-ip-across-all-configured-log-sources-eg-okta-aws-gworkspace"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="markdown-heading" dir="auto"><h6 tabindex="-1" class="heading-element" dir="auto">detect.py</h6><a id="user-content-detectpy" class="anchor" aria-label="Permalink: detect.py" href="#detectpy"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="highlight highlight-source-python notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="def detect(r): return ( "authentication" in r.deepget("event.category", []) and r.deepget("event.outcome") == "failure" ) def title(r): return f"Multiple failed logins from {r.deepget('user.full_name')} - {r.deepget('source.ip')}" def dedupe(r): return r.deepget("source.ip")"><pre><span class="pl-k">def</span> <span class="pl-en">detect</span>(<span class="pl-s1">r</span>): <span class="pl-k">return</span> ( <span class="pl-s">"authentication"</span> <span class="pl-c1">in</span> <span class="pl-s1">r</span>.<span class="pl-c1">deepget</span>(<span class="pl-s">"event.category"</span>, []) <span class="pl-c1">and</span> <span class="pl-s1">r</span>.<span class="pl-c1">deepget</span>(<span class="pl-s">"event.outcome"</span>) <span class="pl-c1">==</span> <span class="pl-s">"failure"</span> ) <span class="pl-k">def</span> <span class="pl-en">title</span>(<span class="pl-s1">r</span>): <span class="pl-k">return</span> <span class="pl-s">f"Multiple failed logins from <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">r</span>.<span class="pl-c1">deepget</span>(<span class="pl-s">'user.full_name'</span>)<span class="pl-kos">}</span></span> - <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">r</span>.<span class="pl-c1">deepget</span>(<span class="pl-s">'source.ip'</span>)<span class="pl-kos">}</span></span>"</span> <span class="pl-k">def</span> <span class="pl-en">dedupe</span>(<span class="pl-s1">r</span>): <span class="pl-k">return</span> <span class="pl-s1">r</span>.<span class="pl-c1">deepget</span>(<span class="pl-s">"source.ip"</span>)</pre></div> <div class="markdown-heading" dir="auto"><h6 tabindex="-1" class="heading-element" dir="auto">detection.yml</h6><a id="user-content-detectionyml" class="anchor" aria-label="Permalink: detection.yml" href="#detectionyml"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="highlight highlight-source-yaml notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="--- tables: - aws_cloudtrail - okta_system - o365_audit alert: severity: medium threshold: 5 deduplication_window_minutes: 15 destinations: - slack_my_team"><pre>--- <span class="pl-ent">tables</span>: - <span class="pl-s">aws_cloudtrail</span> - <span class="pl-s">okta_system</span> - <span class="pl-s">o365_audit</span> <span class="pl-ent">alert</span>: <span class="pl-ent">severity</span>: <span class="pl-s">medium</span> <span class="pl-ent">threshold</span>: <span class="pl-c1">5</span> <span class="pl-ent">deduplication_window_minutes</span>: <span class="pl-c1">15</span> <span class="pl-ent">destinations</span>: - <span class="pl-s">slack_my_team</span></pre></div> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Detect Successful Login from never before seen IP for User</h4><a id="user-content-detect-successful-login-from-never-before-seen-ip-for-user" class="anchor" aria-label="Permalink: Detect Successful Login from never before seen IP for User" href="#detect-successful-login-from-never-before-seen-ip-for-user"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="highlight highlight-source-python notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="from detection import remotecache # a cache of user -> ip[] user_to_ips = remotecache("user_ip") def detect(record): if ( record.deepget("event.action") == "ConsoleLogin" and record.deepget("event.outcome") == "success" ): # A unique key on the user name user = record.deepget("user.name") existing_ips = user_to_ips[user] or [] updated_ips = user_to_ips.add_to_string_set( user, record.deepget("source.ip") ) # Alert on new IPs new_ips = set(updated_ips) - set(existing_ips) if existing_ips and new_ips: return True"><pre><span class="pl-k">from</span> <span class="pl-s1">detection</span> <span class="pl-k">import</span> <span class="pl-s1">remotecache</span> <span class="pl-c"># a cache of user -> ip[]</span> <span class="pl-s1">user_to_ips</span> <span class="pl-c1">=</span> <span class="pl-en">remotecache</span>(<span class="pl-s">"user_ip"</span>) <span class="pl-k">def</span> <span class="pl-en">detect</span>(<span class="pl-s1">record</span>): <span class="pl-k">if</span> ( <span class="pl-s1">record</span>.<span class="pl-c1">deepget</span>(<span class="pl-s">"event.action"</span>) <span class="pl-c1">==</span> <span class="pl-s">"ConsoleLogin"</span> <span class="pl-c1">and</span> <span class="pl-s1">record</span>.