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enable operational and risk auditing, governance, and compliance of your AWS account. Actions taken by a user, role, or an AWS service are recorded as events in CloudTrail. Events include actions taken in the AWS Management Console, AWS Command Line Interface, and AWS SDKs and APIs. By ingesting and analyzing these logs in Snowflake, practitioners are able to gain analytical insights and work toward securing their environments at scale.\u003C/p\u003E\n","\u003Cp\u003EThis quickstart is a guide to ingesting and processing AWS CloudTrail events into Snowflake. It provides detailed instructions for configuring an automated ingestion and processing pipeline as well as example queries for analytics, threat detection and posture management. More information about AWS CloudTrail can be found in the \u003Ca href=\"https://docs.aws.amazon.com/awscloudtrail/latest/userguide/cloudtrail-user-guide.html\"\u003EAWS Cloudtrail User Guide\u003C/a\u003E\u003C/p\u003E\n","\u003Ch3\u003EPrerequisites\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EAWS user with permission to create and manage IAM policies and roles\u003C/li\u003E\u003Cli\u003ESnowflake user with permission to create tables, stages and storage integrations as well as setup Snowpipe.\u003C/li\u003E\u003Cli\u003EAn S3 Logging Bucket, preferably in the same region as your Snowflake target account.\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EArchitecture\u003C/h3\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/cloudtrail_architecture_diagram.png\" alt=\"A diagram depicting the journey of Cloudtrail events to a Snowflake database. The diagram is split between sections, AWS Cloud and Snowflake Cloud. The diagram begins on the AWS Cloud side where an arrow links the AWS Cloudtrail service to an S3 External stage, then to an SQS Queue with the description “Event Notification”. An arrow leads from the SQS queue to the Snowflake Cloud section of the diagram to an icon named Snowpipe. After Snowpipe the arrow leads back to S3 External stage with a description of “triggers”. Finally the path terminates on the Snowflake Cloud side at an icon named “Snowflake DB” with a description of “copy into”.\"\u003E\u003C/p\u003E\n","\u003Ch2\u003EEnable CloudTrail\u003C/h2\u003E\n","\u003Cp\u003EFor simplicity purposes, this quickstart will walk through configuring CloudTrail from a single account using default settings.\u003C/p\u003E\n","\u003Cp\u003EIf you have already configured CloudTrail or if you require an organization based or custom configuration please see the official documentation \u003Ca href=\"https://docs.aws.amazon.com/awscloudtrail/latest/userguide/cloudtrail-create-and-update-a-trail.html\"\u003Ehere\u003C/a\u003E and skip to the next step.\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003E\n","\u003Cp\u003EOpen the \u003Ca href=\"https://console.aws.amazon.com/cloudtrail/\"\u003ECloudTrail console\u003C/a\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EOn the dashboard page find and press \u003Ccode\u003ECreate trail\u003C/code\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EConfigure Cloudtrail with the following settings\u003C/p\u003E\n\u003C/li\u003E\u003C/ol\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003ETrail name:\u003C/strong\u003E Choose a name for your trail. For example (Snowflake-Cloudtrail-Ingestion)\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EStorage location:\u003C/strong\u003E  We recommend creating a new S3 bucket. Take note of the name you choose\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003ELog file SSE-KMS encryption\u003C/strong\u003E For the purposes of this lab we recommend you uncheck this box to use S3 managed encryption for easier ingest. If you choose to enable KMS encryption this will require additional IAM policies and configuration on the Snowflake side. More information on how to do this can be found \u003Ca href=\"https://docs.snowflake.com/en/user-guide/data-load-s3-config-storage-integration.html\"\u003Ehere\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003ELog file validation\u003C/strong\u003E For this lab we recommend you uncheck this box.\u003C/li\u003E\u003C/ul\u003E\n\u003Col\u003E\u003Cli\u003E\n","\u003Cp\u003EPress next and leave the default settings\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EPress next, review the details and press the create button\u003C/p\u003E\n\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/cloudtrail-confirm.png\" alt=\"Confirmation screen showing configuration as described in the above steps\"\u003E\u003C/p\u003E\n","\u003Cp\u003ENote: Cloudtrail logging may take some time to start creating records.