diff --git a/docs/docset.yml b/docs/docset.yml
index 3e443564..148fb80c 100644
--- a/docs/docset.yml
+++ b/docs/docset.yml
@@ -9,482 +9,6 @@ toc:
- toc: reference
- toc: release-notes
subs:
- ref: "https://www.elastic.co/guide/en/elasticsearch/reference/current"
- ref-bare: "https://www.elastic.co/guide/en/elasticsearch/reference"
- ref-8x: "https://www.elastic.co/guide/en/elasticsearch/reference/8.1"
- ref-80: "https://www.elastic.co/guide/en/elasticsearch/reference/8.0"
- ref-7x: "https://www.elastic.co/guide/en/elasticsearch/reference/7.17"
- ref-70: "https://www.elastic.co/guide/en/elasticsearch/reference/7.0"
- ref-60: "https://www.elastic.co/guide/en/elasticsearch/reference/6.0"
- ref-64: "https://www.elastic.co/guide/en/elasticsearch/reference/6.4"
- xpack-ref: "https://www.elastic.co/guide/en/x-pack/6.2"
- logstash-ref: "https://www.elastic.co/guide/en/logstash/current"
- kibana-ref: "https://www.elastic.co/guide/en/kibana/current"
- kibana-ref-all: "https://www.elastic.co/guide/en/kibana"
- beats-ref-root: "https://www.elastic.co/guide/en/beats"
- beats-ref: "https://www.elastic.co/guide/en/beats/libbeat/current"
- beats-ref-60: "https://www.elastic.co/guide/en/beats/libbeat/6.0"
- beats-ref-63: "https://www.elastic.co/guide/en/beats/libbeat/6.3"
- beats-devguide: "https://www.elastic.co/guide/en/beats/devguide/current"
- auditbeat-ref: "https://www.elastic.co/guide/en/beats/auditbeat/current"
- packetbeat-ref: "https://www.elastic.co/guide/en/beats/packetbeat/current"
- metricbeat-ref: "https://www.elastic.co/guide/en/beats/metricbeat/current"
- filebeat-ref: "https://www.elastic.co/guide/en/beats/filebeat/current"
- functionbeat-ref: "https://www.elastic.co/guide/en/beats/functionbeat/current"
- winlogbeat-ref: "https://www.elastic.co/guide/en/beats/winlogbeat/current"
- heartbeat-ref: "https://www.elastic.co/guide/en/beats/heartbeat/current"
- journalbeat-ref: "https://www.elastic.co/guide/en/beats/journalbeat/current"
- ingest-guide: "https://www.elastic.co/guide/en/ingest/current"
- fleet-guide: "https://www.elastic.co/guide/en/fleet/current"
- apm-guide-ref: "https://www.elastic.co/guide/en/apm/guide/current"
- apm-guide-7x: "https://www.elastic.co/guide/en/apm/guide/7.17"
- apm-app-ref: "https://www.elastic.co/guide/en/kibana/current"
- apm-agents-ref: "https://www.elastic.co/guide/en/apm/agent"
- apm-android-ref: "https://www.elastic.co/guide/en/apm/agent/android/current"
- apm-py-ref: "https://www.elastic.co/guide/en/apm/agent/python/current"
- apm-py-ref-3x: "https://www.elastic.co/guide/en/apm/agent/python/3.x"
- apm-node-ref-index: "https://www.elastic.co/guide/en/apm/agent/nodejs"
- apm-node-ref: "https://www.elastic.co/guide/en/apm/agent/nodejs/current"
- apm-node-ref-1x: "https://www.elastic.co/guide/en/apm/agent/nodejs/1.x"
- apm-rum-ref: "https://www.elastic.co/guide/en/apm/agent/rum-js/current"
- apm-ruby-ref: "https://www.elastic.co/guide/en/apm/agent/ruby/current"
- apm-java-ref: "https://www.elastic.co/guide/en/apm/agent/java/current"
- apm-go-ref: "https://www.elastic.co/guide/en/apm/agent/go/current"
- apm-dotnet-ref: "https://www.elastic.co/guide/en/apm/agent/dotnet/current"
- apm-php-ref: "https://www.elastic.co/guide/en/apm/agent/php/current"
- apm-ios-ref: "https://www.elastic.co/guide/en/apm/agent/swift/current"
- apm-lambda-ref: "https://www.elastic.co/guide/en/apm/lambda/current"
- apm-attacher-ref: "https://www.elastic.co/guide/en/apm/attacher/current"
- docker-logging-ref: "https://www.elastic.co/guide/en/beats/loggingplugin/current"
- esf-ref: "https://www.elastic.co/guide/en/esf/current"
- kinesis-firehose-ref: "https://www.elastic.co/guide/en/kinesis/{{kinesis_version}}"
- estc-welcome-current: "https://www.elastic.co/guide/en/starting-with-the-elasticsearch-platform-and-its-solutions/current"
