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A solution for collecting, correlating and visualizing multiple types of logs to help investigate security incidents.

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aws-samples/siem-on-amazon-opensearch-service

SIEM on Amazon OpenSearch Service

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SIEM on Amazon OpenSearch Service is a solution for collecting multiple types of logs from multiple AWS accounts, correlating and visualizing the logs to help investigate security incidents. Deployment is easily done with the help of AWS CloudFormation or AWS Cloud Development Kit (AWS CDK), taking only about 30 minutes to complete. As soon as AWS services logs are put into a specified Amazon Simple Storage Service (Amazon S3) bucket, a purpose-built AWS Lambda function automatically loads those logs into SIEM on OpenSearch Service, enabling you to view visualized logs in the dashboard and correlate multiple logs to investigate security incidents.

Jump to | Configuring AWS Services(Log Sources) | Changing Configurations of SIEM on OpenSearch Service | Advanced Deployment | OpenSearch Serverless | Dashboard | AWS Control Tower Integration | Amazon Security Lake Integration | Supported Log Types | FAQ | Changelog |

Sample dashboard

Architecture

Architecture

AWS Control Tower Integration

Control Tower Architecture

Amazon Security Lake Integration

Security Lake Architecture

Supported Log Types

SIEM on OpenSearch Service can load and correlate the following log types.

AWS Service Log
Security, Identity, & Compliance AWS CloudHSM HSM audit logs
Security, Identity, & Compliance Amazon GuardDuty GuardDuty findings
Security, Identity, & Compliance Amazon Inspector Inspector findings
Security, Identity, & Compliance AWS Directory Service Microsoft AD
Security, Identity, & Compliance AWS WAF AWS WAF Web ACL traffic information
AWS WAF Classic Web ACL traffic information
Security, Identity, & Compliance AWS Security Hub Security Hub findings
GuardDuty findings
Amazon Macie findings
Amazon Inspector findings
AWS IAM Access Analyzer findings
Security, Identity, & Compliance AWS Network Firewall Flow logs
Alert logs
Management & Governance AWS CloudTrail CloudTrail Log Event
CloudTrail Insight Event
Management & Governance AWS Config Configuration History
Configuration Snapshot
Config Rules
Management & Governance AWS Trusted Advisor Trusted Advisor Check Result
Networking & Content Delivery Amazon CloudFront Standard access log
Real-time log
Networking & Content Delivery Amazon Route 53 Resolver VPC DNS query log
Networking & Content Delivery Amazon Virtual Private Cloud (Amazon VPC) VPC Flow Logs (Version5)
Text / Parquet Format
Networking & Content Delivery AWS Transit Gateway VPC Flow Logs (Version6)
Text / Parquet Format
Networking & Content Delivery Elastic Load Balancing Application Load Balancer access logs
Network Load Balancer access logs
Classic Load Balancer access logs
Networking & Content Delivery AWS Client VPN connection log
Storage Amazon FSx for Windows File Server audit log
Storage Amazon Simple Storage Service (Amazon S3) access log
Database Amazon Relational Database Service (Amazon RDS) Amazon Aurora(MySQL)
Amazon Aurora(PostgreSQL)
Amazon RDS for MariaDB
Amazon RDS for MySQL
Amazon RDS for PostgreSQL
Database Amazon ElastiCache ElastiCache for Redis SLOWLOG
Analytics Amazon OpenSearch Service Audit logs
Analytics Amazon Managed Streaming for Apache Kafka (Amazon MSK) Broker log
Compute Linux OS
via CloudWatch Logs
/var/log/messages
/var/log/secure
Compute Windows Server 2012/2016/2019
via CloudWatch Logs
System event log
Security event log
Containers Amazon Elastic Container Service (Amazon ECS)
via FireLens
Framework only
End User Computing Amazon WorkSpaces Event log
Inventory
Open Source Software Apache Web Server access log(CLF, combined, combinedio with XFF)
error log
Open Source Software NGINX Web Server access log(combined with XFF)
error log

Experimental Support: We may change field type, normalization and something in the future.

Supported logs are normalized in accordance with the Elastic Common Schema. Click here to see the correspondence table of the original and normalized field names for the logs.