\u003C/p\u003E\n","\u003Ch2\u003ECreate a storage integration in Snowflake\u003C/h2\u003E\n","\u003Cp\u003E\u003Cem\u003EReplace <RoleName> with the desired name of the role you’d like Snowflake to use ( this role will be created in the next step).  Replace <BUCKET_NAME>/path/to/logs/ with the path to your CloudTrail logs as set in the previous step\u003C/em\u003E\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Ecreate STORAGE INTEGRATION s3_int_cloudtrail_logs\n  TYPE = EXTERNAL_STAGE\n  STORAGE_PROVIDER = S3\n  ENABLED = TRUE\n  STORAGE_AWS_ROLE_ARN = 'arn:aws:iam::<AWS_ACCOUNT_NUMBER>:role/<RoleName>'\n  STORAGE_ALLOWED_LOCATIONS = ('s3://<BUCKET_NAME>/<PREFIX>/');\n\nDESC INTEGRATION s3_int_cloudtrail_logs;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ETake note of \u003Cstrong\u003ESTORAGE_AWS_IAM_USER_ARN\u003C/strong\u003E and \u003Cstrong\u003ESTORAGE_AWS_EXTERNAL_ID\u003C/strong\u003E\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-integration-screenshot.png\" alt=\"A screenshot showing the result of describing an integration. STORAGE_AWS_IAM_USER_ARN property is in the format of an aws ARN set to arn:aws:iam::123456789012:user/abc10000-a and the STORAGE_AWS_EXTERNAL_ID is in the format of ABC12345_SFCRole=1 ABCDEFGHIJKLMNOPORSTUVWXYZab= \"\u003E\u003C/p\u003E\n","\u003Ch2\u003ECreate role and policy in AWS\u003C/h2\u003E\n","\u003Cp\u003E\u003Cem\u003EThe following assumes a user with the ability to create and manage IAM logged into the AWS console or using the CLI.  A full explanation can be found in \u003Ca href=\"https://docs.snowflake.com/en/user-guide/data-load-s3-config.html\"\u003Ethis documentation\u003C/a\u003E\u003C/em\u003E\u003C/p\u003E\n","\u003Cp\u003EOpen up Cloudshell in the AWS console by pressing the \u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-aws-cloudshell-icon.png\" alt=\"aws cloudshell icon\"\u003E icon on the right side of the top navigation bar or run the following commands in your terminal once configured to use the AWS CLI.\u003C/p\u003E\n","\u003Cp\u003EExport the following variables, replacing the values with your own\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003Eexport BUCKET_NAME='<BUCKET_NAME>'\nexport PREFIX='<PREFIX>' # no leading or trailing slashes\nexport ROLE_NAME='<ROLE_NAME>'\nexport STORAGE_AWS_IAM_USER_ARN='<STORAGE_AWS_IAM_USER_ARN>'\nexport STORAGE_AWS_EXTERNAL_ID='<STORAGE_AWS_EXTERNAL_ID>'\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ECreate a role for Snowflake to assume\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003Eaws iam create-role \\\n    --role-name "${ROLE_NAME}" \\\n    --assume-role-policy-document \\\n'{\n    "Version": "2012-10-17",\n    "Statement": [\n        {\n            "Sid": "",\n            "Effect": "Allow",\n            "Principal": {\n                "AWS": "'${STORAGE_AWS_IAM_USER_ARN}'"\n            },\n            "Action": "sts:AssumeRole",\n            "Condition": {\n                "StringEquals": {\n                    "sts:ExternalId": "'${STORAGE_AWS_EXTERNAL_ID}'"\n                }\n            }\n        }\n    ]\n}'\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ECreate an inline-policy to allow Snowflake to retrieve and remove files from S3\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003Eaws iam put-role-policy \\\n    --role-name "${ROLE_NAME}" \\\n    --policy-name "${ROLE_NAME}-inlinepolicy" \\\n    --policy-document \\\n'{\n    "Version": "2012-10-17",\n    "Statement": [\n        {\n            "Effect": "Allow",\n            "Action": [\n              "s3:GetObject",\n              "s3:GetObjectVersion",\n              "s3:DeleteObject",\n              "s3:DeleteObjectVersion"\n            ],\n            "Resource": "arn:aws:s3:::'${BUCKET_NAME}'/'${PREFIX}'/*"\n        },\n        {\n            "Effect": "Allow",\n            "Action": [\n                "s3:ListBucket",\n                "s3:GetBucketLocation"\n            ],\n            "Resource": "arn:aws:s3:::'${BUCKET_NAME}'",\n            "Condition": {\n                "StringLike": {\n                    "s3:prefix": [\n                        "'${PREFIX}'/*"\n                    ]\n                }\n            }\n        }\n    ]\n}'\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EYou will now be able to see your role, policy and trust relationship in the console\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-aws-iam.png\" alt=\"Screenshot of Snowflake source displayed in AWS IAM\"\u003E\u003C/p\u003E\n","\u003Ch2\u003EPrepare Snowflake to receive data\u003C/h2\u003E\n","\u003Cp\u003EThis quickstart requires a warehouse to perform computation and ingestion. We recommend creating a separate warehouse for security related analytics if one does not exist. The following will create a medium sized single cluster warehouse that suspends after 1 minute of inactivity. For production workloads a larger warehouse will likely be required.