- estc-welcome: "https://www.elastic.co/guide/en/starting-with-the-elasticsearch-platform-and-its-solutions/current"
- estc-welcome-all: "https://www.elastic.co/guide/en/starting-with-the-elasticsearch-platform-and-its-solutions"
- hadoop-ref: "https://www.elastic.co/guide/en/elasticsearch/hadoop/current"
- stack-ref: "https://www.elastic.co/guide/en/elastic-stack/current"
- stack-ref-67: "https://www.elastic.co/guide/en/elastic-stack/6.7"
- stack-ref-68: "https://www.elastic.co/guide/en/elastic-stack/6.8"
- stack-ref-70: "https://www.elastic.co/guide/en/elastic-stack/7.0"
- stack-ref-80: "https://www.elastic.co/guide/en/elastic-stack/8.0"
- stack-ov: "https://www.elastic.co/guide/en/elastic-stack-overview/current"
- stack-gs: "https://www.elastic.co/guide/en/elastic-stack-get-started/current"
- stack-gs-current: "https://www.elastic.co/guide/en/elastic-stack-get-started/current"
- javaclient: "https://www.elastic.co/guide/en/elasticsearch/client/java-api/current"
- java-api-client: "https://www.elastic.co/guide/en/elasticsearch/client/java-api-client/current"
- java-rest: "https://www.elastic.co/guide/en/elasticsearch/client/java-rest/current"
- jsclient: "https://www.elastic.co/guide/en/elasticsearch/client/javascript-api/current"
- jsclient-current: "https://www.elastic.co/guide/en/elasticsearch/client/javascript-api/current"
- es-ruby-client: "https://www.elastic.co/guide/en/elasticsearch/client/ruby-api/current"
- es-dotnet-client: "https://www.elastic.co/guide/en/elasticsearch/client/net-api/current"
- es-php-client: "https://www.elastic.co/guide/en/elasticsearch/client/php-api/current"
- es-python-client: "https://www.elastic.co/guide/en/elasticsearch/client/python-api/current"
- defguide: "https://www.elastic.co/guide/en/elasticsearch/guide/2.x"
- painless: "https://www.elastic.co/guide/en/elasticsearch/painless/current"
- plugins: "https://www.elastic.co/guide/en/elasticsearch/plugins/current"
- plugins-8x: "https://www.elastic.co/guide/en/elasticsearch/plugins/8.1"
- plugins-7x: "https://www.elastic.co/guide/en/elasticsearch/plugins/7.17"
- plugins-6x: "https://www.elastic.co/guide/en/elasticsearch/plugins/6.8"
- glossary: "https://www.elastic.co/guide/en/elastic-stack-glossary/current"
- upgrade_guide: "https://www.elastic.co/products/upgrade_guide"
- blog-ref: "https://www.elastic.co/blog/"
- curator-ref: "https://www.elastic.co/guide/en/elasticsearch/client/curator/current"
- curator-ref-current: "https://www.elastic.co/guide/en/elasticsearch/client/curator/current"
- metrics-ref: "https://www.elastic.co/guide/en/metrics/current"
- metrics-guide: "https://www.elastic.co/guide/en/metrics/guide/current"
- logs-ref: "https://www.elastic.co/guide/en/logs/current"
- logs-guide: "https://www.elastic.co/guide/en/logs/guide/current"
- uptime-guide: "https://www.elastic.co/guide/en/uptime/current"
- observability-guide: "https://www.elastic.co/guide/en/observability/current"
- observability-guide-all: "https://www.elastic.co/guide/en/observability"
- siem-guide: "https://www.elastic.co/guide/en/siem/guide/current"
- security-guide: "https://www.elastic.co/guide/en/security/current"
- security-guide-all: "https://www.elastic.co/guide/en/security"
- endpoint-guide: "https://www.elastic.co/guide/en/endpoint/current"
- sql-odbc: "https://www.elastic.co/guide/en/elasticsearch/sql-odbc/current"
- ecs-ref: "https://www.elastic.co/guide/en/ecs/current"
- ecs-logging-ref: "https://www.elastic.co/guide/en/ecs-logging/overview/current"
- ecs-logging-go-logrus-ref: "https://www.elastic.co/guide/en/ecs-logging/go-logrus/current"
- ecs-logging-go-zap-ref: "https://www.elastic.co/guide/en/ecs-logging/go-zap/current"
- ecs-logging-go-zerolog-ref: "https://www.elastic.co/guide/en/ecs-logging/go-zap/current"
- ecs-logging-java-ref: "https://www.elastic.co/guide/en/ecs-logging/java/current"