Contribution

Product/Service Pull Request Doc Contributor
TrendMicro Deep Security #27 README @EijiSugiura
Okta audit log #168 README @yopiyama

Dashboard

See this

Getting Started

In this tutorial, you will create a publicly accessible SIEM on OpenSearch Service domain using a CloudFormation template. See Advanced Deployment if you need to deploy it within an Amazon VPC or need to customize it.

You can add country information as well as latitude/longitude location information to each IP address. To get location information, SIEM on OpenSearch Service downloads and uses GeoLite2 Free by MaxMind. If you want to add location information, get your free license from MaxMind.

Threat information can be enriched based on IP addresses and domain names (EXPERIMANTAL). Threat information sources include your own IoCs (Indicators of compromise) in TXT and STIX 2.x formats, Tor Project, Abuse.ch Feodo Tracker, AlienVault OTX. If there are many IoCs, the processing time of Lambda will increase, so please select IoCs carefully. If you want to use the IoC on AlienVault OTX, please get your API key at AlienVault OTX. See Threat Information Enrichment by IoC for more details.

Note: The CloudFormation template will deploy OpenSearch Service with a t3.medium.search instance. It's not the AWS Free Tier. Change it to an instance type that can deliver higher performance than t3 when using SIEM in the production environment as it requires higher processing power when aggregating many logs. Use the AWS Management Console to change the instance type, extend the volume, or use UltraWarm. This is because the CloudFormation template for SIEM on OpenSearch Service is designed for the initial deployment purpose only, and cannot be used for management purposes like changing/deleting nodes.

1. Quick Start

Choose a region where you want to deploy SIEM on OpenSearch Service from the following. If there is no region below, please check CloudFormation Template For All Regions.

Region CloudFormation Template URL
US East (N. Virginia)
us-east-1
Deploy in us-east-1 https://aes-siem-us-east-1.s3.amazonaws.com/siem-on-amazon-opensearch-service.template
US West (Oregon)
us-west-2
Deploy in us-west-2 https://aes-siem-us-west-2.s3.amazonaws.com/siem-on-amazon-opensearch-service.template
Asia Pacific (Tokyo)
ap-northeast-1
Deploy in ap-northeast-1 https://aes-siem-ap-northeast-1.s3.amazonaws.com/siem-on-amazon-opensearch-service.template
Asia Pacific (Singapore)
ap-southeast-1
Deploy in ap-southeast-1 https://aes-siem-ap-southeast-1.s3.amazonaws.com/siem-on-amazon-opensearch-service.template
Europe (Frankfurt)
eu-central-1
Deploy in eu-central-1 https://aes-siem-eu-central-1.s3.amazonaws.com/siem-on-amazon-opensearch-service.template
Europe (London)
eu-west-2
Deploy in eu-west-2 https://aes-siem-eu-west-2.s3.amazonaws.com/siem-on-amazon-opensearch-service.template

Or you can create your own template by the steps.

2. Configuring OpenSearch Dashboards

It will take about 30 mins for the deployment of SIEM on OpenSearch Service to complete. You can then continue to configure OpenSearch Dashboards.

  1. Navigate to the AWS CloudFormation console, choose the stack that you've just created, and then choose "Outputs" from the tab menu at the top right. You can find your username, password, and URL for OpenSearch Dashboards. Log into OpenSearch Dashboards using the credentials.
  2. When you login for the first time, [Select your tenant] is displayed. Select [Global]. You can use the prepared dashboard etc.
  3. You can also select [Private] instead of [Global] in [Select your tenant] and customize configuration and dashboard etc. for each user. The following is the procedure for each user. If you select Global, you do not need to set it.
    1. To import OpenSearch Dashboards' configuration files such as dashboard, download saved_objects.zip. Then unzip the file.
    2. Navigate to the OpenSearch Dashboards console. Click on "Stack Management" in the left pane, then choose "Saved Objects" --> "Import" --> "Import". Choose dashboard.ndjson which is contained in the unzipped folder. Then log out and log in again so that the imported configurations take effect.

3. Loading logs into OpenSearch Service

All you need to do to load logs into SIEM on OpenSearch Service is PUT logs to the S3 Bucket named aes-siem-<YOUR_AWS_ACCOUNT>-log. Then the logs will be automatically loaded into SIEM on OpenSearch Service. See this for detailed instructions on how to output AWS services logs to the S3 bucket.

Workshop

We have published the workshop, SIEM on Amazon OpenSearch Service Workshop. In this workshop, we will build the SIEM, ingest AWS resource logs, learn OpenSearch Dashboards, investigate security incident, create dashboard, configure alerts and ingest logs of Apache HTTPD server.