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Ecreate warehouse security_quickstart with \n  WAREHOUSE_SIZE = MEDIUM \n  AUTO_SUSPEND = 60;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ECreate External Stage using the storage integration and test that Snowflake can test files. Make sure you include the trailing slash if using a prefix.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Ecreate stage cloudtrail_logs_staging\n  url = 's3://<BUCKET_NAME>/<PREFIX>/'\n  storage_integration = s3_int_cloudtrail_logs\n;\n\nlist @cloudtrail_logs_staging;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-list-source-stage-s3.png\" alt=\"Screenshot of listing files in external stage\"\u003E\u003C/p\u003E\n","\u003Cp\u003ECreate a table to store the raw logs\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Ecreate table public.cloudtrail_raw(\n  record VARIANT\n);\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ETest importing logs from External Stage\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Ecopy into cloudtrail_raw FROM @cloudtrail_logs_staging FILE_FORMAT = (type = json);\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-copy-from-s3-stage.png\" alt=\"Screenshot showing result of above copy into command, for all files the status column shows "LOADED"\"\u003E\u003C/p\u003E\n","\u003Cp\u003EVerify the logs were loaded properly\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Eselect * from public.cloudtrail_raw limit 5;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch2\u003ESetup Snowpipe for continuous loading\u003C/h2\u003E\n","\u003Cp\u003EThe following instructions depend on a Snowflake account running on AWS. Accounts running on other cloud providers may invoke snowpipe from a rest endpoint.\n\u003Ca href=\"https://docs.snowflake.com/en/user-guide/data-load-snowpipe-rest.html\"\u003Ehttps://docs.snowflake.com/en/user-guide/data-load-snowpipe-rest.html\u003C/a\u003E\u003C/p\u003E\n","\u003Cp\u003EConfigure the Snowflake snowpipe\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Ecreate pipe public.cloudtrail_pipe auto_ingest=true as\ncopy into cloudtrail_raw \nFROM @cloudtrail_logs_staging  FILE_FORMAT = (type = json);\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EShow pipe to retrieve SQS queue ARN in the \u003Ccode\u003Enotification_channel\u003C/code\u003E column\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Eshow pipes;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-show-pipes.png\" alt=\"Screenshot showing output of show pipes command\"\u003E\u003C/p\u003E\n","\u003Cp\u003ESetup S3 bucket with following \u003Ca href=\"https://docs.aws.amazon.com/AmazonS3/latest/userguide/enable-event-notifications.html\"\u003EAWS instructions\u003C/a\u003E.\u003C/p\u003E\n","\u003Cp\u003ETarget Bucket -> Properties -> Event notifications -> Create event notification\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-s3-event-notifications.png\" alt=\"Screenshot of empty event notifications dashboard in AWS\"\u003E\u003C/p\u003E\n","\u003Cp\u003EFill out below items\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EName: Name of the event notification (e.g. Auto-ingest Snowflake).\u003C/li\u003E\u003Cli\u003EPrefix(Optional) :  if you receive notifications only when files are added to a specific folder (for example, logs/).\u003C/li\u003E\u003Cli\u003EEvents: Select "All object create events".\u003C/li\u003E\u003Cli\u003EDestination: Select “SQS Queue” from the dropdown list.\u003C/li\u003E\u003Cli\u003ESQS: Select “Add SQS queue ARN” from the dropdown list.\u003C/li\u003E\u003Cli\u003ESQS queue ARN: Paste the SQS queue name from the SHOW PIPES output.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-s3-create-event-notification.png\" alt=\"Screenshot of create event notification form in AWS console\"\u003E\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-s3-create-event-notification-destination.png\" alt=\"Screenshot of destination configuration in create event notification form in AWS console\"\u003E\u003C/p\u003E\n","\u003Cp\u003EEvent notification has been created\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-s3-event-notifications-filled.png\" alt=\"Screenshot of event notifications dashboard with created notification in AWS\"\u003E\u003C/p\u003E\n","\u003Cp\u003ERefresh Snowpipe to start the pipe and retrieve unloaded files\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Ealter pipe cloudtrail_pipe refresh;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EYou can view recent pipe usage history using the following command\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E  select *\n  from table(snowflake.information_schema.pipe_usage_history(\n    date_range_start=>dateadd('hour',-1,current_timestamp()),\n    date_range_end=>current_timestamp(),\n    pipe_name=>'public.cloudtrail_pipe'\n  ));\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch2\u003ECreate a view to better query data\u003C/h2\u003E\n","\u003Cp\u003ETo better make queries we will be creating a view using Snowflake's native JSON processing capabilities.