# Compatible security tools and services in AppFabric for security
<a name="security-tools"></a>

AWS AppFabric for security supports integration with the following security tools and services. Choose the name of a service for more information about how to set up AppFabric for security to connect to it.

**Topics**
+ [

# Barracuda XDR
](barracuda.md)
+ [

# Dynatrace
](dynatrace.md)
+ [

# Logz.io
](logz-io.md)
+ [

# Netskope
](netskope.md)
+ [

# NetWitness
](netwitness.md)
+ [

# Amazon Quick
](quicksight.md)
+ [

# Rapid7
](rapid7.md)
+ [

# Amazon Security Lake
](security-lake.md)
+ [

# Singularity Cloud
](singularity-cloud-security.md)
+ [

# Splunk
](splunk.md)

# Barracuda XDR
<a name="barracuda"></a>

Barracuda Networks is a trusted partner and leading provider of cloud-first security solutions, protecting email, networks, data, and applications with innovative solutions that grow and adapt with businesses’ journey. Barracuda XDR is an open extended detection and response solution that combines sophisticated technologies with a team of security analysts in our security operations center (SOC). The Barracuda XDR platform analyzes billions of raw events daily from 40\$1 integrated data sources, and together with extensive threat detection rules that map to the MITRE ATT&CK® framework, it can detect threats faster and reduce response time.

## AWS AppFabric audit log ingestion considerations
<a name="barracuda-ingestion-considerations"></a>

The following sections describe the AppFabric output schema, output formats, and output destinations to use with Barracuda XDR.

### Schema and format
<a name="barracuda-schema-format"></a>

Barracuda XDR supports the following AppFabric output schema and formats:
+ OCSF - JSON: AppFabric normalizes the data using the Open Cybersecurity Schema Framework (OCSF) and outputs the data in the JSON format.

### Output locations
<a name="barracuda-output-locations"></a>

Barracuda XDR supports receiving Audit Logs from Amazon Security Lake. To send data from AppFabric to Barracuda XDR, following the instructions below:

1. Send data to Amazon Security Lake: Configure AppFabric to send data to Amazon Security Lake through a Amazon Data Firehose. For more information, see [Amazon Security Lake](security-lake.md).

1. Send data to Barracuda XDR: Configure Barracuda XDR to receive audit logs from Amazon Security Lake. For more information, see [Setting Up and Using Amazon Security Lake](https://campus.barracuda.com/product/xdr/doc/104366130/setting-up-and-using-amazon-web-services-security-lake/).

# Dynatrace
<a name="dynatrace"></a>

The Dynatrace® Platform combines broad and deep observability and continuous runtime application security with advanced AIOps to provide answers and intelligent automation from data. This enables innovators to modernize and automate cloud operations, deliver software faster and more securely, and ensure flawless digital experiences.

## AWS AppFabric audit log ingestion considerations
<a name="dynatrace-ingestion-considerations"></a>

The following sections describe the AppFabric output schema, output formats, and output destinations to use with the Dynatrace Platform.

### Schema and format
<a name="dynatrace-schema-format"></a>

The Dynatrace Platform supports the following AppFabric output schema and formats:
+ OCSF - JSON: AppFabric normalizes the data using the Open Cybersecurity Schema Framework (OCSF) and outputs the data in the JSON format.

### Output locations
<a name="dynatrace-output-locations"></a>

The Dynatrace Platform supports receiving Audit Logs from following AppFabric Output locations.
+ Amazon Simple Storage Service (Amazon S3)
  + To configure the Dynatrace Platform to receive data from the Amazon S3 bucket that contains your audit logs, follow the instructions in [Dynatrace’s S3 Log Forwarder project](https://github.com/dynatrace-oss/dynatrace-aws-s3-log-forwarder) on GitHub.

# Logz.io
<a name="logz-io"></a>

Logz.io helps cloud native businesses monitor and secure their environments via the [http://logz.io/](http://logz.io/) Open 360 Platform – transforming observability and security from a high-cost, low-value burden into a high-value, cost-efficient enabler of better business outcomes.

Logz.io Cloud SIEM directly addresses today’s leading security challenges – from data overload to the omnipresent cyber skills gap – via fast querying, multidimensional detection and deep customizable security content to help monitor and investigate across the full-expanse of your cloud environment – with no performance degradation, regardless of data volumes.

The Logz.io solution was purpose-built to deliver advanced threat analysis and investigation with less complexity and cost. Customers are backed by dedicated security analysts, threat content as a service and AI-backed capabilities purpose-built to help reduce noisy data and focus on the information that enables your team to rapidly prioritize real world threats.

## AWS AppFabric audit log ingestion considerations
<a name="logz-io-ingestion-considerations"></a>

The following sections describe the AppFabric output schema, output formats, and output destinations to use with Logz.io.

### Schema and format
<a name="logz-io-schema-format"></a>

Logz.io supports the following AppFabric output schema and formats:
+ Raw - JSON
  + AppFabric outputs data in the original schema used by the source application in the JSON format.
+ OCSF - JSON
  + AppFabric normalizes the data using the Open Cybersecurity Schema Framework (OCSF) and outputs the data in the JSON format.

### Output locations
<a name="logz-io-output-locations"></a>

Logz.io supports the following AppFabric output locations:
+ Amazon Data Firehose
  + To configure your Firehose delivery stream so that it sends data to Logz.io, follow the instructions in [Choose Logz.io for Your Destination](https://docs.aws.amazon.com/firehose/latest/dev/create-destination.html#create-destination-logz) in the *Amazon Data Firehose Developer Guide*.
+ Amazon Simple Storage Service (Amazon S3)
  + To configure Logz.io to receive data from the Amazon S3 bucket that contains your audit logs, follow the instructions in [Configure an Amazon S3 bucket](https://docs.logz.io/shipping/log-sources/s3-bucket.html) on the Logz.io website.

# Netskope
<a name="netskope"></a>

Netskope, a global cybersecurity leader, is redefining cloud, data, and network security to help organizations apply zero trust principles to protect data. Fast and easy to use, the Netskope platform provides optimized access and zero trust security for people, devices, and data anywhere they go. Netskope helps customers reduce risk, accelerate performance, and get unrivaled visibility into any cloud, web, and private application activity. Thousands of customers, including more than 25 of the Fortune 100, trust Netskope and its powerful NewEdge network to address evolving threats, new risks, technology shifts, organizational and network changes, and new regulatory requirements. Learn how Netskope helps customers be ready for anything on their SASE journey, visit [netskope.com](https://www.netskope.com/).

## AWS AppFabric audit log ingestion considerations
<a name="netskope-ingestion-considerations"></a>

The following sections describe the AppFabric output schema, output formats, and output destinations to use with Netskope.

### Schema and format
<a name="netskope-schema-format"></a>

Netskope supports the following AppFabric output schema and formats:
+ Raw - JSON
  + AppFabric outputs data in the original schema used by the source application in the JSON format.
+ OCSF - JSON
  + AppFabric normalizes the data using the Open Cybersecurity Schema Framework (OCSF) and outputs the data in the JSON format.

### Output locations
<a name="netskope-output-locations"></a>

Netskope supports the following AppFabric output location:
+ Amazon Simple Storage Service (Amazon S3)
  + To configure Netskope to receive data from the Amazon S3 bucket that contains your audit logs, follow the instructions in [Data Protection for Amazon Web Services S3](https://docs.netskope.com/en/data-protection-for-amazon-web-services-s3.html) on the Netskope website.

# NetWitness
<a name="netwitness"></a>

NetWitness is a leading developer of extended detection and response (XDR) software. Their global base of highly security-conscious customers relies on NetWitness XDR to defend against sophisticated and aggressive adversaries. With the industry’s most complete, integrated, and mature platform to detect, investigate, and respond to digital attacks, NetWitness XDR is the unifying foundation of a modern and effective SOC.