<span class="pl-c1">deepget</span>(<span class="pl-s">"event.outcome"</span>) <span class="pl-c1">==</span> <span class="pl-s">"success"</span> ): <span class="pl-c"># A unique key on the user name</span> <span class="pl-s1">user</span> <span class="pl-c1">=</span> <span class="pl-s1">record</span>.<span class="pl-c1">deepget</span>(<span class="pl-s">"user.name"</span>) <span class="pl-s1">existing_ips</span> <span class="pl-c1">=</span> <span class="pl-s1">user_to_ips</span>[<span class="pl-s1">user</span>] <span class="pl-c1">or</span> [] <span class="pl-s1">updated_ips</span> <span class="pl-c1">=</span> <span class="pl-s1">user_to_ips</span>.<span class="pl-c1">add_to_string_set</span>( <span class="pl-s1">user</span>, <span class="pl-s1">record</span>.<span class="pl-c1">deepget</span>(<span class="pl-s">"source.ip"</span>) ) <span class="pl-c"># Alert on new IPs</span> <span class="pl-s1">new_ips</span> <span class="pl-c1">=</span> <span class="pl-en">set</span>(<span class="pl-s1">updated_ips</span>) <span class="pl-c1">-</span> <span class="pl-en">set</span>(<span class="pl-s1">existing_ips</span>) <span class="pl-k">if</span> <span class="pl-s1">existing_ips</span> <span class="pl-c1">and</span> <span class="pl-s1">new_ips</span>: <span class="pl-k">return</span> <span class="pl-c1">True</span></pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">🚨 Alerting</h2><a id="user-content--alerting" class="anchor" aria-label="Permalink: 🚨 Alerting" href="#-alerting"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><a href="https://www.matano.dev/docs/detections/alerting" rel="nofollow"><strong>Read the complete docs on alerting</strong></a></p> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Alerts table</h4><a id="user-content-alerts-table" class="anchor" aria-label="Permalink: Alerts table" href="#alerts-table"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">All alerts are automatically stored in a Matano table named <code>matano_alerts</code>. The alerts and rule matches are normalized to ECS and contain context about the original event that triggered the rule match, along with the alert and rule data.</p> <p dir="auto"><strong>Example Queries</strong></p> <p dir="auto">Summarize alerts in the last week that are activated (exceeded the threshold)</p> <div class="highlight highlight-source-sql notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="select matano.alert.id as alert_id, matano.alert.rule.name as rule_name, max(matano.alert.title) as title, count(*) as match_count, min(matano.alert.first_matched_at) as first_matched_at, max(ts) as last_matched_at, array_distinct(flatten(array_agg(related.ip))) as related_ip, array_distinct(flatten(array_agg(related.user))) as related_user, array_distinct(flatten(array_agg(related.hosts))) as related_hosts, array_distinct(flatten(array_agg(related.hash))) as related_hash from matano_alerts where matano.alert.first_matched_at > (current_timestamp - interval '7' day) and matano.alert.activated = true group by matano.alert.rule.name, matano.alert.id order by last_matched_at desc"><pre><span class="pl-k">select</span> <span class="pl-c1">matano</span>.<span class="pl-c1">alert</span>.id <span class="pl-k">as</span> alert_id, <span class="pl-c1">matano</span>.<span class="pl-c1">alert</span>.<span class="pl-c1">rule</span>.<span class="pl-c1">name</span> <span class="pl-k">as</span> rule_name, <span class="pl-c1">max</span>(<span class="pl-c1">matano</span>.<span class="pl-c1">alert</span>.title) <span class="pl-k">as</span> title, <span class="pl-c1">count</span>(<span class="pl-k">*</span>) <span class="pl-k">as</span> match_count, <span class="pl-c1">min</span>(<span class="pl-c1">matano</span>.<span class="pl-c1">alert</span>.first_matched_at) <span class="pl-k">as</span> first_matched_at, <span class="pl-c1">max</span>(ts) <span class="pl-k">as</span> last_matched_at, array_distinct(flatten(array_agg(<span class="pl-c1">related</span>.<span class="pl-c1">ip</span>))) <span class="pl-k">as</span> related_ip, array_distinct(flatten(array_agg(<span class="pl-c1">related</span>.<span class="pl-c1">user</span>))) <span class="pl-k">as</span> related_user, array_distinct(flatten(array_agg(<span class="pl-c1">related</span>.<span class="pl-c1">hosts</span>))) <span class="pl-k">as</span> related_hosts, array_distinct(flatten(array_agg(<span class="pl-c1">related</span>.<span class="pl-c1">hash</span>))) <span class="pl-k">as</span> related_hash <span class="pl-k">from</span> matano_alerts <span class="pl-k">where</span> <span class="pl-c1">matano</span>.<span class="pl-c1">alert</span>.first_matched_at <span class="pl-k">></span> (<span class="pl-c1">current_timestamp</span> <span class="pl-k">-</span> interval <span class="pl-s"><span class="pl-pds">'</span>7<span class="pl-pds">'</span></span> day) <span class="pl-k">and</span> <span class="pl-c1">matano</span>.