Updating SIEM

If you want to update "SIEM on OpenSearch Service" to the latest version, upgrade the OpenSearch / Elasticsearch domain and then update it in the same way as you did for the initial setup (using CloudFormation or AWS CDK.) You can view the changelog of SIEM here.

Note: When you update SIEM, Global tenant settings, dashboards, etc. will be overwritten automatically. The configuration files and dashboards used before the update will be backed up to aes-siem-[AWS_Account]-snapshot/saved_objects/ in the S3 bucket, so restore them manually if you want to restore the original settings.

Note: S3 bucket policy, KMS key policy, IAM policy, etc. are automatically generated by CDK/CloudFormation. Manual modification is not recommended, but if you have modified it, it will be overwritten, so please back up each and update the difference after updating. Or when updating CDK/CloudFormation, keep the current bucket policy by setting the parameter LogBucketPolicyUpdate to keep

Upgrading the OpenSearch Service domain

Upgrade the domain to OpenSearch 1.0 - 2.11 or Elasticsearch version 7.10. Some Dashboards assume OpenSearch Service 1.3 or higher. The recommended version is OpenSearch Service 2.11 with "Enable compatibility mode":

  1. Navigate to the OpenSearch Service console
  2. Choose domain: [aes-siem]
  3. Choose [Actions] icon, and choose [Upgrade domain] from the drop-down menu
  4. For "Version to upgrade to", choose [OpenSearch 2.11] (Recommended), [OpenSearch 1.0 - 2.9], or [Elasticsearch 7.10]
  5. Choose "Enable compatibility mode" (Recommended)
  6. Then choose [Submit]

If you completed the initial setup using CloudFormation, move on to the next step. If you completed the initial setup using the AWS CDK, see
"Updating SIEM with the AWS CDK" section in Advanced Deployment.

Updating the CloudFormation stack

You can update the CloudFormation stack by specifying the CloudFormation template below:

https://aes-siem-<REGION>.s3.amazonaws.com/siem-on-amazon-opensearch-service.template
  1. Navigate to the CloudFormation console
  2. Choose stack [aes-siem]
  3. Choose [Update] at the right top on the screen
  4. In Update stack, choose the following:
    • Prepare template: [Replace current template]
    • Template source: [Amazon S3 URL]
    • Amazon S3 URL:
    • Choose [Next]
  5. Leave all the other settings as default, and continue to click Next to complete.

Updating is now complete.

Changing Configurations

Changing the OpenSearch Service domain resources after deployment

If you want to make changes to the OpenSearch Service domain itself such as changing the access policy of OpenSearch Service, changing the instance type, changing the Availability Zone or adding a new one, or changing to UltraWarm, perform the change from the OpenSearch Service console of AWS Management Console.

Managing the index and customizing SIEM

SIEM on OpenSearch Service saves logs in the index and rotates it once a month. If you want to change this interval or load logs from non-AWS services, see this.

Near-real-time logs loading from non-SIEM-managed S3 buckets

If you have an S3 bucket in the same account and region as the SIEM, you can load logs into OpenSearch Service. Please refer Near-real-time loading from other S3 buckets for the setting method.

Loading stored logs through batch processing

You can execute es-loader, which is a python script, in the local environment to load past logs stored in the S3 bucket into SIEM on OpenSearch Service. See Loading past data stored in the S3 bucket for details.

Throttling of es-loader in an emergency

To avoid unnecessary invocation of es-loader, throttle es-loader under the following conditions

  • If total free space for the OpenSearch Service cluster remains less than 200MB for 30 minutes and aes-siem-TotalFreeStorageSpaceRemainsLowAlarm is triggered.

If you want to resume loading logs, set the reserved concurrency of the Lambda function aes-siem-es-loader back to 10 from the AWS Management Console or AWS CLI. You can also load messages from the dead-letter queue (aes-siem-dlq) by referring to Loading data from SQS Dead Letter Queue.

AWS resources created by the CloudFormation template

Below is the list of AWS resources created by the CloudFormation template. AWS Identity and Access Management (IAM) resources can be found from the AWS Management Console.