Due to its highly modular architecture, NetWitness XDR detects threats wherever they occur — in the cloud, on-premises, with mobile and remote workers, or anywhere in between. The NetWitness Platform XDR delivers complete visibility combined with applied threat intelligence and user behavior analytics to detect threats, prioritize activities, investigate, and automate response. All this empowers security analysts with better, faster efficiency to keep security operations well ahead of business-impacting threats.

## AWS AppFabric audit log ingestion considerations
<a name="netwitness-ingestion-considerations"></a>

The following sections describe the AppFabric output schema, output formats, and output destinations to use with NetWitness.

### Schema and format
<a name="netwitness-schema-format"></a>

NetWitness supports the following AppFabric output schema and formats:
+ Raw - JSON
  + AppFabric outputs data in the original schema used by the source application in the JSON format.
+ OCSF - JSON
  + AppFabric normalizes the data using the Open Cybersecurity Schema Framework (OCSF) and outputs the data in the JSON format.

### Output locations
<a name="netwitness-output-locations"></a>

NetWitness supports the following AppFabric output location:
+ Amazon Simple Storage Service (Amazon S3)
  + To configure NetWitness to receive data from the Amazon S3 bucket that contains your audit logs, follow the instructions in [S3 Universal Connector Event Source Log Configuration Guide](https://community.netwitness.com/t5/netwitness-platform-integrations/s3-universal-connector-event-source-log-configuration-guide/ta-p/595235) on the *NetWitness Platform Integrations* page on the NetWitness website.

# Amazon Quick
<a name="quicksight"></a>

Amazon Quick powers data-driven organizations with unified business intelligence (BI) at hyperscale. With Quick, all users can meet varying analytic needs from the same source of truth through modern interactive dashboards, paginated reports, embedded analytics, and natural language queries. You can analyze AWS AppFabric audit log data in Quick, by choosing your Amazon Simple Storage Service (Amazon S3) bucket where your AppFabric for security logs are stored as your source.

## AppFabric audit log ingestion considerations
<a name="quicksight-audit-log-ingestion"></a>

The following sections describe the AppFabric output schema, output formats, and output destinations to use with Quick.

### Schema and formats
<a name="quicksight-schema-format"></a>

Quick supports the following AppFabric output schema and formats:
+ Raw - JSON
  + AppFabric outputs data in the original schema used by the source application in the JSON format.
+ OCSF - JSON
  + AppFabric normalizes the data using the Open Cybersecurity Schema Framework (OCSF) and outputs the data in the JSON format. 

### Output locations
<a name="quicksight-output-locations"></a>

Quick supports the following AppFabric output locations:
+ Amazon S3
  + You can ingest data from Amazon S3 directly into Quick by [Creating a dataset using Amazon S3 files](https://docs.aws.amazon.com/quicksight/latest/user/create-a-data-set-s3.html). To verify that your target file set doesn't exceed Quick data source quotas, see [Data source quotas](https://docs.aws.amazon.com/quicksight/latest/user/data-source-limits.html) in the *Quick User Guide*.
  + If your file set exceeds Quick quotas for an Amazon S3 data source, you can ingest your data in Amazon S3 using Amazon Athena and AWS Glue tables. Using Athena in your Quick dataset will incur additional costs. For more information about Athena pricing, see the [Athena pricing page](https://aws.amazon.com/athena/pricing/).

    To use Athena:

    1. Follow the instructions in [Using AWS Glue to connect to data sources in Amazon S3](https://docs.aws.amazon.com/athena/latest/ug/data-sources-glue.html) in the *Athena User Guide*.

    1. Follow the instructions in [Creating a dataset using Athena data](https://docs.aws.amazon.com/quicksight/latest/user/create-a-data-set-athena.html) in the *Quick User Guide*.

# Rapid7
<a name="rapid7"></a>

Rapid7, Inc. is on a mission to create a safer digital world by making cybersecurity simpler and more accessible. Rapid7 empowers security professionals to manage a modern attack surface through best-in-class technology, leading-edge research, and broad, strategic expertise. Rapid7’s comprehensive security solutions help more than 10,000 global customers unite cloud risk management and threat detection to reduce attack surfaces and eliminate threats with speed and precision.

## AWS AppFabric audit log ingestion considerations
<a name="rapid7-ingestion-considerations"></a>

The following sections describe the AppFabric output schema, output format, and output destinations to use with Rapid7.

### Schema and format
<a name="rapid7-schema-and-format"></a>

Rapid7 supports the following AppFabric output schema and formats:
+ Raw - JSON
  + AppFabric outputs data in the original schema used by the source application in the JSON format.
+ OCSF - JSON
  + AppFabric normalizes the data using the Open Cybersecurity Schema Framework (OCSF) and outputs the data in the JSON format.

### Output locations
<a name="rapid7-output-locations"></a>

Rapid7 supports the following AppFabric output location:
+ Amazon Simple Storage Service (Amazon S3)
  + To configure Rapid7 to receive data from the Amazon S3 bucket that contains your audit logs, follow the instructions in the [How to Monitor Your Amazon S3 Activity with InsightIDR](https://www.rapid7.com/blog/post/2019/08/07/how-to-monitor-your-aws-s3-activity-with-insightidr/) blog post on the Rapid7 Blog website.

# Amazon Security Lake
<a name="security-lake"></a>

Amazon Security Lake automatically centralizes security data from AWS environments, software as a service (SaaS) providers, on premises and cloud sources into a purpose-built data lake stored in your AWS account. With Security Lake, you can get a more complete understanding of your security data across your entire organization. Security Lake has adopted the Open Cybersecurity Schema Framework (OCSF), an open source security event schema. With OCSF support, the service normalizes and combines security data from AWS and a broad range of enterprise security data sources.

## AppFabric audit log ingestion considerations
<a name="security-lake-audit-log-ingestion"></a>

You can get your SaaS audit logs into Amazon Security Lake in your AWS account by adding a custom source to Security Lake. The following sections describe the AppFabric output schema, output format, and output destinations to use with Security Lake.

### Schema and format
<a name="security-lake-schema-format"></a>

Security Lake supports the following AppFabric output schema and format:
+ OCSF - JSON
  + AppFabric normalizes the data using the Open Cybersecurity Schema Framework (OCSF) and outputs the data in JSON format.

### Output locations
<a name="security-lake-output-locations"></a>

Security Lake supports AppFabric as a custom source using an Amazon Data Firehose delivery stream as the AppFabric ingestion output location. To configure the AWS Glue table and Firehose delivery stream, and to set up a custom source in Security Lake, use the following procedures.