<span class="pl-c1">alert</span>.activated <span class="pl-k">=</span> true <span class="pl-k">group by</span> <span class="pl-c1">matano</span>.<span class="pl-c1">alert</span>.<span class="pl-c1">rule</span>.<span class="pl-c1">name</span>, <span class="pl-c1">matano</span>.<span class="pl-c1">alert</span>.id <span class="pl-k">order by</span> last_matched_at <span class="pl-k">desc</span></pre></div> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Delivering alerts</h4><a id="user-content-delivering-alerts" class="anchor" aria-label="Permalink: Delivering alerts" href="#delivering-alerts"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">You can deliver alerts to external systems. You can use the alerting SNS topic to deliver alerts to Email, Slack, and other services.</p> <div align="center" dir="auto"> <br> <a target="_blank" rel="noopener noreferrer" href="/matanolabs/matano/blob/main/assets/matano_slack_alert.png"><img src="/matanolabs/matano/raw/main/assets/matano_slack_alert.png" width="600" style="max-width: 100%;"></a> <br> <i>A medium severity alert delivered to Slack</i> </div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">❤️ Community support</h2><a id="user-content-️-community-support" class="anchor" aria-label="Permalink: ❤️ Community support" href="#️-community-support"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">For general help on usage, please refer to the official <a href="https://matano.dev/docs" rel="nofollow">documentation</a>. For additional help, feel free to use one of these channels to ask a question:</p> <ul dir="auto"> <li><a href="https://discord.gg/YSYfHMbfZQ" rel="nofollow">Discord</a> (Come join the family, and hang out with the team and community)</li> <li><a href="https://github.com/matanolabs/matano/discussions">Forum</a> (For deeper conversations about features, the project, or problems)</li> <li><a href="https://github.com/matanolabs/matano">GitHub</a> (Bug reports, Contributions)</li> <li><a href="https://twitter.com/matanolabs" rel="nofollow">Twitter</a> (Get news hot off the press)</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">👷 Contributors</h2><a id="user-content--contributors" class="anchor" aria-label="Permalink: 👷 Contributors" href="#-contributors"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Thanks go to these wonderful people (<a href="https://allcontributors.org/docs/en/emoji-key" rel="nofollow">emoji key</a>):</p> <markdown-accessiblity-table><table> <tbody> <tr> <td align="center" valign="top" width="14.28%"><a href="https://github.com/shaeqahmed"><img src="https://avatars.githubusercontent.com/u/13088492?v=4?s=100" width="100px;" alt="Shaeq Ahmed" style="max-width: 100%;"><br><sub><b>Shaeq Ahmed</b></sub></a><br><a href="#maintenance-shaeqahmed" title="Maintenance">🚧</a></td> <td align="center" valign="top" width="14.28%"><a href="https://www.matano.dev/" rel="nofollow"><img src="https://avatars.githubusercontent.com/u/9027301?v=4?s=100" width="100px;" alt="Samrose" style="max-width: 100%;"><br><sub><b>Samrose</b></sub></a><br><a href="#maintenance-Samrose-Ahmed" title="Maintenance">🚧</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/kai-ten"><img src="https://avatars.githubusercontent.com/u/11355908?v=4?s=100" width="100px;" alt="Kai Herrera" style="max-width: 100%;"><br><sub><b>Kai Herrera</b></sub></a><br><a href="https://github.com/matanolabs/matano/commits?author=kai-ten" title="Code">💻</a> <a href="#ideas-kai-ten" title="Ideas, Planning, & Feedback">🤔</a> <a href="#infra-kai-ten" title="Infrastructure (Hosting, Build-Tools, etc)">🚇</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/rams3sh"><img src="https://avatars.githubusercontent.com/u/5143597?v=4?s=100" width="100px;" alt="Ram" style="max-width: 100%;"><br><sub><b>Ram</b></sub></a><br><a href="https://github.com/matanolabs/matano/issues?q=author%3Arams3sh" title="Bug reports">🐛</a> <a href="#ideas-rams3sh" title="Ideas, Planning, & Feedback">🤔</a> <a href="#userTesting-rams3sh" title="User Testing">📓</a></td> <td align="center" valign="top" width="14.28%"><a href="http://zbmowrey.com/" rel="nofollow"><img src="https://avatars.githubusercontent.com/u/14931610?v=4?s=100" width="100px;" alt="Zach Mowrey" style="max-width: 100%;"><br><sub><b>Zach Mowrey</b></sub></a><br><a href="#ideas-zbmowrey" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/matanolabs/matano/issues?q=author%3Azbmowrey" title="Bug reports">🐛</a> <a href="#userTesting-zbmowrey" title="User Testing">📓</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/marcin-kwasnicki"><img src="https://avatars.githubusercontent.com/u/91739800?v=4?s=100" width="100px;" alt="marcin-kwasnicki" style="max-width: 100%;"><br><sub><b>marcin-kwasnicki</b></sub></a><br><a href="#userTesting-marcin-kwasnicki" title="User