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Ecreate view cloudtrail as\nselect \n    VALUE:eventTime::TIMESTAMP as eventTime, \n    VALUE:eventVersion::string as eventVersion,\n    VALUE:userIdentity::variant as userIdentity,\n    VALUE:eventSource::string as eventSource,\n    VALUE:eventName::string as eventName,\n    VALUE:awsRegion::string as awsRegion,\n    VALUE:sourceIPAddress::string as sourceIPAddress,\n    VALUE:userAgent::string as userAgent,\n    VALUE:errorCode::string as errorCode,\n    VALUE:errorMessage::string as errorMessage,\n    VALUE:requestParameters::variant as requestParameters,\n    VALUE:responseElements::variant as responseElements,\n    VALUE:additionalEventData::variant as additionalEventData,\n    VALUE:requestID::string as requestID,\n    VALUE:eventID::string as eventID,\n    VALUE:eventType::string as eventType,\n    VALUE:apiVersion::string as apiVersion,\n    VALUE:managementEvent::variant as managementEvent,\n    VALUE:resources::variant as resources,\n    VALUE:recipientAccountId::string as recipientAccountId,\n    VALUE:serviceEventDetails::variant as serviceEventDetails,\n    VALUE:sharedEventID::string as sharedEventID,\n    VALUE:eventCategory::string as eventCategory,\n    VALUE:vpcEndpointId::string as vpcEndpointId,\n    VALUE:addendum::string as addendum,\n    VALUE:sessionCredentialFromConsole::string as sessionCredentialFromConsole,\n    VALUE:edgeDeviceDetails::string as edgeDeviceDetails,\n    VALUE:tlsDetails::variant as tlsDetails,\n    VALUE:insightDetails::variant as insightDetails\n  from public.cloudtrail_raw , LATERAL FLATTEN(input => record:Records);\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ENote: Cloudtrail groups individual events in JSON arrays. This view uses a native \u003Ccode\u003ELATERAL FLATTEN\u003C/code\u003E function to parse them into individual rows. Users should consider using a materialized view to improve query performance. More information about materialized views and their tradeoffs can be found \u003Ca href=\"https://docs.snowflake.com/en/user-guide/views-materialized.html\"\u003Ehere\u003C/a\u003E\u003C/p\u003E\n","\u003Cp\u003EPreview the data\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Eselect * from cloudtrail limit 10;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch2\u003EQuery the data\u003C/h2\u003E\n","\u003Cp\u003ECreate a workbook to query the new view. If desired, use the following to help get you started:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E-- Console Login events Without MFA\nselect * from cloudtrail where eventName = 'ConsoleLogin'\nand responseElements:ConsoleLogin = 'Success' \nand additionalEventData:MFAUsed = 'No'\nand additionalEventData:SamlProviderArn is null;\n\n-- Unauthorized API calls\nselect * from cloudtrail where errorCode in ('AccessDenied', 'UnauthorizedOperation')\nand sourceIPAddress != 'delivery.logs.amazonaws.com'\nand eventName != 'HeadBucket';\n\n-- Updated S3 Bucket Policies\nselect * from cloudtrail where eventName in (\n'PutBucketAcl',\n'PutBucketPolicy',\n'PutBucketCors',\n'PutBucketLifecycle',\n'PutBucketReplication',\n'DeleteBucketPolicy',\n'DeleteBucketCors',\n'DeleteBucketLifestyle',\n'DeleteBucketReplication'\n);\n\n-- Audit Root account activity\nselect * from cloudtrail \nwhere userIdentity:type = 'Root' \nand eventType != 'AwsServiceEvent'\nand userIdentity:invokedBy is null;\n\n-- Updated Security Group Rules\nselect * from cloudtrail where eventName in (\n'AuthorizeSecurityGroupEgress',\n'AuthorizeSecurityGroupIngress',\n'CreateSecurityGroup',\n'DeleteSecurityGroup',\n'RevokeSecurityGroupEgress',\n'RevokeSecurityGroupIngress'\n);\n\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch2\u003EConclusion & next steps\u003C/h2\u003E\n","\u003Cp\u003EHaving completed this quickstart you have successfully:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EConfigured AWS Cloudtrail\u003C/li\u003E\u003Cli\u003ECreated and configured an external stage using S3\u003C/li\u003E\u003Cli\u003EIngested Cloudtrail into Snowflake\u003C/li\u003E\u003Cli\u003ECreated and configured a pipeline to automatically load data\u003C/li\u003E\u003Cli\u003ECreated a scheduled task and function to automatically process data\u003C/li\u003E\u003Cli\u003EExplored sample queries to get