### Create an AWS Glue table
<a name="security-lake-create-glue-table"></a>

1. Navigate to Amazon Simple Storage Service (Amazon S3) and create a bucket with a name of your choice.

1. Navigate to the AWS Glue console.

1. For **Data Catalog**, go to the **Tables** section, and choose **Add Table**.

1. Enter a name of your choice for this table.

1. Select the Amazon S3 bucket that you created in step 1.

1. For the data format, select **JSON**, and choose **Next**.

1. On the **Choose or define schema** page, choose **Edit schema as JSON**.

1. Enter the following schema, and complete the AWS Glue table creation process.

   ```
   [
       {
           "Name": "message",
           "Type": "string"
       },
       {
           "Name": "process",
           "Type": "struct<name:string,pid:int,user:struct<name:string,type:string,domain:string,uid:string,type_id:int,full_name:string,risk_level:string,risk_score:int>,group:struct<name:string,uid:string>,tid:int,cmd_line:string,container:struct<name:string,size:int,tag:string,uid:string,image:struct<name:string,uid:string>,hash:struct<value:string,algorithm:string,algorithm_id:int>>,created_time:bigint,parent_process:struct<name:string,pid:int,file:struct<name:string,owner:struct<name:string,type:string,uid:string,type_id:int,email_addr:string,risk_level:string,risk_level_id:int,risk_score:int>,type:string,version:string,path:string,uid:string,type_id:int,mime_type:string,parent_folder:string,data_classification:struct<confidentiality:string,confidentiality_id:int>,hashes:array<struct<value:string,algorithm:string,algorithm_id:int>>,is_system:boolean,modified_time:bigint,xattributes:string>,user:struct<name:string,type:string,uid:string,org:struct<uid:string,ou_name:string>,type_id:int,uid_alt:string>,group:struct<name:string,uid:string,privileges:array<string>>,tid:int,uid:string,cmd_line:string,container:struct<name:string,uid:string,image:struct<name:string,path:string,uid:string>,hash:struct<value:string,algorithm:string,algorithm_id:int>,network_driver:string,pod_uuid:string>,created_time:bigint,namespace_pid:int,auid:int,euid:int,egid:int>>"
       },
       {
           "Name": "status",
           "Type": "string"
       },
       {
           "Name": "time",
           "Type": "bigint"
       },
       {
           "Name": "device",
           "Type": "struct<name:string,owner:struct<name:string,type:string,uid:string,type_id:int,risk_level:string,risk_level_id:int>,type:string,ip:string,hostname:string,mac:string,image:struct<name:string,tag:string,uid:string>,type_id:int,container:struct<name:string,runtime:string,size:bigint,tag:string,uid:string,image:struct<name:string,uid:string>,hash:struct<value:string,algorithm:string,algorithm_id:int>>,instance_uid:string,interface_name:string,interface_uid:string,namespace_pid:int,network_interfaces:array<struct<name:string,type:string,hostname:string,mac:string,type_id:int>>,region:string,risk_score:int,modified_time_dt:string>"
       },
       {
           "Name": "metadata",
           "Type": "struct<version:string,product:struct<name:string,version:string,uid:string,data_classification:struct<category:string,category_id:int,confidentiality:string,confidentiality_id:int>,url_string:string,vendor_name:string>,data_classification:struct<confidentiality:string,confidentiality_id:int>,event_code:string,log_name:string,log_provider:string,original_time:string,tenant_uid:string,processed_time_dt:string>"
       },
       {
           "Name": "severity",
           "Type": "string"
       },
       {
           "Name": "duration",
           "Type": "int"
       },
       {
           "Name": "type_name",
           "Type": "string"
       },
       {
           "Name": "activity_id",
           "Type": "int"
       },
       {
           "Name": "type_uid",
           "Type": "int"
       },
       {
           "Name": "observables",
           "Type": "array<struct<name:string,type:string,type_id:int,value:string>>"
       },
       {
           "Name": "category_name",
           "Type": "string"
       },
       {
           "Name": "class_uid",
           "Type": "int"
       },
       {
           "Name": "category_uid",
           "Type": "int"
       },
       {
           "Name": "class_name",
           "Type": "string"
       },
       {
           "Name": "timezone_offset",
           "Type": "int"
       },
       {
           "Name": "end_time",
           "Type": "bigint"
       },
       {
           "Name": "activity_name",
           "Type": "string"
       },
       {
           "Name": "cloud",
           "Type": "struct<account:struct<name:string,type:string,uid:string,type_id:int>,project_uid:string,provider:string,region:string>"
       },
       {
           "Name": "query_info",
           "Type": "struct<name:string,uid:string,query_string:string>"
       },
       {
           "Name": "query_result",
           "Type": "string"
       },
       {
           "Name": "query_result_id",
           "Type": "int"
       },
       {
           "Name": "severity_id",
           "Type": "int"
       },
       {
           "Name": "status_code",
           "Type": "string"
       },
       {
           "Name": "status_detail",
           "Type": "string"
       },
       {
           "Name": "status_id",
           "Type": "int"
       },
       {
           "Name": "network_interfaces",
           "Type": "array<struct<name:string,type:string,hostname:string,mac:string,type_id:int,ip:string>>"
       },
       {
           "Name": "file",
           "Type": "struct<attributes:int,name:string,type:string,path:string,type_id:int,accessor:struct<name:string,type:string,uid:string,groups:array<struct<name:string,domain:string,uid:string>>,type_id:int,email_addr:string>,creator:struct<name:string,type:string,uid:string,type_id:int,risk_level:string,risk_level_id:int>,parent_folder:string,data_classification:struct<category:string,category_id:int,confidentiality:string,confidentiality_id:int>,hashes:array<struct<value:string,algorithm:string,algorithm_id:int>>,security_descriptor:string,accessed_time_dt:string,modified_time_dt:string>"
       },
       {
           "Name": "actor",
           "Type": "struct<process:struct<pid:int,file:struct<name:string,size:bigint,type:string,version:string,path:string,type_id:int,parent_folder:string,accessed_time:bigint,confidentiality:string,data_classification:struct<category:string,category_id:int>,is_system:boolean,xattributes:string,modified_time_dt:string>,user:struct<name:string,type:string,uid:string,type_id:int,risk_score:int>,group:struct<name:string>,loaded_modules:array<string>,cmd_line:string,container:struct<name:string,size:int,uid:string,image:struct<name:string,uid:string>,hash:struct<value:string,algorithm:string,algorithm_id:int>,pod_uuid:string>,created_time:bigint,namespace_pid:int,parent_process:struct<name:string,pid:int,file:struct<name:string,type:string,version:string,path:string,type_id:int,parent_folder:string,confidentiality:string,confidentiality_id:int,created_time:bigint,data_classification:struct<category:string,category_id:int,confidentiality:string,confidentiality_id:int,policy:struct<name:string,version:string,uid:string>>,hashes:array<struct<value:string,algorithm:string,algorithm_id:int>>>,user:struct<name:string,type:string,uid:string,org:struct<name:string,uid:string,ou_name:string>,type_id:int,risk_level:string,uid_alt:string>,group:struct<name:string>,uid:string,cmd_line:string,container:struct<name:string,runtime:string,size:int,uid:string,image:struct<name:string,uid:string>,hash:struct<value:string,algorithm:string,algorithm_id:int>,network_driver:string>,created_time:bigint,integrity:string,namespace_pid:int,parent_process:struct<name:string,file:struct<name:string,type:string,desc:string,modifier:struct<name:string,type:string,uid:string,type_id:int,email_addr:string>,type_id:int,created_time:bigint,data_classification:struct<category:string,category_id:int,confidentiality:string,confidentiality_id:int>,hashes:array<struct<value:string,algorithm:string,algorithm_id:int>>,xattributes:string,created_time_dt:string>,group:struct<name:string,uid:string>,uid:string,loaded_modules:array<string>,cmd_line:string,container:struct<name:string,size:bigint,uid:string,image:struct<name:string,uid:string>,hash:struct<value:string,algorithm:string,algorithm_id:int>>,sandbox:string,egid:int,created_time_dt:string>,created_time_dt:string>,terminated_time:bigint,auid:int>,user:struct<name:string,type:string,uid:string,type_id:int,credential_uid:string,risk_level:string>,app_name:string,idp:struct<name:string,uid:string>,invoked_by:string>"
       },
       {
           "Name": "dst_endpoint",