Testing">📓</a> <a href="https://github.com/matanolabs/matano/issues?q=author%3Amarcin-kwasnicki" title="Bug reports">🐛</a> <a href="#ideas-marcin-kwasnicki" title="Ideas, Planning, & Feedback">🤔</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/gdrapp"><img src="https://avatars.githubusercontent.com/u/346463?v=4?s=100" width="100px;" alt="Greg Rapp" style="max-width: 100%;"><br><sub><b>Greg Rapp</b></sub></a><br><a href="https://github.com/matanolabs/matano/issues?q=author%3Agdrapp" title="Bug reports">🐛</a> <a href="#ideas-gdrapp" title="Ideas, Planning, & Feedback">🤔</a></td> </tr> <tr> <td align="center" valign="top" width="14.28%"><a href="https://github.com/niheconomoum"><img src="https://avatars.githubusercontent.com/u/22075648?v=4?s=100" width="100px;" alt="Matthew X. Economou" style="max-width: 100%;"><br><sub><b>Matthew X. Economou</b></sub></a><br><a href="https://github.com/matanolabs/matano/issues?q=author%3Aniheconomoum" title="Bug reports">🐛</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/jarretraim"><img src="https://avatars.githubusercontent.com/u/981154?v=4?s=100" width="100px;" alt="Jarret Raim" style="max-width: 100%;"><br><sub><b>Jarret Raim</b></sub></a><br><a href="https://github.com/matanolabs/matano/issues?q=author%3Ajarretraim" title="Bug reports">🐛</a></td> <td align="center" valign="top" width="14.28%"><a href="https://mdfranz.dev/" rel="nofollow"><img src="https://avatars.githubusercontent.com/u/47213?v=4?s=100" width="100px;" alt="Matt Franz" style="max-width: 100%;"><br><sub><b>Matt Franz</b></sub></a><br><a href="https://github.com/matanolabs/matano/issues?q=author%3Amdfranz" title="Bug reports">🐛</a></td> <td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/francescofaenzi/" rel="nofollow"><img src="https://avatars.githubusercontent.com/u/45026063?v=4?s=100" width="100px;" alt="Francesco Faenzi" style="max-width: 100%;"><br><sub><b>Francesco Faenzi</b></sub></a><br><a href="#ideas-FrancescoFaenzi" title="Ideas, Planning, & Feedback">🤔</a></td> <td align="center" valign="top" width="14.28%"><a href="https://nishant.daspatnaik.com/" rel="nofollow"><img src="https://avatars.githubusercontent.com/u/1339669?v=4?s=100" width="100px;" alt="Nishant Das Patnaik" style="max-width: 100%;"><br><sub><b>Nishant Das Patnaik</b></sub></a><br><a href="#ideas-dpnishant" title="Ideas, Planning, & Feedback">🤔</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/timoguin"><img src="https://avatars.githubusercontent.com/u/671968?v=4?s=100" width="100px;" alt="Tim O'Guin" style="max-width: 100%;"><br><sub><b>Tim O'Guin</b></sub></a><br><a href="#ideas-timoguin" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/matanolabs/matano/issues?q=author%3Atimoguin" title="Bug reports">🐛</a> <a href="https://github.com/matanolabs/matano/commits?author=timoguin" title="Code">💻</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/francescor"><img src="https://avatars.githubusercontent.com/u/424577?v=4?s=100" width="100px;" alt="Francesco R." style="max-width: 100%;"><br><sub><b>Francesco R.</b></sub></a><br><a href="https://github.com/matanolabs/matano/issues?q=author%3Afrancescor" title="Bug reports">🐛</a></td> </tr> <tr> <td align="center" valign="top" width="14.28%"><a href="http://grue.io" rel="nofollow"><img src="https://avatars.githubusercontent.com/u/555914?v=4?s=100" width="100px;" alt="Joshua Sorenson" style="max-width: 100%;"><br><sub><b>Joshua Sorenson</b></sub></a><br><a href="https://github.com/matanolabs/matano/commits?author=grue" title="Code">💻</a> <a href="https://github.com/matanolabs/matano/commits?author=grue" title="Documentation">📖</a></td> <td align="center" valign="top" width="14.28%"><a href="http://www.nevermind.co.nz" rel="nofollow"><img src="https://avatars.githubusercontent.com/u/171317?v=4?s=100" width="100px;" alt="Chris Smith" style="max-width: 100%;"><br><sub><b>Chris Smith</b></sub></a><br><a href="https://github.com/matanolabs/matano/commits?author=chrismsnz" title="Code">💻</a></td> </tr> </tbody> </table></markdown-accessiblity-table> <p dir="auto">This project follows the <a href="https://allcontributors.org" rel="nofollow">all-contributors</a> specification. Contributions of any kind are welcome!</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">License</h2><a id="user-content-license" class="anchor" aria-label="Permalink: License" href="#license"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li><a href="/matanolabs/matano/blob/main/LICENSE">Apache-2.0 License</a></li> </ul> <p dir="auto"><a target="_blank" rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/b89134b4c779c3a25103b5bea392c1b46aec2967d3d780334d44cd45ea3937fb/68747470733a2f2f7374617469632e73636172662e73682f612e706e673f782d707869643d30336339383966362d393066352d343938322d623030322d613438363335663130623564"><img src="https://camo.githubusercontent.com/b89134b4c779c3a25103b5bea392c1b46aec2967d3d780334d44cd45ea3937fb/68747470733a2f2f7374617469632e73636172662e73682f612e706e673f782d707869643d30336339383966362d393066352d343938322d623030322d613438363335663130623564" data-canonical-src="https://static.scarf.sh/a.png?x-pxid=03c989f6-90f5-4982-b002-a48635f10b5d" style="max-width: 100%;"></a></p> </article></div></div></div></div></div> <!