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instance\u003C/li\u003E\u003Cli\u003EDetermining the direction of the traffic to and from the network interfaces\u003C/li\u003E\u003Cli\u003EAnalyzing properties such as IP addresses, ports, protocol and total packets sent without the overhead of taking packet captures\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EFlow log data is collected outside of the path of your network traffic, and therefore does not affect network throughput or latency. You can create or delete flow logs without any risk of impact to network performance.\u003C/p\u003E\n","\u003Cp\u003EThis quickstart is a guide for ingestion AWS VPC Flowlogs into Snowflake. It demonstrates configuration of VPC flowlogs on AWS, ingestion using an external stage with Snowpipe and sample queries for CSPM and threat detection.\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 Bucket\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/vpc-flow-log-ingestion/vpc-flow-arch.png\" alt=\"A diagram depicting the journey of VPC Flow Logs from an Amazon VPC to a snowflake database. The diagram is split between sections, AWS Cloud and Snowflake Cloud. The diagram begins on the AWS Cloud side at Amazon VPC, an arrow leads to VPC Flow Logs, then to 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 VPC Flow Logs and Push to S3\u003C/h2\u003E\n","\u003Cp\u003E\u003Cem\u003ESee \u003Ca href=\"https://docs.aws.amazon.com/vpc/latest/userguide/flow-logs-s3.html#flow-logs-s3-create-flow-log\"\u003Ehere\u003C/a\u003E for more detailed instructions or for more granular VPC flow use cases.\u003C/em\u003E\u003C/p\u003E\n","\u003Cp\u003EFrom the VPC page in the AWS console, select the VPC you wish to enable flow logs on. Select the “Flow Logs” tab and press “Create flow log”\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/vpc-flow-log-ingestion/vpc.png\" alt=\"A screenshot of the Amazon VPC console with a VPC selected and the Flow Logs tab open\"\u003E\u003C/p\u003E\n","\u003Cp\u003EConfigure VPC flow logs as desired. Ensure the following settings:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003EDestination:\u003C/strong\u003E Send to an Amazon S3 Bucket\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003ES3 Bucket ARN:\u003C/strong\u003E  S3 Bucket ARN and prefix of existing bucket ( or press the “create s3 bucket” link to create a new one)\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003ELog Record Format:\u003C/strong\u003E The later parts of this tutorial assume the default log format, a full list of available fields can be found here: https://docs.aws.amazon.com/vpc/latest/userguide/flow-logs.html#flow-logs-fields\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003ELog file format:\u003C/strong\u003E Parquet\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/vpc-flow-log-ingestion/vpc-flow-configuration.png\" alt=\"A screenshot of the VPC configuration wizard with the above configuration\"\u003E\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 VPC flow 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_vpc_flow\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_vpc_flow;\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/vpc-flow-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/vpc-flow-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": "'${STORAGE_AWS_EXTERNAL_ID}'"\n                }\n            }\n        }\n    ]\n}'\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ECreate an inline-policy to allow snowflake to add and remove files from S3\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-bash\"\u003Eaws iam put-role-policy \n    --role-name "${ROLE_NAME}" \n    --policy-name "${ROLE_NAME}-inlinepolicy" \n    --policy-document \n'{\n    "Version": "2012-10-17",\n    "Statement": [\n        {\n            "Effect": "Allow",\n            "Action": [\n              "s3:PutObject",\n              "s3:GetObject",\n              "s3:GetObjectVersion",\n              "s3:DeleteObject",\n              "s3:DeleteObjectVersion"\n            ],\n            "Resource": "arn:aws:s3:::'${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/vpc-flow-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 5 minutes 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 = 300;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ECreate External Stage using the storage integration. Make sure you include the trailing slash if using a prefix.