           "Type": "struct<owner:struct<name:string,type:string,uid:string,type_id:int,full_name:string,risk_level:string,risk_level_id:int,uid_alt:string>,port:int,type:string,ip:string,location:struct<desc:string,city:string,country:string,coordinates:array<double>,continent:string>,hostname:string,uid:string,type_id:int,autonomous_system:struct<name:string,number:int>,container:struct<name:string,size:int,uid:string,image:struct<name:string,tag:string,uid:string>,hash:struct<value:string,algorithm:string,algorithm_id:int>,orchestrator:string>,hw_info:struct<bios_date:string>,instance_uid:string,interface_name:string,interface_uid:string,namespace_pid:int,svc_name:string>"
       },
       {
           "Name": "src_endpoint",
           "Type": "struct<name:string,owner:struct<name:string,type:string,domain:string,uid:string,org:struct<name:string,uid:string,ou_name:string>,groups:array<struct<uid:string>>,type_id:int,credential_uid:string,email_addr:string,ldap_person:struct<deleted_time:bigint,hire_time:bigint,surname:string,last_login_time_dt:string,hire_time_dt:string,leave_time_dt:string>>,port:int,type:string,ip:string,location:struct<desc:string,city:string,country:string,coordinates:array<double>,continent:string>,hostname:string,uid:string,type_id:int,container:struct<name:string,size:bigint,uid:string,image:struct<name:string,uid:string>,hash:struct<value:string,algorithm:string,algorithm_id:int>,pod_uuid:string>,instance_uid:string,interface_name:string,interface_uid:string,intermediate_ips:array<string>,namespace_pid:int,svc_name:string,vpc_uid:string>"
       },
       {
           "Name": "user",
           "Type": "struct<name:string,type:string,groups:array<struct<name:string,uid:string>>,type_id:int>"
       },
       {
           "Name": "resource",
           "Type": "struct<version:string,uid:string,agent_list:array<struct<name:string,type:string,uid:string,type_id:int,policies:array<struct<name:string,version:string,uid:string>>>>,cloud_partition:string,data_classification:struct<category:string,category_id:int>>"
       },
       {
           "Name": "privileges",
           "Type": "array<string>"
       },
       {
           "Name": "action",
           "Type": "string"
       },
       {
           "Name": "action_id",
           "Type": "int"
       },
       {
           "Name": "protocol_ver",
           "Type": "string"
       },
       {
           "Name": "proxy",
           "Type": "struct<name:string,port:int,type:string,ip:string,hostname:string,uid:string,type_id:int,agent_list:array<struct<name:string,type:string,version:string,uid:string,type_id:int>>,autonomous_system:struct<name:string,number:int>,container:struct<name:string,runtime:string,size:int,uid:string,hash:struct<value:string,algorithm:string,algorithm_id:int>>,instance_uid:string,interface_name:string,interface_uid:string,intermediate_ips:array<string>,namespace_pid:int,proxy_endpoint:struct<name:string,port:int,type:string,ip:string,hostname:string,uid:string,type_id:int,container:struct<name:string,size:bigint,uid:string,image:struct<name:string,uid:string,labels:array<string>>,hash:struct<value:string,algorithm:string,algorithm_id:int>,network_driver:string,pod_uuid:string>,instance_uid:string,interface_name:string,interface_uid:string,namespace_pid:int,proxy_endpoint:struct<name:string,port:int,type:string,ip:string,hostname:string,uid:string,type_id:int,autonomous_system:struct<name:string,number:int>,container:struct<name:string,runtime:string,size:bigint,uid:string,image:struct<name:string,tag:string,uid:string>,hash:struct<value:string,algorithm:string,algorithm_id:int>>,intermediate_ips:array<string>,namespace_pid:int,svc_name:string>,subnet_uid:string,svc_name:string,zone:string>,svc_name:string>"
       },
       {
           "Name": "client_hassh",
           "Type": "struct<algorithm:string,fingerprint:struct<value:string,algorithm:string,algorithm_id:int>>"
       },
       {
           "Name": "authorizations",
           "Type": "array<string>"
       },
       {
           "Name": "proxy_tls",
           "Type": "struct<version:string,certificate:struct<version:string,uid:string,subject:string,issuer:string,fingerprints:array<struct<value:string,algorithm:string,algorithm_id:int>>,created_time:bigint,expiration_time:bigint,serial_number:string>,cipher:string,sni:string,certificate_chain:array<string>,client_ciphers:array<string>,ja3_hash:struct<value:string,algorithm:string,algorithm_id:int>,ja3s_hash:struct<value:string,algorithm:string,algorithm_id:int>>"
       },
       {
           "Name": "load_balancer",
           "Type": "struct<name:string,classification:string,dst_endpoint:struct<owner:struct<type:string,domain:string,uid:string,type_id:int,account:struct<name:string,type:string,uid:string,type_id:int>,credential_uid:string,ldap_person:struct<manager:struct<name:string,type:string,domain:string,uid:string,org:struct<name:string,uid:string,ou_uid:string>,type_id:int>,given_name:string,ldap_dn:string,leave_time:bigint,modified_time:bigint,surname:string>>,port:int,type:string,os:struct<name:string,type:string,type_id:int,edition:string>,ip:string,hostname:string,uid:string,type_id:int,instance_uid:string,interface_name:string,interface_uid:string,namespace_pid:int,svc_name:string,vlan_uid:string>,endpoint_connections:array<struct<code:int,network_endpoint:struct<name:string,owner:struct<name:string,type:string,uid:string,type_id:int,ldap_person:struct<labels:array<string>,created_time:bigint,hire_time:bigint,ldap_dn:string,surname:string,modified_time_dt:string,deleted_time_dt:string>,groups:array<struct<name:string,desc:string,uid:string,type:string>>,full_name:string,email_addr:string,risk_level:string,risk_level_id:int>,port:int,type:string,ip:string,hostname:string,type_id:int,container:struct<name:string,size:int,tag:string,uid:string,image:struct<name:string,uid:string>,hash:struct<value:string,algorithm:string,algorithm_id:int>,network_driver:string>,instance_uid:string,interface_name:string,namespace_pid:int,proxy_endpoint:struct<name:string,owner:struct<name:string,type:string,uid:string,groups:array<struct<name:string,uid:string>>,type_id:int,full_name:string,email_addr:string,risk_score:int,uid_alt:string>,port:int,type:string,hostname:string,uid:string,type_id:int,autonomous_system:struct<name:string,number:int>,container:struct<name:string,size:bigint,image:struct<name:string,uid:string>,hash:struct<value:string,algorithm:string,algorithm_id:int>,orchestrator:string,pod_uuid:string>,hw_info:struct<cpu_count:int,cpu_speed:int,keyboard_info:struct<function_keys:int,keyboard_subtype:int>>,instance_uid:string,interface_name:string,interface_uid:string,namespace_pid:int,svc_name:string>,subnet_uid:string,svc_name:string,uid:string,interface_uid:string,intermediate_ips:array<string>>>>,metrics:array<struct<name:string,value:string>>>"
       },
       {
           "Name": "disposition_id",
           "Type": "int"
       },
       {
           "Name": "disposition",
           "Type": "string"
       },
       {
           "Name": "proxy_traffic",
           "Type": "struct<bytes:bigint,packets:int>"
       },
       {
           "Name": "auth_type_id",
           "Type": "int"
       },
       {
           "Name": "proxy_http_response",
           "Type": "struct<code:int,message:string,status:string,length:int>"
       },
       {
           "Name": "server_hassh",
           "Type": "struct<algorithm:string,fingerprint:struct<value:string,algorithm:string,algorithm_id:int>>"
       },
       {
           "Name": "auth_type",
           "Type": "string"
       },
       {
           "Name": "firewall_rule",
           "Type": "struct<version:string,uid:string>"
       },
       {
           "Name": "proxy_connection_info",
           "Type": "struct<direction:string,direction_id:int,protocol_num:int,protocol_ver:string>"
       },
       {
           "Name": "connection_info",
           "Type": "struct<direction:string,direction_id:int>"
       },
       {
           "Name": "api",
           "Type": "struct<request:struct<data:string,uid:string>,response:struct<error:string,code:int,message:string,error_message:string>,operation:string>"
       },
       {
           "Name": "attacks",
           "Type": "array<struct<version:string,tactics:array<struct<name:string,uid:string>>,technique:struct<name:string,uid:string>>>"
       },
       {
           "Name": "raw_data",
           "Type": "string"
       },
       {
           "Name": "email_uid",
           "Type": "string"
       },
       {
           "Name": "malware",
           "Type": "array<struct<name:string,path:string,uid:string,classification_ids:array<int>,cves:array<struct<title:string,uid:string,references:array<string>,created_time:bigint,cvss:array<struct<version:string,base_score:double,metrics:array<struct<name:string,value:string>>,overall_score:double,depth:string>>,modified_time_dt:string,created_time_dt:string,type:string>>,provider:string,classifications:array<string>>>"