AWS Resource Resource Name Purpose
OpenSearch Service aes-siem SIEM itself
S3 bucket aes-siem-[AWS_Account]-log For collecting logs
S3 bucket aes-siem-[AWS_Account]-snapshot For capturing manual snapshots of OpenSearch Service
S3 bucket aes-siem-[AWS_Account]-geo For storing downloaded GeoIPs
Step Functions aes-siem-ioc-state-machine For downloading IoC and creating database
Lambda function aes-siem-aws-api-caller CDK/CloudFormation custom resource to make an AWS API call
Lambda function aes-siem-ioc-plan For creating map to download IoC
Lambda function aes-siem-ioc-createdb For downloading IoC
Lambda function aes-siem-ioc-download For creating IoC Database
Lambda function aes-siem-geoip-downloader For downloading GeoIPs
Lambda function aes-siem-es-loader For normalizing logs and loading them into OpenSearch Service
Lambda function aes-siem-es-loader-stopper For throttling es-loader in case of emergency
Lambda function aes-siem-deploy-aes For creating the OpenSearch Service domain
Lambda function aes-siem-configure-aes For configuring OpenSearch Service
Lambda function aes-siem-index-metrics-exporter For OpenSearch Service index metrics
Lambda function aes-siem-BucketNotificationsHandler For configuring invent notification for the S3 bucket that stores logs
Lambda function aes-siem-add-pandas-layer For adding aws_sdk_pandas as Lambda layer to es-loader
AWS Key Management Service
(AWS KMS) KMS key & Alias
aes-siem-key For encrypting logs
SSM Parameter Store /siem/bucketpolicy/log/policy1-8 Temporarily used when keeping the s3 log Bucket Policy
Amazon SQS Queue aes-siem-sqs-splitted-logs A log is split into multiple parts if it has many lines to process. This is the queue to coordinate it
Amazon SQS Queue aes-siem-dlq A dead-letter queue used when loading logs into OpenSearch Service fails
CloudWatch alarms aes-siem-TotalFreeStorageSpaceRemainsLowAlarm Triggered when total free space for the OpenSearch Service cluster remains less than 200MB for 30 minutes
CloudWatch dashboards SIEM Dashboard of resource information used by SIEM on OpenSearch Service
EventBridge events aes-siem-EventBridgeRuleStepFunctionsIoc For executing aes-siem-ioc-state-machine regularly
EventBridge events aes-siem-EventBridgeRuleLambdaGeoipDownloader For executing aes-siem-geoip-downloader every 12 hours
EventBridge events aes-siem-EventBridgeRuleLambdaMetricsExporter For executing aes-siem-geoip-downloader every 1 hour
EventBridge events aes-siem-EsLoaderStopperRule For passing alarm events to es-loader-stopper
Amazon SNS Topic aes-siem-alert This is selected as the destination for alerting in OpenSearch Service
Amazon SNS Subscription inputed email This is the email address where alerts are sent

Cleanup

  1. Navigate to the CloudFormation console and delete stack: aes-siem
  2. Delete the following AWS resources manually:
    • OpenSearch Service domain: aes-siem
    • Amazon S3 bucket: aes-siem-[AWS_Account]-log
    • Amazon S3 bucket: aes-siem-[AWS_Account]-snapshot
    • Amazon S3 bucket: aes-siem-[AWS_Account]-geo
    • AWS KMS customer-managed key: aes-siem-key
      • Please delete this with care. After deleting this customer-managed key, you will no longer be able to read logs if they are encrypted using this key.
  3. If you deployed SIEM on OpenSearch Service within an Amazon VPC, delete the following AWS resources as well:
    • Amazon VPC: aes-siem/VpcAesSiem (if you created a new VPC)
    • SecurityGroup: aes-siem-vpc-sg

Note If you want to redeploy SIEM on OpenSearch Service right after deleting it, you need to delete the key alias using the AWS CLI commands below. Otherwise, redeployment will fail as the KMS key alias still remains:

export AWS_DEFAULT_REGION=<AWS_REGION>
aws kms delete-alias --alias-name  "alias/aes-siem-key"

Security

See CONTRIBUTING for more information.

License

This library is licensed under the MIT-0 License. See the LICENSE file.

This product uses GeoLite2 data created by MaxMind and licensed under CC BY-SA 4.0, available from https://www.maxmind.com.

This product uses Tor exit list created by The Tor Project, Inc and licensed under CC BY 3.0 US, available from https://www.torproject.org

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A solution for collecting, correlating and visualizing multiple types of logs to help investigate security incidents.

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