insights out of your Cloudtrail logs\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EAdditional References\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/data-load-s3-config.html\"\u003Ehttps://docs.snowflake.com/en/user-guide/data-load-s3-config.html\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/data-load-snowpipe-auto-s3.html#option-1-creating-a-new-s3-event-notification-to-automate-snowpipe\"\u003Ehttps://docs.snowflake.com/en/user-guide/data-load-snowpipe-auto-s3.html#option-1-creating-a-new-s3-event-notification-to-automate-snowpipe\u003C/a\u003E\u003C/li\u003E\u003C/ul\u003E"],"description":"Ingest and query AWS CloudTrail logs in Snowflake for security auditing, compliance monitoring, and operational visibility.","title":"AWS Cloudtrail Ingestion","isDeveloperGuidesPage":false,":type":"snowflake-site/components/contentfragment",":items":{},":itemsOrder":[],"elements":{"quickstartArticleBody":{"value":"## Overview \n\nAWS CloudTrail is an AWS service that helps you enable operational and risk auditing, governance, and compliance of your AWS account. Actions taken by a user, role, or an AWS service are recorded as events in CloudTrail. Events include actions taken in the AWS Management Console, AWS Command Line Interface, and AWS SDKs and APIs. By ingesting and analyzing these logs in Snowflake, practitioners are able to gain analytical insights and work toward securing their environments at scale.\n\nThis quickstart is a guide to ingesting and processing AWS CloudTrail events into Snowflake. It provides detailed instructions for configuring an automated ingestion and processing pipeline as well as example queries for analytics, threat detection and posture management. More information about AWS CloudTrail can be found in the [AWS Cloudtrail User Guide](https://docs.aws.amazon.com/awscloudtrail/latest/userguide/cloudtrail-user-guide.html)\n\n\n### Prerequisites\n- AWS user with permission to create and manage IAM policies and roles\n- Snowflake user with permission to create tables, stages and storage integrations as well as setup Snowpipe.\n- An S3 Logging Bucket, preferably in the same region as your Snowflake target account.\n\n### Architecture\n![A diagram depicting the journey of Cloudtrail events to a Snowflake database. The diagram is split between sections, AWS Cloud and Snowflake Cloud. The diagram begins on the AWS Cloud side where an arrow links the AWS Cloudtrail service to an S3 External stage, then to an SQS Queue with the description “Event Notification”. An arrow leads from the SQS queue to the Snowflake Cloud section of the diagram to an icon named Snowpipe. After Snowpipe the arrow leads back to S3 External stage with a description of “triggers”. Finally the path terminates on the Snowflake Cloud side at an icon named “Snowflake DB” with a description of “copy into”.](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/cloudtrail_architecture_diagram.png)\n\n\n\n## Enable CloudTrail\n\nFor simplicity purposes, this quickstart will walk through configuring CloudTrail from a single account using default settings. \n\nIf you have already configured CloudTrail or if you require an organization based or custom configuration please see the official documentation [here](https://docs.aws.amazon.com/awscloudtrail/latest/userguide/cloudtrail-create-and-update-a-trail.html) and skip to the next step.\n\n\n1. Open the [CloudTrail console](https://console.aws.amazon.com/cloudtrail/)\n\n1. On the dashboard page find and press `Create trail`\n\n1. Configure Cloudtrail with the following settings\n\n- **Trail name:** Choose a name for your trail. For example (Snowflake-Cloudtrail-Ingestion)\n- **Storage location:**  We recommend creating a new S3 bucket. Take note of the name you choose\n- **Log file SSE-KMS encryption** For the purposes of this lab we recommend you uncheck this box to use S3 managed encryption for easier ingest. If you choose to enable KMS encryption this will require additional IAM policies and configuration on the Snowflake side. More information on how to do this can be found [here](https://docs.snowflake.com/en/user-guide/data-load-s3-config-storage-integration.html)\n- **Log file validation** For this lab we recommend you uncheck this box.\n\n1. Press next and leave the default settings\n\n1. Press next, review the details and press the create button\n\n![Confirmation screen showing configuration as described in the above steps](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/cloudtrail-confirm.png)\n\nNote: Cloudtrail logging may take some time to start creating records. \n\n\n## Create a storage integration in Snowflake\n\n*Replace \\\u003CRoleName\\\u003E with the desired name of the role you’d like Snowflake to use ( this role will be created in the next step).  