       },
       {
           "Name": "start_time_dt",
           "Type": "string"
       },
       {
           "Name": "direction",
           "Type": "string"
       },
       {
           "Name": "smtp_hello",
           "Type": "string"
       },
       {
           "Name": "unmapped",
           "Type": "string"
       },
       {
           "Name": "direction_id",
           "Type": "int"
       },
       {
           "Name": "email_auth",
           "Type": "struct<spf:string,dkim:string,dkim_domain:string,dkim_signature:string,dmarc:string,dmarc_override:string,dmarc_policy:string>"
       },
       {
           "Name": "email",
           "Type": "struct<uid:string,from:string,to:array<string>,data_classification:struct<category:string,category_id:int,confidentiality:string,confidentiality_id:int>,delivered_to:string,message_uid:string,reply_to:string,smtp_from:string>"
       },
       {
           "Name": "impact_id",
           "Type": "int"
       },
       {
           "Name": "resources",
           "Type": "array<struct<owner:struct<name:string,type:string,uid:string,type_id:int,full_name:string,ldap_person:struct<hire_time:bigint,ldap_cn:string,ldap_dn:string,surname:string,leave_time_dt:string>>,version:string,data_classification:struct<category:string,category_id:int,confidentiality:string,confidentiality_id:int>,data:string,labels:array<string>,region:string>>"
       },
       {
           "Name": "finding_info",
           "Type": "struct<title:string,uid:string,attacks:array<struct<version:string,tactics:array<struct<name:string,uid:string>>,technique:struct<name:string,uid:string>>>,analytic:struct<name:string,type:string,version:string,desc:string,uid:string,type_id:int>,last_seen_time:bigint,first_seen_time_dt:string>"
       },
       {
           "Name": "evidences",
           "Type": "array<struct<process:struct<name:string,pid:int,file:struct<name:string,type:string,version:string,path:string,type_id:int,company_name:string,parent_folder:string,confidentiality:string,confidentiality_id:int,created_time:bigint,data_classification:struct<category:string,category_id:int,confidentiality:string,confidentiality_id:int>,hashes:array<struct<value:string,algorithm:string,algorithm_id:int>>,security_descriptor:string,owner:struct<name:string,type:string,uid:string,groups:array<struct<name:string,type:string,domain:string>>,type_id:int,account:struct<name:string,type:string,uid:string,type_id:int>,credential_uid:string,uid_alt:string>,desc:string,accessor:struct<name:string,type:string,uid:string,type_id:int,account:struct<name:string,type:string,uid:string,type_id:int>,email_addr:string>,creator:struct<name:string,type:string,domain:string,uid:string,org:struct<name:string,uid:string>,type_id:int,full_name:string>,modified_time:bigint,modified_time_dt:string>,user:struct<name:string,type:string,uid:string,type_id:int,risk_score:int,full_name:string>,group:struct<name:string,type:string,uid:string>,uid:string,loaded_modules:array<string>,cmd_line:string,container:struct<name:string,size:int,tag:string,uid:string,image:struct<name:string,path:string,uid:string,labels:array<string>>,hash:struct<value:string,algorithm:string,algorithm_id:int>>,created_time:bigint,namespace_pid:int,parent_process:struct<name:string,session:struct<uid:string,issuer:string,created_time:bigint,is_remote:boolean,is_vpn:boolean>,file:struct<attributes:int,name:string,size:int,type:string,path:string,modifier:struct<name:string,type:string,uid:string,type_id:int,full_name:string,credential_uid:string,org:struct<name:string,uid:string,ou_name:string>>,product:struct<name:string,version:string,uid:string,data_classification:struct<category:string,category_id:int,confidentiality:string,confidentiality_id:int>,vendor_name:string>,type_id:int,company_name:string,mime_type:string,parent_folder:string,data_classification:struct<category:string,category_id:int,confidentiality:string,confidentiality_id:int>,hashes:array<struct<value:string,algorithm:string,algorithm_id:int>>,modified_time_dt:string,created_time_dt:string,owner:struct<type:string,domain:string,uid:string,org:struct<name:string,uid:string>,groups:array<struct<name:string,type:string,uid:string,desc:string>>,type_id:int,credential_uid:string,email_addr:string,risk_level:string,risk_level_id:int>,accessed_time:bigint,confidentiality:string,confidentiality_id:int,xattributes:string>,user:struct<name:string,type:string,domain:string,uid:string,type_id:int,account:struct<name:string,type:string,uid:string,type_id:int>,org:struct<name:string,uid:string,ou_name:string>,risk_score:int>,group:struct<uid:string,privileges:array<string>,name:string,type:string,desc:string>,uid:string,container:struct<name:string,size:bigint,uid:string,image:struct<name:string,tag:string,uid:string>,hash:struct<value:string,algorithm:string,algorithm_id:int>,pod_uuid:string>,created_time:bigint,namespace_pid:int,parent_process:struct<name:string,user:struct<name:string,type:string,uid:string,type_id:int,account:struct<name:string,type:string,uid:string,type_id:int>,credential_uid:string,domain:string,risk_level:string>,group:struct<name:string,uid:string,type:string,desc:string>,uid:string,cmd_line:string,container:struct<name:string,size:bigint,uid:string,image:struct<name:string,uid:string,path:string>,hash:struct<value:string,algorithm:string,algorithm_id:int>,pod_uuid:string>,created_time:bigint,namespace_pid:int,parent_process:struct<name:string,pid:int,file:struct<name:string,size:bigint,type:string,version:string,modifier:struct<name:string,type:string,type_id:int,risk_score:int>,type_id:int,data_classification:struct<category:string,category_id:int,confidentiality:string,confidentiality_id:int>,hashes:array<struct<value:string,algorithm:string,algorithm_id:int>>,owner:struct<type:string,type_id:int,account:struct<name:string,type:string,uid:string,type_id:int>>,path:string,parent_folder:string,is_system:boolean,security_descriptor:string,accessed_time_dt:string>,user:struct<name:string,org:struct<name:string,uid:string,ou_name:string,ou_uid:string>,type:string,domain:string,uid:string,groups:array<struct<name:string,uid:string>>,type_id:int,account:struct<name:string,type:string,type_id:int>,credential_uid:string,risk_score:int>,uid:string,cmd_line:string,container:struct<name:string,runtime:string,size:bigint,uid:string,image:struct<name:string,tag:string,uid:string,path:string>,hash:struct<value:string,algorithm:string,algorithm_id:int>>,created_time:bigint,integrity:string,lineage:array<string>,namespace_pid:int,parent_process:struct<name:string,pid:int,file:struct<name:string,type:string,path:string,uid:string,type_id:int,parent_folder:string,data_classification:struct<category:string,category_id:int,confidentiality:string,confidentiality_id:int>,hashes:array<struct<value:string,algo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       },
       {
           "Name": "impact",
           "Type": "string"
       },
       {
           "Name": "count",
           "Type": "int"
       },
       {
           "Name": "confidence_id",
           "Type": "int"
       },
       {
           "Name": "enrichments",
           "Type": "array<struct<data:string,name:string,type:string,value:string,provider:string>>"
       },
       {
           "Name": "rcode",
           "Type": "string"
       },
       {
           "Name": "app_name",
           "Type": "string"
       },
       {
           "Name": "rcode_id",
           "Type": "int"
       },
       {
           "Name": "query",
           "Type": "struct<type:string,hostname:string,class:string,opcode_id:int,packet_uid:int>"
       },
       {
           "Name": "proxy_endpoint",
           "Type": "struct<name:string,owner:struct<name:string,type:string,domain:string,uid:string,groups:array<struct<name:string,desc:string,uid:string,privileges:array<string>>>,type_id:int,credential_uid:string,risk_score:int>,port:int,type:string,ip:string,hostname:string,uid:string,type_id:int,autonomous_system:struct<name:string,number:int>,container:struct<name:string,size:bigint,uid:string,image:struct<name:string,uid:string>,hash:struct<value:string,algorithm:string,algorithm_id:int>,pod_uuid:string>,instance_uid:string,interface_uid:string,namespace_pid:int,subnet_uid:string,svc_name:string>"
       },
       {
           "Name": "response_time",
           "Type": "bigint"
       },
       {
           "Name": "delay",
           "Type": "int"
       },
       {
           "Name": "start_time",
           "Type": "bigint"
       },
       {
           "Name": "proxy_http_request",