-- --> <!-- --> <script type="application/json" id="__PRIMER_DATA_:R0:__">{"resolvedServerColorMode":"day"}</script></div> </react-partial> <input type="hidden" data-csrf="true" value="DPe+Vz2NCo+aR3twN9bwuzRMPsq+NXHWerT62dNSSUR+HLTFwJrzwJCBKd9qTSGxUsMG7tjhXwlBkBkTNnfs4g==" /> </div> <div data-view-component="true" class="Layout-sidebar"> <div class="BorderGrid about-margin" data-pjax> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <div class="hide-sm hide-md"> <h2 class="mb-3 h4">About</h2> <p class="f4 my-3"> Open source security data lake for threat hunting, detection & response, and cybersecurity analytics at petabyte scale on AWS </p> <div class="my-3 d-flex flex-items-center"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link flex-shrink-0 mr-2"> <path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path> </svg> <span class="flex-auto min-width-0 css-truncate css-truncate-target width-fit"> <a title="https://matano.dev" role="link" target="_blank" rel="noopener noreferrer nofollow" class="text-bold" href="https://matano.dev">matano.dev</a> </span> </div> <h3 class="sr-only">Topics</h3> <div class="my-3"> <div class="f6"> <a href="/topics/rust" title="Topic: rust" data-view-component="true" class="topic-tag topic-tag-link"> rust </a> <a href="/topics/aws" title="Topic: aws" data-view-component="true" class="topic-tag topic-tag-link"> aws </a> <a href="/topics/security" title="Topic: security" data-view-component="true" class="topic-tag topic-tag-link"> security </a> <a href="/topics/cloud" title="Topic: cloud" data-view-component="true" class="topic-tag topic-tag-link"> cloud </a> <a href="/topics/big-data" title="Topic: big-data" data-view-component="true" class="topic-tag topic-tag-link"> big-data </a> <a href="/topics/serverless" title="Topic: serverless" data-view-component="true" class="topic-tag topic-tag-link"> serverless </a> <a href="/topics/alerting" title="Topic: alerting" data-view-component="true" class="topic-tag topic-tag-link"> alerting </a> <a href="/topics/dfir" title="Topic: dfir" data-view-component="true" class="topic-tag topic-tag-link"> dfir </a> <a href="/topics/secops" title="Topic: secops" data-view-component="true" class="topic-tag topic-tag-link"> secops </a> <a href="/topics/cybersecurity" title="Topic: cybersecurity" data-view-component="true" class="topic-tag topic-tag-link"> cybersecurity </a> <a href="/topics/cloud-native" title="Topic: cloud-native" data-view-component="true" class="topic-tag topic-tag-link"> cloud-native </a> <a href="/topics/threat-hunting" title="Topic: threat-hunting" data-view-component="true" class="topic-tag topic-tag-link"> threat-hunting </a> <a href="/topics/siem" title="Topic: siem" data-view-component="true" class="topic-tag topic-tag-link"> siem </a> <a href="/topics/log-management" title="Topic: log-management" data-view-component="true" class="topic-tag topic-tag-link"> log-management </a> <a href="/topics/aws-security" title="Topic: aws-security" data-view-component="true" class="topic-tag topic-tag-link"> aws-security </a> <a href="/topics/security-tools" title="Topic: security-tools" data-view-component="true" class="topic-tag topic-tag-link"> security-tools </a> <a href="/topics/cloud-security" title="Topic: cloud-security" data-view-component="true" class="topic-tag topic-tag-link"> cloud-security </a> <a href="/topics/log-analytics" title="Topic: log-analytics" data-view-component="true" class="topic-tag topic-tag-link"> log-analytics </a> <a href="/topics/apache-iceberg" title="Topic: apache-iceberg" data-view-component="true" class="topic-tag topic-tag-link"> apache-iceberg </a> <a href="/topics/detection-engineering" title="Topic: detection-engineering" data-view-component="true" class="topic-tag topic-tag-link"> detection-engineering </a> </div> </div> <h3 class="sr-only">Resources</h3> <div class="mt-2"> <a class="Link--muted" data-analytics-event="{"category":"Repository Overview","action":"click","label":"location:sidebar;file:readme"}" href="#readme-ov-file"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-book mr-2"> <path d="M0 1.75A.75.75 0 0 1 .75 1h4.253c1.227 0 2.317.59 3 1.501A3.743 3.743 0 0 1 11.006 1h4.245a.75.75 0 0 1 .75.75v10.5a.75.75 0 0 1-.75.75h-4.507a2.25 2.25 0 0 0-1.591.659l-.622.621a.75.75 0 0 1-1.06 0l-.622-.621A2.25 2.25 0 0 0 5.258 13H.75a.75.75 0 0 1-.75-.75Zm7.251 10.324.004-5.073-.002-2.253A2.25 2.25 0 0 0 5.003 2.5H1.5v9h3.757a3.75 3.75 0 0 1 1.994.574ZM8.755 