Replace \\\u003CBUCKET_NAME\\\u003E/path/to/logs/ with the path to your CloudTrail logs as set in the previous step*\n\n```sql\ncreate STORAGE INTEGRATION s3_int_cloudtrail_logs\n  TYPE = EXTERNAL_STAGE\n  STORAGE_PROVIDER = S3\n  ENABLED = TRUE\n  STORAGE_AWS_ROLE_ARN = 'arn:aws:iam::\u003CAWS_ACCOUNT_NUMBER\u003E:role/\u003CRoleName\u003E'\n  STORAGE_ALLOWED_LOCATIONS = ('s3://\u003CBUCKET_NAME\u003E/\u003CPREFIX\u003E/');\n\nDESC INTEGRATION s3_int_cloudtrail_logs;\n```\nTake note of **STORAGE_AWS_IAM_USER_ARN** and **STORAGE_AWS_EXTERNAL_ID**\n\n![A screenshot showing the result of describing an integration. STORAGE_AWS_IAM_USER_ARN property is in the format of an aws ARN set to arn:aws:iam::123456789012:user/abc10000-a and the STORAGE_AWS_EXTERNAL_ID is in the format of ABC12345_SFCRole=1 ABCDEFGHIJKLMNOPORSTUVWXYZab= ](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-integration-screenshot.png)\n\n## Create role and policy in AWS\n\n*The following assumes a user with the ability to create and manage IAM logged into the AWS console or using the CLI.  A full explanation can be found in [this documentation](https://docs.snowflake.com/en/user-guide/data-load-s3-config.html)*\n\nOpen up Cloudshell in the AWS console by pressing the ![aws cloudshell icon](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-aws-cloudshell-icon.png) icon on the right side of the top navigation bar or run the following commands in your terminal once configured to use the AWS CLI.\n\nExport the following variables, replacing the values with your own\n\n```bash\nexport BUCKET_NAME='\u003CBUCKET_NAME\u003E'\nexport PREFIX='\u003CPREFIX\u003E' # no leading or trailing slashes\nexport ROLE_NAME='\u003CROLE_NAME\u003E'\nexport STORAGE_AWS_IAM_USER_ARN='\u003CSTORAGE_AWS_IAM_USER_ARN\u003E'\nexport STORAGE_AWS_EXTERNAL_ID='\u003CSTORAGE_AWS_EXTERNAL_ID\u003E'\n```\nCreate a role for Snowflake to assume\n```bash\naws iam create-role \\\n    --role-name \"${ROLE_NAME}\" \\\n    --assume-role-policy-document \\\n'{\n    \"Version\": \"2012-10-17\",\n    \"Statement\": [\n        {\n            \"Sid\": \"\",\n            \"Effect\": \"Allow\",\n            \"Principal\": {\n                \"AWS\": \"'${STORAGE_AWS_IAM_USER_ARN}'\"\n            },\n            \"Action\": \"sts:AssumeRole\",\n            \"Condition\": {\n                \"StringEquals\": {\n                    \"sts:ExternalId\": \"'${STORAGE_AWS_EXTERNAL_ID}'\"\n                }\n            }\n        }\n    ]\n}'\n```\nCreate an inline-policy to allow Snowflake to retrieve and remove files from S3\n\n```bash\naws iam put-role-policy \\\n    --role-name \"${ROLE_NAME}\" \\\n    --policy-name \"${ROLE_NAME}-inlinepolicy\" \\\n    --policy-document \\\n'{\n    \"Version\": \"2012-10-17\",\n    \"Statement\": [\n        {\n            \"Effect\": \"Allow\",\n            \"Action\": [\n              \"s3:GetObject\",\n              \"s3:GetObjectVersion\",\n              \"s3:DeleteObject\",\n              \"s3:DeleteObjectVersion\"\n            ],\n            \"Resource\": \"arn:aws:s3:::'${BUCKET_NAME}'/'${PREFIX}'/*\"\n        },\n        {\n            \"Effect\": \"Allow\",\n            \"Action\": [\n                \"s3:ListBucket\",\n                \"s3:GetBucketLocation\"\n            ],\n            \"Resource\": \"arn:aws:s3:::'${BUCKET_NAME}'\",\n            \"Condition\": {\n                \"StringLike\": {\n                    \"s3:prefix\": [\n                        \"'${PREFIX}'/*\"\n                    ]\n                }\n            }\n        }\n    ]\n}'\n```\nYou will now be able to see your role, policy and trust relationship in the console\n\n![Screenshot of Snowflake source displayed in AWS IAM](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-aws-iam.png)\n\n## Prepare Snowflake to receive data\n\nThis quickstart requires a warehouse to perform computation and ingestion. We recommend creating a separate warehouse for security related analytics if one does not exist. The following will create a medium sized single cluster warehouse that suspends after 1 minute of inactivity. For production workloads a larger warehouse will likely be required.\n\n```sql\ncreate warehouse security_quickstart with \n  WAREHOUSE_SIZE = MEDIUM \n  AUTO_SUSPEND = 60;\n```\n\n\nCreate External Stage using the storage integration and test that Snowflake can test files. Make sure you include the trailing slash if using a prefix.