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Ecreate stage vpc_flow_stage\n  url = 's3://<BUCKET_NAME>/<PREFIX>/'\n  storage_integration = s3_int_vpc_flow\n;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ECheck if snowflake can list S3 files\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Elist @vpc_flow_stage;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/vpc-flow-log-ingestion/generic-list-source-stage-s3.png\" alt=\"Screenshot of listing files in external stage\"\u003E\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Ecreate table public.vpc_flow(\n  record VARIANT\n);\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003ETest Injection from External Stage\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Ecopy into public.vpc_flow\n  from @vpc_flow_stage\n  file_format = (type = parquet);\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/vpc-flow-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\u003ESelect data\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Eselect * from public.vpc_flow limit 10;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/vpc-flow-log-ingestion/vpc-flow-select.png\" alt=\"Screenshot showing vpc flowlogs in snowflake\"\u003E\u003C/p\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.vpc_flow_pipe auto_ingest=true as\n  copy into public.vpc_flow\n  from @public.vpc_flow_stage\n  file_format = (type = parquet)\n;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EShow pipe to retrieve SQS queue ARN\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/vpc-flow-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 -> Open property -> Select “Create Event notification”\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/vpc-flow-log-ingestion/generic-s3-event-notifications.png\" alt=\"Screenshot of empty event notfications 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 the ObjectCreate (All) option.\u003C/li\u003E\u003Cli\u003ESend to: 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/vpc-flow-log-ingestion/generic-s3-crate-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/vpc-flow-log-ingestion/generic-s3-crate-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/vpc-flow-log-ingestion/generic-s3-event-notifications-filled.png\" alt=\"Screenshot of event notfications dashboard with created notification in AWS\"\u003E\u003C/p\u003E\n","\u003Cp\u003ERefresh Snowpipe to retrieve unloaded file and run select if unloaded data should be loaded\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Ealter pipe vpc_flow_pipe refresh;\nselect * from public.vpc_flow;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EYou can confirm also if snowpipe worked properly\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Eselect *\n  from table(snowflake.information_schema.pipe_usage_history(\n    date_range_start=>dateadd('day',-14,current_date()),\n    date_range_end=>current_date(),\n    pipe_name=>'public.vpc_flow_pipe));\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch2\u003ECreate a view to better query data\u003C/h2\u003E\n","\u003Cp\u003ECreate a view\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Ecreate view vpc_flow_view as\nselect \n    record:account_id::varchar(16) as account_id,\n    record:action::varchar(16) as action,\n    record:bytes::integer as bytes,\n    record:dstaddr::varchar(128) as dstaddr,\n    record:dstport::integer as dstport,\n    record:end::TIMESTAMP as "END",\n    record:interface_id::varchar(32) as interface_id,\n    record:log_status::varchar(8) as log_status,\n    record:packets::integer as packets,\n    record:protocol::integer as protocol,\n    record:srcaddr::varchar(128) as srcaddr,\n    record:srcport::integer as srcport,\n    record:start::TIMESTAMP as "START",\n    record:version::varchar(8) as version\nfrom public.vpc_flow;\n\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EPreview the data\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003Eselect * from vpc_flow_view limit 10;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/vpc-flow-log-ingestion/vpc-flow-view.png\" alt=\"Screenshot of view for vpc flow logs\"\u003E\u003C/p\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\"\u003ECREATE OR REPLACE FUNCTION ipv4_is_internal(ip varchar)\n  RETURNS Boolean\n  AS\n  $$\n    (parse_ip(ip,'INET'):ipv4 between (167772160) AND (184549375)) OR \n    (parse_ip(ip,'INET'):ipv4 between (2886729728) AND (2887778303))OR \n    (parse_ip(ip,'INET'):ipv4 between (3232235520) AND (3232301055))\n  $$\n  ;\n  \n-- Administrative traffic from public internet in past 30 days\n\n(select distinct srcaddr as internal_addr,dstaddr as external_addr, srcport as port from vpc_flow_view where "START" > dateadd(day, -30, current_date()) and action = 'ACCEPT' and srcport in (22,3389) and ipv4_is_internal(internal_addr)) \nunion all \n(select distinct dstaddr as internal_addr,srcaddr as external_addr, dstport as port from vpc_flow_view where "START" > dateadd(day, -30, current_date()) and action = 'ACCEPT' and dstport in (22,3389) and ipv4_is_internal(internal_addr));\n\n\n-- Biggest talkers by destination in past 30 days\nselect dstaddr,sum(bytes) as total_bytes from vpc_flow_view where "START" > dateadd(day, -30, current_date()) and action = 'ACCEPT' group by dstaddr order by total_bytes desc limit 10;\n\n-- Biggest talkers by source in past 30 days\nselect srcaddr,sum(bytes) as total_bytes from vpc_flow_view where "START" > dateadd(day, -30, current_date()) and action = 'ACCEPT' group by srcaddr order by total_bytes desc limit 10;\n\n-- Biggest talkers by ENI in past 30 days\nselect interface_id,sum(bytes) as total_bytes from vpc_flow_view where "START" > dateadd(day, -30, current_date()) and action = 'ACCEPT' group by interface_id order by total_bytes desc limit 10;\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\u003EEnabled VPC flow logs\u003C/li\u003E\u003Cli\u003ECreated and configured an external stage using S3\u003C/li\u003E\u003Cli\u003EIngested VPC flow logs into snowflake\u003C/li\u003E\u003Cli\u003ECreated and configured a pipeline to automatically load data\u003C/li\u003E\u003Cli\u003ECreated a view to better explore and query VPC flow logs\u003C/li\u003E\u003Cli\u003EExplored sample queries to get insights out of your flow 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\u003Cli\u003E\u003Ca href=\"https://docs.aws.amazon.com/vpc/latest/userguide/flow-logs.html\"\u003Ehttps://docs.aws.amazon.com/vpc/latest/userguide/flow-logs.html\u003C/a\u003E\u003C/li\u003E\u003C/ul\u003E"],"description":"","title":"AWS VPC Flow Logs Ingestion","isDeveloperGuidesPage":false,"elements":{"quickstartArticleBody":{"dataType":"string","title":"Quickstart Article Body","value":"## Overview \r\n\r\nVPC Flow Logs is a feature that enables you to capture information about the IP traffic going to and from network interfaces in your VPC. \r\nFlow logs can help you with a number of tasks, such as:\r\n\r\n- Monitoring the traffic that is reaching your instance\r\n- Determining the direction of the traffic to and from the network interfaces\r\n- Analyzing properties such as IP addresses, ports, protocol and total packets sent without the overhead of taking packet captures\r\n\r\nFlow log data is collected outside of the path of your network traffic, and therefore does not affect network throughput or latency. You can create or delete flow logs without any risk of impact to network performance.\r\n\r\nThis quickstart is a guide for ingestion AWS VPC Flowlogs into Snowflake. It demonstrates configuration of VPC flowlogs on AWS, ingestion using an external stage with Snowpipe and sample queries for CSPM and threat detection.\r\n\r\n### Prerequisites\r\n- AWS user with permission to create and manage IAM policies and roles\r\n- Snowflake user with permission to create tables, stages and storage integrations as well as setup snowpipe.\r\n- An S3 Bucket\r\n\r\n### Architecture\r\n![A diagram depicting the journey of VPC Flow Logs from an Amazon VPC to a snowflake database. The diagram is split between sections, AWS Cloud and Snowflake Cloud. The diagram begins on the AWS Cloud side at Amazon VPC, an arrow leads to VPC Flow Logs, then to 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/vpc-flow-log-ingestion/vpc-flow-arch.png)\r\n\r\n## Enable VPC Flow Logs and Push to S3\r\n\r\n_See [here](https://docs.aws.amazon.com/vpc/latest/userguide/flow-logs-s3.html#flow-logs-s3-create-flow-log) for more detailed instructions or for more granular VPC flow use cases._\r\n\r\nFrom the VPC page in the AWS console, select the VPC you wish to enable flow logs on. Select the “Flow Logs” tab and press “Create flow log”\r\n\r\n![A screenshot of the Amazon VPC console with a VPC selected and the Flow Logs tab