           "Type": "struct<version:string,url:struct<port:int,scheme:string,path:string,hostname:string,query_string:string,categories:array<string>,category_ids:array<int>,subdomain:string,url_string:string>,user_agent:string,http_headers:array<struct<name:string,value:string>>,referrer:string>"
       },
       {
           "Name": "version",
           "Type": "string"
       },
       {
           "Name": "stratum",
           "Type": "string"
       },
       {
           "Name": "stratum_id",
           "Type": "int"
       },
       {
           "Name": "dispersion",
           "Type": "int"
       },
       {
           "Name": "traffic",
           "Type": "struct<bytes_out:int,chunks:bigint,bytes:int,packets:int,packets_in:bigint>"
       },
       {
           "Name": "precision",
           "Type": "int"
       },
       {
           "Name": "size",
           "Type": "int"
       },
       {
           "Name": "actual_permissions",
           "Type": "int"
       },
       {
           "Name": "base_address",
           "Type": "string"
       },
       {
           "Name": "requested_permissions",
           "Type": "int"
       },
       {
           "Name": "end_time_dt",
           "Type": "string"
       },
       {
           "Name": "compliance",
           "Type": "struct<control:string,status:string,standards:array<string>,status_id:int>"
       },
       {
           "Name": "remediation",
           "Type": "struct<desc:string>"
       },
       {
           "Name": "kb_article_list",
           "Type": "array<struct<os:struct<name:string,type:string,type_id:int,cpe_name:string,edition:string>,title:string,uid:string,severity:string,classification:string,created_time:bigint,size:int,created_time_dt:string>>"
       },
       {
           "Name": "peripheral_device",
           "Type": "struct<name:string,class:string,uid:string,model:string,serial_number:string,vendor_name:string>"
       },
       {
           "Name": "time_dt",
           "Type": "string"
       },
       {
           "Name": "group",
           "Type": "struct<name:string,type:string,uid:string>"
       },
       {
           "Name": "users",
           "Type": "array<struct<name:string,type:string,uid:string,type_id:int,risk_level:string,risk_level_id:int,groups:array<struct<name:string,uid:string>>,uid_alt:string>>"
       },
       {
           "Name": "confidence_score",
           "Type": "int"
       },
       {
           "Name": "state",
           "Type": "string"
       },
       {
           "Name": "state_id",
           "Type": "int"
       },
       {
           "Name": "evidence",
           "Type": "string"
       },
       {
           "Name": "confidence",
           "Type": "string"
       },
       {
           "Name": "risk_level",
           "Type": "string"
       },
       {
           "Name": "risk_score",
           "Type": "int"
       },
       {
           "Name": "impact_score",
           "Type": "int"
       },
       {
           "Name": "risk_level_id",
           "Type": "int"
       },
       {
           "Name": "finding",
           "Type": "struct<title:string,uid:string,modified_time:bigint,modified_time_dt:string,first_seen_time_dt:string>"
       },
       {
           "Name": "user_result",
           "Type": "struct<name:string,type:string,uid:string,type_id:int,account:struct<name:string,uid:string,labels:array<string>>,risk_level:string>"
       },
       {
           "Name": "codes",
           "Type": "array<int>"
       },
       {
           "Name": "command",
           "Type": "string"
       },
       {
           "Name": "type",
           "Type": "string"
       },
       {
           "Name": "kernel",
           "Type": "struct<name:string,type:string,type_id:int>"
       },
       {
           "Name": "http_response",
           "Type": "struct<code:int,status:string,http_headers:array<struct<name:string,value:string>>>"
       },
       {
           "Name": "http_request",
           "Type": "struct<url:struct<scheme:string,path:string,hostname:string,query_string:string,category_ids:array<int>,resource_type:string,subdomain:string,url_string:string>,user_agent:string,http_headers:array<struct<name:string,value:string>>>"
       },
       {
           "Name": "tls",
           "Type": "struct<version:string,certificate:struct<subject:string,issuer:string,fingerprints:array<struct<value:string,algorithm:string,algorithm_id:int>>,created_time:bigint,expiration_time:bigint,serial_number:string>,cipher:string,sni:string,certificate_chain:array<string>,client_ciphers:array<string>,ja3s_hash:struct<value:string,algorithm:string,algorithm_id:int>>"
       },
       {
           "Name": "web_resources",
           "Type": "array<struct<name:string,type:string,data_classification:struct<category:string,category_id:int,confidentiality:string,confidentiality_id:int>,url_string:string,data:string>>"
       },
       {
           "Name": "http_cookies",
           "Type": "array<struct<name:string,value:string,is_http_only:boolean,is_secure:boolean,samesite:string,expiration_time_dt:string,path:string>>"
       },
       {
           "Name": "type_id",
           "Type": "int"
       },
       {
           "Name": "databucket",
           "Type": "struct<name:string,type:string,file:struct<attributes:int,name:string,owner:struct<name:string,type:string,uid:string,type_id:int,account:struct<type:string,uid:string,type_id:int>,ldap_person:struct<email_addrs:array<string>,modified_time:bigint,modified_time_dt:string>,risk_score:int>,size:bigint,type:string,path:string,modifier:struct<name:string,type:string,uid:string,groups:array<struct<name:string,domain:string,desc:string,uid:string>>,type_id:int>,type_id:int,parent_folder:string,created_time:bigint,hashes:array<struct<value:string,algorithm:string,algorithm_id:int>>,accessed_time_dt:string>,uid:string,groups:array<struct<name:string,type:string,uid:string>>,type_id:int,data_classification:struct<category:string,category_id:int,confidentiality:string,policy:struct<version:string,uid:string,is_applied:boolean>>,modified_time_dt:string,created_time_dt:string>"
       },
       {
           "Name": "table",
           "Type": "struct<uid:string,created_time_dt:string>"
       },
       {
           "Name": "session",
           "Type": "struct<count:int,uid:string,uuid:string,issuer:string,created_time:bigint,is_remote:boolean,is_vpn:boolean,uid_alt:string>"
       },
       {
           "Name": "certificate",
           "Type": "struct<version:string,uid:string,subject:string,issuer:string,fingerprints:array<struct<value:string,algorithm:string,algorithm_id:int>>,created_time:bigint,expiration_time:bigint,serial_number:string>"
       },
       {
           "Name": "is_mfa",
           "Type": "boolean"
       },
       {
           "Name": "logon_type_id",
           "Type": "int"
       },
       {
           "Name": "auth_protocol_id",
           "Type": "int"
       },
       {
           "Name": "logon_type",
           "Type": "string"
       },
       {
           "Name": "is_remote",
           "Type": "boolean"
       },
       {
           "Name": "is_cleartext",
           "Type": "boolean"
       },
       {
           "Name": "auth_protocol",
           "Type": "string"
       },
       {
           "Name": "is_renewal",
           "Type": "boolean"
       },
       {
           "Name": "lease_dur",
           "Type": "int"
       },
       {
           "Name": "relay",
           "Type": "struct<name:string,type:string,ip:string,mac:string,namespace:string,type_id:int>"
       },
       {
           "Name": "transaction_uid",
           "Type": "string"
       },
       {
           "Name": "file_result",
           "Type": "struct<name:string,size:int,type:string,path:string,desc:string,product:struct<name:string,version:string,uid:string,lang:string,data_classification:struct<category:string,category_id:int,confidentiality:string,confidentiality_id:int>,vendor_name:string>,type_id:int,creator:struct<name:string,type:string,domain:string,uid:string,org:struct<name:string,uid:string,ou_name:string>,groups:array<struct<name:string,uid:string,desc:string>>,type_id:int,risk_level:string>,parent_folder:string,confidentiality:string,data_classification:struct<category:string,category_id:int,confidentiality:string,confidentiality_id:int>,modified_time:bigint>"
       },
       {
           "Name": "file_diff",
           "Type": "string"
       },
       {
           "Name": "create_mask",
           "Type": "string"
       },
       {
           "Name": "web_resources_result",
           "Type": "array<struct<type:string,data_classification:struct<category:string,category_id:int,confidentiality:string,confidentiality_id:int>,url_string:string>>"
       },
       {
           "Name": "app",