\n```sql\ncreate stage cloudtrail_logs_staging\n  url = 's3://\u003CBUCKET_NAME\u003E/\u003CPREFIX\u003E/'\n  storage_integration = s3_int_cloudtrail_logs\n;\n\nlist @cloudtrail_logs_staging;\n```\n![Screenshot of listing files in external stage](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-list-source-stage-s3.png)\n\nCreate a table to store the raw logs\n```sql\ncreate table public.cloudtrail_raw(\n  record VARIANT\n);\n```\n\nTest importing logs from External Stage\n```sql\ncopy into cloudtrail_raw FROM @cloudtrail_logs_staging FILE_FORMAT = (type = json);\n```\n\n![Screenshot showing result of above copy into command, for all files the status column shows \"LOADED\"](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-copy-from-s3-stage.png)\n\nVerify the logs were loaded properly\n```sql\nselect * from public.cloudtrail_raw limit 5;\n```\n\n## Setup Snowpipe for continuous loading\n\nThe following instructions depend on a Snowflake account running on AWS. Accounts running on other cloud providers may invoke snowpipe from a rest endpoint.\n[https://docs.snowflake.com/en/user-guide/data-load-snowpipe-rest.html](https://docs.snowflake.com/en/user-guide/data-load-snowpipe-rest.html)\n\n\nConfigure the Snowflake snowpipe\n```sql\ncreate pipe public.cloudtrail_pipe auto_ingest=true as\ncopy into cloudtrail_raw \nFROM @cloudtrail_logs_staging  FILE_FORMAT = (type = json);\n```\n\nShow pipe to retrieve SQS queue ARN in the `notification_channel` column\n```sql\nshow pipes;\n```\n![Screenshot showing output of show pipes command](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-show-pipes.png)\n\nSetup S3 bucket with following [AWS instructions](https://docs.aws.amazon.com/AmazonS3/latest/userguide/enable-event-notifications.html).\n\nTarget Bucket -\u003E Properties -\u003E Event notifications -\u003E Create event notification\n\n![Screenshot of empty event notifications dashboard in AWS](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-s3-event-notifications.png)\n\nFill out below items\n- Name: Name of the event notification (e.g. Auto-ingest Snowflake).\n- Prefix(Optional) :  if you receive notifications only when files are added to a specific folder (for example, logs/). \n- Events: Select \"All object create events\".\n- Destination: Select “SQS Queue” from the dropdown list.\n- SQS: Select “Add SQS queue ARN” from the dropdown list.\n- SQS queue ARN: Paste the SQS queue name from the SHOW PIPES output.\n\n![Screenshot of create event notification form in AWS console](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-s3-create-event-notification.png)\n\n![Screenshot of destination configuration in create event notification form in AWS console](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-s3-create-event-notification-destination.png)\n\nEvent notification has been created\n![Screenshot of event notifications dashboard with created notification in AWS](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/cloudtrail-log-ingestion/generic-s3-event-notifications-filled.png)\n\nRefresh Snowpipe to start the pipe and retrieve unloaded files\n```sql\nalter pipe cloudtrail_pipe refresh;\n```\n\nYou can view recent pipe usage history using the following command\n```sql\n  select *\n  from table(snowflake.information_schema.pipe_usage_history(\n    date_range_start=\u003Edateadd('hour',-1,current_timestamp()),\n    date_range_end=\u003Ecurrent_timestamp(),\n    pipe_name=\u003E'public.cloudtrail_pipe'\n  ));\n  ```\n\n## Create a view to better query data\n\nTo better make queries we will be creating a view using Snowflake's native JSON processing capabilities.\n\n```sql\ncreate view cloudtrail as\nselect \n    VALUE:eventTime::TIMESTAMP as eventTime, \n    VALUE:eventVersion::string as eventVersion,\n    VALUE:userIdentity::variant as userIdentity,\n    VALUE:eventSource::string as eventSource,\n    VALUE:eventName::string as eventName,\n    VALUE:awsRegion::string as awsRegion,\n    VALUE:sourceIPAddress::string as sourceIPAddress,\n    VALUE:userAgent::string as userAgent,\n    VALUE:errorCode::string as errorCode,\n    VALUE:errorMessage::string as errorMessage,\n    VALUE:requestParameters::variant as requestParameters,\n    VALUE:responseElements::variant as responseElements,\n    VALUE:additionalEventData::variant as additionalEventData,\n    VALUE:requestID::string as requestID,\n    VALUE:eventID::string as eventID,\n    VALUE:eventType::string as eventType,\n    VALUE:apiVersion::string as apiVersion,\n    VALUE:managementEvent::variant as managementEvent,\n    VALUE:resources::variant as resources,\n    VALUE:recipientAccountId::string as recipientAccountId,\n    VALUE:serviceEventDetails::variant as serviceEventDetails,\n    VALUE:sharedEventID::string as sharedEventID,\n    VALUE:eventCategory::string as eventCategory,\n    VALUE:vpcEndpointId::string as vpcEndpointId,\n    VALUE:addendum::string as addendum,\n    VALUE:sessionCredentialFromConsole::string as sessionCredentialFromConsole,\n    VALUE:edgeDeviceDetails::string as edgeDeviceDetails,\n    