open](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/vpc-flow-log-ingestion/vpc.png)\r\n\r\nConfigure VPC flow logs as desired. Ensure the following settings:\r\n\r\n- **Destination:** Send to an Amazon S3 Bucket\r\n- **S3 Bucket ARN:**  S3 Bucket ARN and prefix of existing bucket ( or press the “create s3 bucket” link to create a new one)\r\n- **Log Record Format:** The later parts of this tutorial assume the default log format, a full list of available fields can be found here: https://docs.aws.amazon.com/vpc/latest/userguide/flow-logs.html#flow-logs-fields\r\n- **Log file format:** Parquet\r\n\r\n![A screenshot of the VPC configuration wizard with the above configuration](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/vpc-flow-log-ingestion/vpc-flow-configuration.png)\r\n\r\n## Create a storage integration in Snowflake\r\n\r\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 VPC flow logs as set in the previous step*\r\n\r\n```sql\r\ncreate STORAGE INTEGRATION s3_int_vpc_flow\r\n  TYPE = EXTERNAL_STAGE\r\n  STORAGE_PROVIDER = S3\r\n  ENABLED = TRUE\r\n  STORAGE_AWS_ROLE_ARN = 'arn:aws:iam::\u003CAWS_ACCOUNT_NUMBER\u003E:role/\u003CRoleName\u003E'\r\n  STORAGE_ALLOWED_LOCATIONS = ('s3://\u003CBUCKET_NAME\u003E/\u003CPREFIX\u003E/');\r\n\r\nDESC INTEGRATION s3_int_vpc_flow;\r\n```\r\nTake note of **STORAGE_AWS_IAM_USER_ARN** and **STORAGE_AWS_EXTERNAL_ID**\r\n\r\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/vpc-flow-log-ingestion/generic-integration-screenshot.png)\r\n\r\n## Create role and policy in AWS\r\n\r\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)*\r\n\r\nOpen up Cloudshell in the AWS console by pressing the ![aws cloudshell icon](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/vpc-flow-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.\r\n\r\nExport the following variables, replacing the values with your own\r\n\r\n```bash\r\nexport BUCKET_NAME='\u003CBUCKET_NAME\u003E'\r\nexport PREFIX='\u003CPREFIX\u003E' # no leading or trailing slashes\r\nexport ROLE_NAME='\u003CROLE_NAME\u003E'\r\nexport STORAGE_AWS_IAM_USER_ARN='\u003CSTORAGE_AWS_IAM_USER_ARN\u003E'\r\nexport STORAGE_AWS_EXTERNAL_ID='\u003CSTORAGE_AWS_EXTERNAL_ID\u003E'\r\n```\r\nCreate a role for Snowflake to assume\r\n```bash\r\naws iam create-role \r\n    --role-name \"${ROLE_NAME}\" \r\n    --assume-role-policy-document \r\n'{\r\n    \"Version\": \"2012-10-17\",\r\n    \"Statement\": [\r\n        {\r\n            \"Sid\": \"\",\r\n            \"Effect\": \"Allow\",\r\n            \"Principal\": {\r\n                \"AWS\": \"'${STORAGE_AWS_IAM_USER_ARN}'\"\r\n            },\r\n            \"Action\": \"sts:AssumeRole\",\r\n            \"Condition\": {\r\n                \"StringEquals\": {\r\n                    \"sts:ExternalId\": \"'${STORAGE_AWS_EXTERNAL_ID}'\"\r\n                }\r\n            }\r\n        }\r\n    ]\r\n}'\r\n```\r\nCreate an inline-policy to allow snowflake to add and remove files from S3\r\n\r\n```bash\r\naws iam put-role-policy \r\n    --role-name \"${ROLE_NAME}\" \r\n    --policy-name \"${ROLE_NAME}-inlinepolicy\" \r\n    --policy-document \r\n'{\r\n    \"Version\": \"2012-10-17\",\r\n    \"Statement\": [\r\n        {\r\n            \"Effect\": \"Allow\",\r\n            \"Action\": [\r\n              \"s3:PutObject\",\r\n              \"s3:GetObject\",\r\n              \"s3:GetObjectVersion\",\r\n              \"s3:DeleteObject\",\r\n              \"s3:DeleteObjectVersion\"\r\n            ],\r\n            \"Resource\": \"arn:aws:s3:::'${BUCKET_NAME}'/'${PREFIX}'/*\"\r\n        },\r\n        {\r\n            \"Effect\": \"Allow\",\r\n            \"Action\": [\r\n                \"s3:ListBucket\",\r\n                \"s3:GetBucketLocation\"\r\n            ],\r\n            \"Resource\": \"arn:aws:s3:::'${BUCKET_NAME}'\",\r\n            \"Condition\": {\r\n                \"StringLike\": {\r\n                    \"s3:prefix\": [\r\n                        \"'${PREFIX}'/*\"\r\n                    ]\r\n                }\r\n            }\r\n        }\r\n    ]\r\n}'\r\n```\r\nYou will now be able to see your role, policy and trust relationship in the console\r\n\r\n![Screenshot of snowflake source displayed in AWS IAM](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/vpc-flow-log-ingestion/generic-aws-iam.png)\r\n\r\n## Prepare Snowflake to receive data\r\n\r\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 5 minutes of inactivity. For production workloads a larger warehouse will likely be required.