4.75l-.004 7.322a3.752 3.752 0 0 1 1.992-.572H14.5v-9h-3.495a2.25 2.25 0 0 0-2.25 2.25Z"></path> </svg> Readme </a> </div> <h3 class="sr-only">License</h3> <div class="mt-2"> <a href="#Apache-2.0-1-ov-file" class="Link--muted" data-analytics-event="{"category":"Repository Overview","action":"click","label":"location:sidebar;file:license"}" > <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-law mr-2"> <path d="M8.75.75V2h.985c.304 0 .603.08.867.231l1.29.736c.038.022.08.033.124.033h2.234a.75.75 0 0 1 0 1.5h-.427l2.111 4.692a.75.75 0 0 1-.154.838l-.53-.53.529.531-.001.002-.002.002-.006.006-.006.005-.01.01-.045.04c-.21.176-.441.327-.686.45C14.556 10.78 13.88 11 13 11a4.498 4.498 0 0 1-2.023-.454 3.544 3.544 0 0 1-.686-.45l-.045-.04-.016-.015-.006-.006-.004-.004v-.001a.75.75 0 0 1-.154-.838L12.178 4.5h-.162c-.305 0-.604-.079-.868-.231l-1.29-.736a.245.245 0 0 0-.124-.033H8.75V13h2.5a.75.75 0 0 1 0 1.5h-6.5a.75.75 0 0 1 0-1.5h2.5V3.5h-.984a.245.245 0 0 0-.124.033l-1.289.737c-.265.15-.564.23-.869.23h-.162l2.112 4.692a.75.75 0 0 1-.154.838l-.53-.53.529.531-.001.002-.002.002-.006.006-.016.015-.045.04c-.21.176-.441.327-.686.45C4.556 10.78 3.88 11 3 11a4.498 4.498 0 0 1-2.023-.454 3.544 3.544 0 0 1-.686-.45l-.045-.04-.016-.015-.006-.006-.004-.004v-.001a.75.75 0 0 1-.154-.838L2.178 4.5H1.75a.75.75 0 0 1 0-1.5h2.234a.249.249 0 0 0 .125-.033l1.288-.737c.265-.15.564-.23.869-.23h.984V.75a.75.75 0 0 1 1.5 0Zm2.945 8.477c.285.135.718.273 1.305.273s1.02-.138 1.305-.273L13 6.327Zm-10 0c.285.135.718.273 1.305.273s1.02-.138 1.305-.273L3 6.327Z"></path> </svg> Apache-2.0 license </a> </div> <h3 class="sr-only">Code of conduct</h3> <div class="mt-2"> <a href="#coc-ov-file" class="Link--muted" data-analytics-event="{"category":"Repository Overview","action":"click","label":"location:sidebar;file:code of conduct"}" > <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code-of-conduct mr-2"> <path d="M8.048 2.241c.964-.709 2.079-1.238 3.325-1.241a4.616 4.616 0 0 1 3.282 1.355c.41.408.757.86.996 1.428.238.568.348 1.206.347 1.968 0 2.193-1.505 4.254-3.081 5.862-1.496 1.526-3.213 2.796-4.249 3.563l-.22.163a.749.749 0 0 1-.895 0l-.221-.163c-1.036-.767-2.753-2.037-4.249-3.563C1.51 10.008.007 7.952.002 5.762a4.614 4.614 0 0 1 1.353-3.407C3.123.585 6.223.537 8.048 2.24Zm-1.153.983c-1.25-1.033-3.321-.967-4.48.191a3.115 3.115 0 0 0-.913 2.335c0 1.556 1.109 3.24 2.652 4.813C5.463 11.898 6.96 13.032 8 13.805c.353-.262.758-.565 1.191-.905l-1.326-1.223a.75.75 0 0 1 1.018-1.102l1.48 1.366c.328-.281.659-.577.984-.887L9.99 9.802a.75.75 0 1 1 1.019-1.103l1.384 1.28c.295-.329.566-.661.81-.995L12.92 8.7l-1.167-1.168c-.674-.671-1.78-.664-2.474.03-.268.269-.538.537-.802.797-.893.882-2.319.843-3.185-.032-.346-.35-.693-.697-1.043-1.047a.75.75 0 0 1-.04-1.016c.162-.191.336-.401.52-.623.62-.748 1.356-1.637 2.166-2.417Zm7.112 4.442c.313-.65.491-1.293.491-1.916v-.001c0-.614-.088-1.045-.23-1.385-.143-.339-.357-.633-.673-.949a3.111 3.111 0 0 0-2.218-.915c-1.092.003-2.165.627-3.226 1.602-.823.755-1.554 1.637-2.228 2.45l-.127.154.562.566a.755.755 0 0 0 1.066.02l.794-.79c1.258-1.258 3.312-1.31 4.594-.032.396.394.792.791 1.173 1.173Z"></path> </svg> Code of conduct </a> </div> <h3 class="sr-only">Security policy</h3> <div class="mt-2"> <a href="#security-ov-file" class="Link--muted" data-analytics-event="{"category":"Repository Overview","action":"click","label":"location:sidebar;file:security policy"}" > <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-law mr-2"> <path d="M8.75.75V2h.985c.304 0 .603.08.867.231l1.29.736c.038.022.08.033.124.033h2.234a.75.75 0 0 1 0 1.5h-.427l2.111 4.692a.75.75 0 0 1-.154.838l-.53-.53.529.531-.001.002-.002.002-.006.006-.006.005-.01.01-.045.04c-.21.176-.441.327-.686.45C14.556 10.78 13.88 11 13 11a4.498 4.498 0 0 1-2.023-.454 3.544 3.544 0 0 1-.686-.45l-.045-.04-.016-.015-.006-.006-.004-.004v-.001a.75.75 0 0 1-.154-.838L12.178 4.5h-.162c-.305 0-.604-.079-.868-.231l-1.29-.736a.245.245 0 0 0-.124-.033H8.75V13h2.5a.75.75 0 0 1 0 1.5h-6.5a.75.75 0 0 1 0-1.5h2.5V3.5h-.984a.245.245 0 0 0-.124.033l-1.289.737c-.265.15-.564.23-.869.23h-.162l2.112 4.692a.75.75 0 0 1-.154.838l-.53-.53.529.531-.001.002-.002.002-.006.006-.016.015-.045.04c-.21.176-.441.327-.686.45C4.556 10.78 3.88 11 3 11a4.498 4.498 0 0 1-2.023-.454 3.544 3.544 0 0 1-.686-.45l-.045-.04-.016-.015-.006-.006-.004-.004v-.001a.75.75 0 0 1-.154-.838L2.178 4.5H1.75a.75.75 0 0 1 0-1.5h2.234a.249.249 0 0 0 .125-.033l1.288-.737c.265-.15.564-.23.869-.23h.984V.75a.75.75 0 0 1 1.5 0Zm2.945 8.477c.285.135.718.273 1.305.273s1.02-.138 1.305-.273L13 6.327Zm-10 0c.285.135.718.273 1.305.273s1.02-.138 1.305-.273L3 6.327Z"></path> </svg> Security policy </a> </div> <include-fragment src="/matanolabs/matano/hovercards/citation/sidebar_partial?tree_name=main"> </include-fragment> <div class="mt-2"> <a href="/matanolabs/matano/activity" data-view-component="true" class="Link