VALUE:tlsDetails::variant as tlsDetails,\n    VALUE:insightDetails::variant as insightDetails\n  from public.cloudtrail_raw , LATERAL FLATTEN(input =\u003E record:Records);\n```\n\nNote: Cloudtrail groups individual events in JSON arrays. This view uses a native `LATERAL FLATTEN` function to parse them into individual rows. Users should consider using a materialized view to improve query performance. More information about materialized views and their tradeoffs can be found [here](https://docs.snowflake.com/en/user-guide/views-materialized.html)\n\n\nPreview the data\n```sql\nselect * from cloudtrail limit 10;\n```\n\n\n\n## Query the data\n\nCreate a workbook to query the new view. If desired, use the following to help get you started:\n\n```sql\n-- Console Login events Without MFA\nselect * from cloudtrail where eventName = 'ConsoleLogin'\nand responseElements:ConsoleLogin = 'Success' \nand additionalEventData:MFAUsed = 'No'\nand additionalEventData:SamlProviderArn is null;\n\n-- Unauthorized API calls\nselect * from cloudtrail where errorCode in ('AccessDenied', 'UnauthorizedOperation')\nand sourceIPAddress != 'delivery.logs.amazonaws.com'\nand eventName != 'HeadBucket';\n\n-- Updated S3 Bucket Policies\nselect * from cloudtrail where eventName in (\n'PutBucketAcl',\n'PutBucketPolicy',\n'PutBucketCors',\n'PutBucketLifecycle',\n'PutBucketReplication',\n'DeleteBucketPolicy',\n'DeleteBucketCors',\n'DeleteBucketLifestyle',\n'DeleteBucketReplication'\n);\n\n-- Audit Root account activity\nselect * from cloudtrail \nwhere userIdentity:type = 'Root' \nand eventType != 'AwsServiceEvent'\nand userIdentity:invokedBy is null;\n\n-- Updated Security Group Rules\nselect * from cloudtrail where eventName in (\n'AuthorizeSecurityGroupEgress',\n'AuthorizeSecurityGroupIngress',\n'CreateSecurityGroup',\n'DeleteSecurityGroup',\n'RevokeSecurityGroupEgress',\n'RevokeSecurityGroupIngress'\n);\n\n```\n\n## Conclusion & next steps\n\nHaving completed this quickstart you have successfully:\n- Configured AWS Cloudtrail\n- Created and configured an external stage using S3\n- Ingested Cloudtrail into Snowflake\n- Created and configured a pipeline to automatically load data\n- Created a scheduled task and function to automatically process data\n- Explored sample queries to get insights out of your Cloudtrail logs\n\n### Additional References\n- [https://docs.snowflake.com/en/user-guide/data-load-s3-config.html](https://docs.snowflake.com/en/user-guide/data-load-s3-config.html)\n- [https://docs.snowflake.com/en/user-guide/data-load-snowpipe-auto-s3.html#option-1-creating-a-new-s3-event-notification-to-automate-snowpipe](https://docs.snowflake.com/en/user-guide/data-load-snowpipe-auto-s3.html#option-1-creating-a-new-s3-event-notification-to-automate-snowpipe)\n","title":"Quickstart Article Body","dataType":"string","multiValue":false,":type":"text/x-markdown"},"quickstartArticleLogoImage":{"title":"Quickstart Article Logo Image","dataType":"string","multiValue":false,":type":"text/plain"}},"elementsOrder":["quickstartArticleBody","quickstartArticleLogoImage"],"model":"snowflake-site/models/quickstart-article"},"flexible_column_cont":{"id":"flexible-column-container-e573b95888","type":"2-column-75-25","alignColumns":"top","containerMaxWidth":"extra-large","topPadding":"none","bottomPadding":"none","spaceBetween":"none","reverseOnMobile":false,"carouselOnMobile":false,"backgroundImageOption":"none","flexible_column_content_container_1":{"id":"container-91138df950","layout":"SIMPLE",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"quickstart_last_modi":{"id":"quickstart-last-modified-ba73b64f0a","icon":{"id":"icon","icon":"calendar",":type":"snowflake-site/components/icon","appliedCssClassNames":"snowflake-icon-blue"},"lastModifiedDatePrefix":"Updated","lastModifiedDate":"2025-12-20",":type":"snowflake-site/components/quickstart/quickstart-last-modified","appliedCssClassNames":"snowflake-responsive-component-top-padding-small"},"text":{"id":"text-5fe6fdece2","additionalClasses":"qs-disclaimer-text","text":"\u003Cp\u003E\u003Cspan style=\"color: #666;\"\u003EThis content is provided as is, and is not maintained on an ongoing basis. It may be out of date with current Snowflake 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CloudTrail\u003C/h2\u003E","\u003Ch2\u003ECreate a storage integration in Snowflake\u003C/h2\u003E","\u003Ch2\u003ECreate role and policy in AWS\u003C/h2\u003E","\u003Ch2\u003EPrepare Snowflake to receive data\u003C/h2\u003E","\u003Ch2\u003ESetup Snowpipe for continuous loading\u003C/h2\u003E","\u003Ch2\u003ECreate a view to better query data\u003C/h2\u003E","\u003Ch2\u003EQuery the data\u003C/h2\u003E","\u003Ch2\u003EConclusion & next 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