\r\n\r\n```sql\r\ncreate warehouse security_quickstart with \r\n  WAREHOUSE_SIZE = MEDIUM \r\n  AUTO_SUSPEND = 300;\r\n```\r\n\r\nCreate External Stage using the storage integration. Make sure you include the trailing slash if using a prefix.\r\n```sql\r\ncreate stage vpc_flow_stage\r\n  url = 's3://\u003CBUCKET_NAME\u003E/\u003CPREFIX\u003E/'\r\n  storage_integration = s3_int_vpc_flow\r\n;\r\n```\r\n\r\nCheck if snowflake can list S3 files\r\n```sql\r\nlist @vpc_flow_stage;\r\n```\r\n![Screenshot of listing files in external stage](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/vpc-flow-log-ingestion/generic-list-source-stage-s3.png)\r\n\r\n```sql\r\ncreate table public.vpc_flow(\r\n  record VARIANT\r\n);\r\n```\r\nTest Injection from External Stage\r\n```sql\r\ncopy into public.vpc_flow\r\n  from @vpc_flow_stage\r\n  file_format = (type = parquet);\r\n```\r\n\r\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/vpc-flow-log-ingestion/generic-copy-from-s3-stage.png)\r\n\r\nSelect data\r\n```sql\r\nselect * from public.vpc_flow limit 10;\r\n```\r\n![Screenshot showing vpc flowlogs in snowflake](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/vpc-flow-log-ingestion/vpc-flow-select.png)\r\n\r\n## Setup Snowpipe for continuous loading\r\n\r\nThe following instructions depend on a Snowflake account running on AWS. Accounts running on other cloud providers may invoke snowpipe from a rest endpoint.\r\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)\r\n\r\n\r\nConfigure the Snowflake snowpipe\r\n```sql\r\ncreate pipe public.vpc_flow_pipe auto_ingest=true as\r\n  copy into public.vpc_flow\r\n  from @public.vpc_flow_stage\r\n  file_format = (type = parquet)\r\n;\r\n```\r\n\r\nShow pipe to retrieve SQS queue ARN \r\n```sql\r\nshow pipes;\r\n```\r\n![Screenshot showing output of show pipes command](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/vpc-flow-log-ingestion/generic-show-pipes.png)\r\n\r\nSetup S3 bucket with following [AWS instructions](https://docs.aws.amazon.com/AmazonS3/latest/userguide/enable-event-notifications.html).\r\n\r\nTarget Bucket -\u003E Open property -\u003E Select “Create Event notification”\r\n\r\n![Screenshot of empty event notfications dashboard in AWS](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/vpc-flow-log-ingestion/generic-s3-event-notifications.png)\r\n\r\nFill out below items\r\n- Name: Name of the event notification (e.g. Auto-ingest Snowflake).\r\n- Prefix(Optional) :  if you receive notifications only when files are added to a specific folder (for example, logs/). \r\n- Events: Select the ObjectCreate (All) option.\r\n- Send to: Select “SQS Queue” from the dropdown list.\r\n- SQS: Select “Add SQS queue ARN” from the dropdown list.\r\n- SQS queue ARN: Paste the SQS queue name from the SHOW PIPES output.\r\n\r\n![Screenshot of create event notification form in AWS console](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/vpc-flow-log-ingestion/generic-s3-crate-event-notification.png)\r\n\r\n![Screenshot of destination configuration in create event notification form in AWS console](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/vpc-flow-log-ingestion/generic-s3-crate-event-notification-destination.png)\r\n\r\nEvent notification has been created\r\n![Screenshot of event notfications dashboard with created notification in AWS](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/vpc-flow-log-ingestion/generic-s3-event-notifications-filled.png)\r\n\r\nRefresh Snowpipe to retrieve unloaded file and run select if unloaded data should be loaded\r\n```sql\r\nalter pipe vpc_flow_pipe refresh;\r\nselect * from public.vpc_flow;\r\n```\r\nYou can confirm also if snowpipe worked properly\r\n```sql\r\nselect *\r\n  from table(snowflake.information_schema.pipe_usage_history(\r\n    date_range_start=\u003Edateadd('day',-14,current_date()),\r\n    date_range_end=\u003Ecurrent_date(),\r\n    pipe_name=\u003E'public.vpc_flow_pipe));\r\n```\r\n\r\n## Create a view to better query data\r\n\r\nCreate a view\r\n```sql\r\ncreate view vpc_flow_view as\r\nselect \r\n    record:account_id::varchar(16) as account_id,\r\n    record:action::varchar(16) as action,\r\n    record:bytes::integer as bytes,\r\n    record:dstaddr::varchar(128) as dstaddr,\r\n    record:dstport::integer as dstport,\r\n    record:end::TIMESTAMP as \"END\",\r\n    