Link--muted"><svg text="gray" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-pulse mr-2"> <path d="M6 2c.306 0 .582.187.696.471L10 10.731l1.304-3.26A.751.751 0 0 1 12 7h3.25a.75.75 0 0 1 0 1.5h-2.742l-1.812 4.528a.751.751 0 0 1-1.392 0L6 4.77 4.696 8.03A.75.75 0 0 1 4 8.5H.75a.75.75 0 0 1 0-1.5h2.742l1.812-4.529A.751.751 0 0 1 6 2Z"></path> </svg> <span class="color-fg-muted">Activity</span></a> </div> <div class="mt-2"> <a href="/matanolabs/matano/custom-properties" data-view-component="true" class="Link Link--muted"><svg text="gray" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-note mr-2"> <path d="M0 3.75C0 2.784.784 2 1.75 2h12.5c.966 0 1.75.784 1.75 1.75v8.5A1.75 1.75 0 0 1 14.25 14H1.75A1.75 1.75 0 0 1 0 12.25Zm1.75-.25a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-8.5a.25.25 0 0 0-.25-.25ZM3.5 6.25a.75.75 0 0 1 .75-.75h7a.75.75 0 0 1 0 1.5h-7a.75.75 0 0 1-.75-.75Zm.75 2.25h4a.75.75 0 0 1 0 1.5h-4a.75.75 0 0 1 0-1.5Z"></path> </svg> <span class="color-fg-muted">Custom properties</span></a> </div> <h3 class="sr-only">Stars</h3> <div class="mt-2"> <a href="/matanolabs/matano/stargazers" data-view-component="true" class="Link Link--muted"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star mr-2"> <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg> <strong>1.5k</strong> stars</a> </div> <h3 class="sr-only">Watchers</h3> <div class="mt-2"> <a href="/matanolabs/matano/watchers" data-view-component="true" class="Link Link--muted"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-eye mr-2"> <path d="M8 2c1.981 0 3.671.992 4.933 2.078 1.27 1.091 2.187 2.345 2.637 3.023a1.62 1.62 0 0 1 0 1.798c-.45.678-1.367 1.932-2.637 3.023C11.67 13.008 9.981 14 8 14c-1.981 0-3.671-.992-4.933-2.078C1.797 10.83.88 9.576.43 8.898a1.62 1.62 0 0 1 0-1.798c.45-.677 1.367-1.931 2.637-3.022C4.33 2.992 6.019 2 8 2ZM1.679 7.932a.12.12 0 0 0 0 .136c.411.622 1.241 1.75 2.366 2.717C5.176 11.758 6.527 12.5 8 12.5c1.473 0 2.825-.742 3.955-1.715 1.124-.967 1.954-2.096 2.366-2.717a.12.12 0 0 0 0-.136c-.412-.621-1.242-1.75-2.366-2.717C10.824 4.242 9.473 3.5 8 3.5c-1.473 0-2.825.742-3.955 1.715-1.124.967-1.954 2.096-2.366 2.717ZM8 10a2 2 0 1 1-.001-3.999A2 2 0 0 1 8 10Z"></path> </svg> <strong>21</strong> watching</a> </div> <h3 class="sr-only">Forks</h3> <div class="mt-2"> <a href="/matanolabs/matano/forks" data-view-component="true" class="Link Link--muted"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo-forked mr-2"> <path d="M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z"></path> </svg> <strong>111</strong> forks</a> </div> <div class="mt-2"> <a class="Link--muted" href="/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fmatanolabs%2Fmatano&report=matanolabs+%28user%29"> Report repository </a> </div> </div> </div> </div> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <h2 class="h4 mb-3" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame"> <a href="/matanolabs/matano/releases" data-view-component="true" class="Link--primary no-underline Link">Releases</a></h2> <a class="Link--primary no-underline" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" href="/matanolabs/matano/tags"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-tag"> <path d="M1 7.775V2.75C1 1.784 1.784 1 2.75 1h5.025c.464 0 .91.184 1.238.513l6.25 6.25a1.75 1.75 0 0 1 0 2.474l-5.026 5.026a1.75 1.75 0 0 1-2.474 0l-6.25-6.25A1.752 1.752 0 0 1 1 7.775Zm1.5 0c0 .066.026.13.073.177l6.25 6.25a.25.25 0 0 0 .354 0l5.025-5.025a.25.25 0 0 0 0-.354l-6.25-6.25a.25.25 0 0 0-.177-.073H2.75a.25.25 0 0 0-.25.25ZM6 5a1 1 0 1 1 0 2 1 1 0 0 1 0-2Z"></path> </svg> <span class="text-bold">1</span> <span class="color-fg-muted">tags</span> </a> </div> </div> <div class="BorderGrid-row" hidden> <div class="BorderGrid-cell"> <include-fragment src="/matanolabs/matano/used_by_list" accept="text/fragment+html"> </include-fragment> </div> </div> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <h2 class="h4 mb-3"> <a href="/matanolabs/matano/graphs/contributors" data-view-component="true" class="Link--primary no-underline Link d-flex flex-items-center">Contributors <span title="13" data-view-component="true" class="Counter ml-1">13</span></a></h2> <ul class="list-style-none d-flex flex-wrap mb-n2"> <li class="mb-2 mr-2" > <a href="https://github.com/Samrose-Ahmed" class="" data-hovercard-type="user" data-hovercard-url="/users/Samrose-Ahmed/hovercard" data-octo-click="hovercard-link-click" 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data-view-component="true" class="avatar circle" /> </a> </li> </ul> </div> </div> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <h2 class="h4 mb-3">Languages</h2> <div class="mb-2"> <span data-view-component="true" class="Progress"> <span style="background-color:#dea584 !important;;width: 