           "Type": "struct<name:string,version:string,uid:string,data_classification:struct<category:string,category_id:int,confidentiality:string,confidentiality_id:int>,url_string:string,vendor_name:string>"
       },
       {
           "Name": "src_url",
           "Type": "string"
       },
       {
           "Name": "priority_id",
           "Type": "int"
       },
       {
           "Name": "verdict",
           "Type": "string"
       },
       {
           "Name": "desc",
           "Type": "string"
       },
       {
           "Name": "verdict_id",
           "Type": "int"
       },
       {
           "Name": "priority",
           "Type": "string"
       },
       {
           "Name": "finding_info_list",
           "Type": "array<struct<title:string,uid:string,attacks:array<struct<version:string,tactics:array<struct<name:string,uid:string>>,technique:struct<name:string,uid:string>>>,analytic:struct<name:string,type:string,uid:string,type_id:int>,created_time:bigint,src_url:string,last_seen_time_dt:string,created_time_dt:string,related_analytics:array<struct<name:string,type:string,uid:string,category:string,type_id:int>>,related_events:array<struct<type:string,uid:string,type_name:string,type_uid:bigint,kill_chain:array<struct<phase:string,phase_id:int>>>>,modified_time_dt:string>>"
       },
       {
           "Name": "expiration_time_dt",
           "Type": "string"
       },
       {
           "Name": "expiration_time",
           "Type": "bigint"
       },
       {
           "Name": "comment",
           "Type": "string"
       },
       {
           "Name": "entity",
           "Type": "struct<data:string,name:string,version:string,uid:string>"
       },
       {
           "Name": "entity_result",
           "Type": "struct<data:string,name:string,type:string,version:string,uid:string>"
       },
       {
           "Name": "module",
           "Type": "struct<type:string,file:struct<name:string,type:string,path:string,desc:string,type_id:int,company_name:string,creator:struct<name:string,type:string,domain:string,groups:array<struct<name:string,uid:string>>,type_id:int,risk_level:string>,parent_folder:string,data_classification:struct<confidentiality:string,confidentiality_id:int>,xattributes:string>,base_address:string,function_name:string,load_type:string,load_type_id:int,start_address:string>"
       },
       {
           "Name": "exit_code",
           "Type": "int"
       },
       {
           "Name": "injection_type",
           "Type": "string"
       },
       {
           "Name": "injection_type_id",
           "Type": "int"
       },
       {
           "Name": "request",
           "Type": "struct<uid:string>"
       },
       {
           "Name": "response",
           "Type": "struct<error:string,code:int,message:string,error_message:string>"
       },
       {
           "Name": "driver",
           "Type": "struct<file:struct<name:string,type:string,version:string,path:string,type_id:int,parent_folder:string,created_time:bigint,data_classification:struct<confidentiality:string,confidentiality_id:int,policy:struct<name:string,version:string,uid:string,is_applied:boolean>>,hashes:array<struct<value:string,algorithm:string,algorithm_id:int>>,security_descriptor:string,created_time_dt:string>>"
       },
       {
           "Name": "prev_security_states",
           "Type": "array<string>"
       },
       {
           "Name": "security_states",
           "Type": "array<string>"
       },
       {
           "Name": "folder",
           "Type": "struct<name:string,type:string,path:string,desc:string,type_id:int,mime_type:string,parent_folder:string,data_classification:struct<category:string,category_id:int,confidentiality:string,confidentiality_id:int>,hashes:array<struct<value:string,algorithm:string,algorithm_id:int>>,security_descriptor:string,accessed_time_dt:string>"
       },
       {
           "Name": "url",
           "Type": "struct<port:int,scheme:string,path:string,hostname:string,query_string:string,resource_type:string,url_string:string>"
       },
       {
           "Name": "tunnel_type_id",
           "Type": "int"
       },
       {
           "Name": "tunnel_type",
           "Type": "string"
       },
       {
           "Name": "protocol_name",
           "Type": "string"
       },
       {
           "Name": "job",
           "Type": "struct<name:string,file:struct<name:string,type:string,path:string,signature:struct<certificate:struct<version:string,subject:string,issuer:string,fingerprints:array<struct<value:string,algorithm:string,algorithm_id:int>>,created_time:bigint,expiration_time:bigint,serial_number:string>,algorithm:string,algorithm_id:int,developer_uid:string>,type_id:int,parent_folder:string,confidentiality:string,confidentiality_id:int,data_classification:struct<category:string,category_id:int,confidentiality:string,confidentiality_id:int>,hashes:array<struct<value:string,algorithm:string,algorithm_id:int>>,security_descriptor:string>,desc:string,cmd_line:string,created_time:bigint,last_run_time:bigint,next_run_time:bigint,run_state:string,run_state_id:int>"
       },
       {
           "Name": "num_trusted_items",
           "Type": "int"
       },
       {
           "Name": "command_uid",
           "Type": "string"
       },
       {
           "Name": "num_registry_items",
           "Type": "int"
       },
       {
           "Name": "num_network_items",
           "Type": "int"
       },
       {
           "Name": "schedule_uid",
           "Type": "string"
       },
       {
           "Name": "num_resolutions",
           "Type": "int"
       },
       {
           "Name": "scan",
           "Type": "struct<name:string,type:string,type_id:int>"
       },
       {
           "Name": "num_detections",
           "Type": "int"
       },
       {
           "Name": "num_processes",
           "Type": "int"
       },
       {
           "Name": "num_files",
           "Type": "int"
       },
       {
           "Name": "total",
           "Type": "int"
       },
       {
           "Name": "num_folders",
           "Type": "int"
       },
       {
           "Name": "dce_rpc",
           "Type": "struct<command:string,flags:array<string>,command_response:string,opnum:int,rpc_interface:struct<version:string,uuid:string,ack_reason:int,ack_result:int>>"
       },
       {
           "Name": "share",
           "Type": "string"
       },
       {
           "Name": "client_dialects",
           "Type": "array<string>"
       },
       {
           "Name": "open_type",
           "Type": "string"
       },
       {
           "Name": "tree_uid",
           "Type": "string"
       },
       {
           "Name": "share_type_id",
           "Type": "int"
       },
       {
           "Name": "share_type",
           "Type": "string"
       },
       {
           "Name": "dialect",
           "Type": "string"
       },
       {
           "Name": "cis_benchmark_result",
           "Type": "struct<name:string>"
       },
       {
           "Name": "vulnerabilities",
           "Type": "array<struct<references:array<string>,severity:string,affected_packages:array<struct<name:string,version:string,architecture:string,path:string,release:string,package_manager:string>>,cve:struct<type:string,uid:string,references:array<string>,created_time:bigint,cvss:array<struct<version:string,depth:string,base_score:double,vector_string:string,severity:string,overall_score:double>>,epss:struct<version:string,created_time:bigint,score:string>,title:string,desc:string,cwe_url:string>,cwe:struct<uid:string,caption:string,src_url:string>,kb_articles:array<string>,kb_article_list:array<struct<os:struct<name:string,type:string,country:string,type_id:int,lang:string,edition:string,sp_name:string,cpe_name:string,build:string,sp_ver:int>,title:string,product:struct<name:string,version:string,feature:struct<name:string,version:string,uid:string>,url_string:string,vendor_name:string>,uid:string,severity:string,created_time:bigint,is_superseded:boolean,classification:string>>,related_vulnerabilities:array<string>,vendor_name:string>>"
       },
       {
           "Name": "service",
           "Type": "struct<name:string,uid:string>"
       },
       {
           "Name": "data_security",
           "Type": "struct<category:string,pattern_match:string,category_id:int,confidentiality:string,confidentiality_id:int,data_lifecycle_state:string,data_lifecycle_state_id:int,detection_system:string,detection_system_id:int,policy:struct<name:string,version:string,group:struct<type:string,uid:string>,desc:string,uid:string>>"
       },
       {
           "Name": "database",
           "Type": "struct<name:string,type:string,uid:string,type_id:int,data_classification:struct<category:string,category_id:int,confidentiality:string,confidentiality_id:int>,modified_time:bigint>"
       }
   ]
   ```