record:interface_id::varchar(32) as interface_id,\r\n    record:log_status::varchar(8) as log_status,\r\n    record:packets::integer as packets,\r\n    record:protocol::integer as protocol,\r\n    record:srcaddr::varchar(128) as srcaddr,\r\n    record:srcport::integer as srcport,\r\n    record:start::TIMESTAMP as \"START\",\r\n    record:version::varchar(8) as version\r\nfrom public.vpc_flow;\r\n\r\n```\r\nPreview the data\r\n```sql\r\nselect * from vpc_flow_view limit 10;\r\n```\r\n![Screenshot of view for vpc flow logs](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/vpc-flow-log-ingestion/vpc-flow-view.png)\r\n\r\n## Query the data\r\n\r\nCreate a workbook to query the new view. If desired, use the following to help get you started:\r\n\r\n```sql\r\nCREATE OR REPLACE FUNCTION ipv4_is_internal(ip varchar)\r\n  RETURNS Boolean\r\n  AS\r\n  $$\r\n    (parse_ip(ip,'INET'):ipv4 between (167772160) AND (184549375)) OR \r\n    (parse_ip(ip,'INET'):ipv4 between (2886729728) AND (2887778303))OR \r\n    (parse_ip(ip,'INET'):ipv4 between (3232235520) AND (3232301055))\r\n  $$\r\n  ;\r\n  \r\n-- Administrative traffic from public internet in past 30 days\r\n\r\n(select distinct srcaddr as internal_addr,dstaddr as external_addr, srcport as port from vpc_flow_view where \"START\" \u003E dateadd(day, -30, current_date()) and action = 'ACCEPT' and srcport in (22,3389) and ipv4_is_internal(internal_addr)) \r\nunion all \r\n(select distinct dstaddr as internal_addr,srcaddr as external_addr, dstport as port from vpc_flow_view where \"START\" \u003E dateadd(day, -30, current_date()) and action = 'ACCEPT' and dstport in (22,3389) and ipv4_is_internal(internal_addr));\r\n\r\n\r\n-- Biggest talkers by destination in past 30 days\r\nselect dstaddr,sum(bytes) as total_bytes from vpc_flow_view where \"START\" \u003E dateadd(day, -30, current_date()) and action = 'ACCEPT' group by dstaddr order by total_bytes desc limit 10;\r\n\r\n-- Biggest talkers by source in past 30 days\r\nselect srcaddr,sum(bytes) as total_bytes from vpc_flow_view where \"START\" \u003E dateadd(day, -30, current_date()) and action = 'ACCEPT' group by srcaddr order by total_bytes desc limit 10;\r\n\r\n-- Biggest talkers by ENI in past 30 days\r\nselect interface_id,sum(bytes) as total_bytes from vpc_flow_view where \"START\" \u003E dateadd(day, -30, current_date()) and action = 'ACCEPT' group by interface_id order by total_bytes desc limit 10;\r\n```\r\n\r\n## Conclusion & next steps\r\n\r\nHaving completed this quickstart you have successfully:\r\n- Enabled VPC flow logs\r\n- Created and configured an external stage using S3\r\n- Ingested VPC flow logs into snowflake\r\n- Created and configured a pipeline to automatically load data\r\n- Created a view to better explore and query VPC flow logs\r\n- Explored sample queries to get insights out of your flow logs\r\n\r\n### Additional References\r\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)\r\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)\r\n- [https://docs.aws.amazon.com/vpc/latest/userguide/flow-logs.html](https://docs.aws.amazon.com/vpc/latest/userguide/flow-logs.html)",":type":"text/x-markdown","multiValue":false},"quickstartArticleLogoImage":{"dataType":"string","title":"Quickstart Article Logo Image",":type":"text/plain","multiValue":false}},"elementsOrder":["quickstartArticleBody","quickstartArticleLogoImage"],":type":"snowflake-site/components/contentfragment",":items":{},":itemsOrder":[],"model":"snowflake-site/models/quickstart-article"},"flexible_column_cont":{"id":"flexible-column-container-ba73f003bc","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":{"layout":"SIMPLE","id":"container-9acb5aa747",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"quickstart_last_modi":{"id":"quickstart-last-modified-fb8d3240e4","icon":{"id":"icon","icon":"calendar",":type":"snowflake-site/components/icon","appliedCssClassNames":"snowflake-icon-blue"},"lastModifiedDatePrefix":"Updated","lastModifiedDate":"2023-03-07",":type":"snowflake-site/components/quickstart/quickstart-last-modified","appliedCssClassNames":"snowflake-responsive-component-top-padding-small"},"text":{"id":"text-2164297d63","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. 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VPC Flow Logs and Push to S3\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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