67.1%;" itemprop="keywords" data-view-component="true" class="Progress-item color-bg-success-emphasis"></span> <span style="background-color:#A97BFF !important;;width: 13.8%;" itemprop="keywords" data-view-component="true" class="Progress-item color-bg-success-emphasis"></span> <span style="background-color:#3178c6 !important;;width: 10.3%;" itemprop="keywords" data-view-component="true" class="Progress-item color-bg-success-emphasis"></span> <span style="background-color:#3572A5 !important;;width: 5.9%;" itemprop="keywords" data-view-component="true" class="Progress-item color-bg-success-emphasis"></span> <span style="background-color:#b07219 !important;;width: 1.2%;" itemprop="keywords" data-view-component="true" class="Progress-item color-bg-success-emphasis"></span> <span style="background-color:#f1e05a !important;;width: 1.1%;" itemprop="keywords" data-view-component="true" class="Progress-item color-bg-success-emphasis"></span> <span style="background-color:#ededed !important;;width: 0.6%;" itemprop="keywords" data-view-component="true" class="Progress-item color-bg-success-emphasis"></span> </span></div> <ul class="list-style-none"> <li class="d-inline"> <a class="d-inline-flex flex-items-center flex-nowrap Link--secondary no-underline text-small mr-3" href="/matanolabs/matano/search?l=rust" data-ga-click="Repository, language stats search click, location:repo overview"> <svg style="color:#dea584;" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-dot-fill mr-2"> <path d="M8 4a4 4 0 1 1 0 8 4 4 0 0 1 0-8Z"></path> </svg> <span class="color-fg-default text-bold mr-1">Rust</span> <span>67.1%</span> </a> </li> <li class="d-inline"> <a class="d-inline-flex flex-items-center flex-nowrap Link--secondary no-underline text-small mr-3" href="/matanolabs/matano/search?l=kotlin" data-ga-click="Repository, language stats search click, location:repo overview"> <svg style="color:#A97BFF;" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-dot-fill mr-2"> <path d="M8 4a4 4 0 1 1 0 8 4 4 0 0 1 0-8Z"></path> </svg> <span class="color-fg-default text-bold mr-1">Kotlin</span> <span>13.8%</span> </a> </li> <li class="d-inline"> <a class="d-inline-flex flex-items-center flex-nowrap Link--secondary no-underline text-small mr-3" href="/matanolabs/matano/search?l=typescript" data-ga-click="Repository, language stats search click, location:repo overview"> <svg style="color:#3178c6;" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" 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style="color:#ededed;" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-dot-fill mr-2"> <path d="M8 4a4 4 0 1 1 0 8 4 4 0 0 1 0-8Z"></path> </svg> <span class="color-fg-default text-bold mr-1">Other</span> <span>0.6%</span> </span> </li> </ul> </div> </div> </div> </div> </div></div> </div> </div> </turbo-frame> </main> </div> </div> <footer class="footer pt-8 pb-6 f6 color-fg-muted p-responsive" role="contentinfo" > <h2 class='sr-only'>Footer</h2> <div class="d-flex flex-justify-center flex-items-center flex-column-reverse flex-lg-row flex-wrap flex-lg-nowrap"> <div class="d-flex flex-items-center flex-shrink-0 mx-2"> <a aria-label="Homepage" title="GitHub" class="footer-octicon mr-2" href="https://github.com"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-mark-github"> <path d="M12 1C5.9225 1 1 5.9225 1 12C1 16.8675 4.14875 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class="Popover js-hovercard-content position-absolute" style="display: none; outline: none;"> <div class="Popover-message Popover-message--bottom-left Popover-message--large Box color-shadow-large" style="width:360px;"> </div> </div> <template id="snippet-clipboard-copy-button"> <div class="zeroclipboard-container position-absolute right-0 top-0"> <clipboard-copy aria-label="Copy" class="ClipboardButton btn js-clipboard-copy m-2 p-0" data-copy-feedback="Copied!" data-tooltip-direction="w"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon m-2"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> </svg> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none m-2"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> </clipboard-copy> </div> </template> <template id="snippet-clipboard-copy-button-unpositioned"> <div class="zeroclipboard-container"> <clipboard-copy aria-label="Copy" class="ClipboardButton btn btn-invisible js-clipboard-copy m-2 p-0 d-flex flex-justify-center flex-items-center" data-copy-feedback="Copied!" data-tooltip-direction="w"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> </svg> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> </clipboard-copy> </div> </template> </div> <div id="js-global-screen-reader-notice" class="sr-only mt-n1" aria-live="polite" aria-atomic="true" ></div> <div id="js-global-screen-reader-notice-assertive" class="sr-only mt-n1" aria-live="assertive" aria-atomic="true"></div> </body> </html>