### Create a custom source in Security Lake
<a name="security-lake-create-security-lake-custom-source"></a>

1. Navigate to the Amazon Security Lake console.

1. Select **Custom sources** in the navigation pane.

1. Choose **Create custom source**.

1. Enter a name for your custom source and select an applicable OCSF event class.
**Note**  
AppFabric uses **Account Change**, **Authentication**, **User Access Management**, **Group Management**, **Web Resources Activity**, and **Web Resource Access Activity** event classes.

1. For both **AWS account ID** and **External ID**, enter your AWS account ID. Then, choose **Create**.

1. Save the Amazon S3 location of the custom source. You will use it to set up an Amazon Data Firehose delivery stream.

### Create a delivery stream in Firehose
<a name="security-lake-create-kinesis-data-firehose"></a>

1. Navigate to the Amazon Data Firehose console.

1. Choose **Create a delivery stream**.

1. For **Source**, select **Direct PUT**.

1. For **Destination**, choose **S3**.

1. In the **Transform and convert records** section, choose **Enable record format conversion** and choose **Apache Parquet** as the output format.

1. For **AWS Glue table**, choose the AWS Glue table that you created in the previous procedure, and choose the latest version.

1. For **Destination settings**, choose the Amazon S3 bucket that you created with the Security Lake custom source.

1. For **Dynamic Partitioning**, choose **Enabled**.

1. For **Inline parsing for JSON**, choose **Enabled**.
   + For **Keyname**, enter `eventDayValue`.
   + For **JQ Expression**, enter `(.time/1000)|strftime("%Y%m%d")`.

1. For the **S3 bucket prefix**, enter the following value.

   ```
   ext/<custom source name>/region=<region>/accountId=<account_id>/eventDay=!{partitionKeyFromQuery:eventDayValue}/
   ```

   Replace *<custom source name>*, *<region>* and *<account\$1id>* with your Security Lake custom source name, AWS Region and AWS account ID.

1. For the **S3 bucket error output prefix**, enter the following value.

   ```
   ext/AppFabric/error/
   ```

1. For the **Retry duration**, select **300**.

1. For the **Buffer size**, select **128 MiB**.

1. For the **Buffer interval**, select **60s**.

1. Complete the creation process for the Firehose delivery stream.

### Create AppFabric ingestions
<a name="security-lake-create-appfabric-ingestions"></a>

To send data to Amazon Security Lake, you must create an ingestion in the AppFabric console that uses the Firehose delivery stream that you created earlier as the output location. For more information about configuring AppFabric ingestions to use Firehose as an output location, see the [Create an output location](prerequisites.md#create-output-location).

# Singularity Cloud
<a name="singularity-cloud-security"></a>

The Singularity Cloud platform protects your enterprise from threats of all categories, at all stages. Its patented AI (Artificial Intelligence) extends security from known signatures and patterns to the most sophisticated attacks, such as zero-day and ransomware.

## AWS AppFabric audit log ingestion considerations
<a name="singularity-cloud-security-ingestion-considerations"></a>

The following sections describe the AppFabric output schema, output formats, and output destinations to use with Singularity Cloud.

### Schema and format
<a name="singularity-cloud-security-schema-format"></a>

Singularity Cloud supports the following AppFabric output schema and formats:

OCSF - JSON: AppFabric normalizes the data using the Open Cybersecurity Schema Framework (OCSF) and outputs the data in the JSON format.

### Output locations
<a name="singularity-cloud-security-output-locations"></a>

Singularity Cloud supports receiving Audit Logs from following AppFabric Output locations.
+ Amazon Simple Storage Service (Amazon S3)
  + To configure Singularity Cloud to receive data from the Amazon S3 bucket that contains your audit logs, follow the instructions in Singularity Cloud’s documentation.

# Splunk
<a name="splunk"></a>

Splunk helps make organizations more resilient. Leading organizations use Splunk’s unified security and observability platform to keep their digital systems secure and reliable. Organizations trust Splunk to prevent security, infrastructure, and application issues from becoming major incidents, absorb shocks from digital disruptions and accelerate digital transformation.

## AWS AppFabric audit log ingestion considerations
<a name="splunk-ingestion-considerations"></a>

The following sections describe the AppFabric output schema, output formats, and output destinations to use with Splunk.

### Schema and format
<a name="splunk-schema-format"></a>

Splunk supports the following AppFabric output schema and formats:
+ Raw - JSON
  + AppFabric outputs data in the original schema used by the source application in the JSON format.
+ OCSF - JSON
  + AppFabric normalizes the data using the Open Cybersecurity Schema Framework (OCSF) and outputs the data in the JSON format.
+ OCSF - Parquet
  + AppFabric normalizes the data using the Open Cybersecurity Schema Framework (OCSF) and outputs the data in the Apache Parquet format.

### Output locations
<a name="splunk-output-locations"></a>

Splunk supports the following AppFabric output locations:
+ Amazon Data Firehose
  + To configure Splunk to receive audit logs from the Firehose stream that contains your audit logs, follow the instructions in [Splunk Add-on for Amazon Data Firehose](https://docs.splunk.com/Documentation/AddOns/released/Firehose/ConfigureFirehose) on the Splunk website.
+ Amazon Simple Storage Service (Amazon S3)
  + To configure Splunk to receive data from the Amazon S3 bucket that contains your audit logs, follow the instructions in [Configure SQS-based S3 inputs for the Splunk Add-on for AWS](https://docs.splunk.com/Documentation/AddOns/released/AWS/SQS-basedS3) on the Splunk website.