- ecs-logging-dotnet-ref: "https://www.elastic.co/guide/en/ecs-logging/dotnet/current"
- ecs-logging-nodejs-ref: "https://www.elastic.co/guide/en/ecs-logging/nodejs/current"
- ecs-logging-php-ref: "https://www.elastic.co/guide/en/ecs-logging/php/current"
- ecs-logging-python-ref: "https://www.elastic.co/guide/en/ecs-logging/python/current"
- ecs-logging-ruby-ref: "https://www.elastic.co/guide/en/ecs-logging/ruby/current"
- ml-docs: "https://www.elastic.co/guide/en/machine-learning/current"
- eland-docs: "https://www.elastic.co/guide/en/elasticsearch/client/eland/current"
- eql-ref: "https://eql.readthedocs.io/en/latest/query-guide"
- extendtrial: "https://www.elastic.co/trialextension"
- wikipedia: "https://en.wikipedia.org/wiki"
- forum: "https://discuss.elastic.co/"
- xpack-forum: "https://discuss.elastic.co/c/50-x-pack"
- security-forum: "https://discuss.elastic.co/c/x-pack/shield"
- watcher-forum: "https://discuss.elastic.co/c/x-pack/watcher"
- monitoring-forum: "https://discuss.elastic.co/c/x-pack/marvel"
- graph-forum: "https://discuss.elastic.co/c/x-pack/graph"
- apm-forum: "https://discuss.elastic.co/c/apm"
- enterprise-search-ref: "https://www.elastic.co/guide/en/enterprise-search/current"
- app-search-ref: "https://www.elastic.co/guide/en/app-search/current"
- workplace-search-ref: "https://www.elastic.co/guide/en/workplace-search/current"
- enterprise-search-node-ref: "https://www.elastic.co/guide/en/enterprise-search-clients/enterprise-search-node/current"
- enterprise-search-php-ref: "https://www.elastic.co/guide/en/enterprise-search-clients/php/current"
- enterprise-search-python-ref: "https://www.elastic.co/guide/en/enterprise-search-clients/python/current"
- enterprise-search-ruby-ref: "https://www.elastic.co/guide/en/enterprise-search-clients/ruby/current"
- elastic-maps-service: "https://maps.elastic.co"
- integrations-docs: "https://docs.elastic.co/en/integrations"
- integrations-devguide: "https://www.elastic.co/guide/en/integrations-developer/current"
- time-units: "https://www.elastic.co/guide/en/elasticsearch/reference/current/api-conventions.html#time-units"
- byte-units: "https://www.elastic.co/guide/en/elasticsearch/reference/current/api-conventions.html#byte-units"
- apm-py-ref-v: "https://www.elastic.co/guide/en/apm/agent/python/current"
- apm-node-ref-v: "https://www.elastic.co/guide/en/apm/agent/nodejs/current"
- apm-rum-ref-v: "https://www.elastic.co/guide/en/apm/agent/rum-js/current"
- apm-ruby-ref-v: "https://www.elastic.co/guide/en/apm/agent/ruby/current"
- apm-java-ref-v: "https://www.elastic.co/guide/en/apm/agent/java/current"
- apm-go-ref-v: "https://www.elastic.co/guide/en/apm/agent/go/current"
- apm-ios-ref-v: "https://www.elastic.co/guide/en/apm/agent/swift/current"
- apm-dotnet-ref-v: "https://www.elastic.co/guide/en/apm/agent/dotnet/current"
- apm-php-ref-v: "https://www.elastic.co/guide/en/apm/agent/php/current"
- ecloud: "Elastic Cloud"
- esf: "Elastic Serverless Forwarder"
- ess: "Elasticsearch Service"
- ece: "Elastic Cloud Enterprise"
- eck: "Elastic Cloud on Kubernetes"
- serverless-full: "Elastic Cloud Serverless"
- serverless-short: "Serverless"
- es-serverless: "Elasticsearch Serverless"
- es3: "Elasticsearch Serverless"
- obs-serverless: "Elastic Observability Serverless"
- sec-serverless: "Elastic Security Serverless"
- serverless-docs: "https://docs.elastic.co/serverless"
- cloud: "https://www.elastic.co/guide/en/cloud/current"
- ess-utm-params: "?page=docs&placement=docs-body"
- ess-baymax: "?page=docs&placement=docs-body"
- ess-trial: "https://cloud.elastic.co/registration?page=docs&placement=docs-body"
- ess-product: "https://www.elastic.co/cloud/elasticsearch-service?page=docs&placement=docs-body"
- ess-console: "https://cloud.elastic.co?page=docs&placement=docs-body"
- ess-console-name: "Elasticsearch Service Console"
- ess-deployments: "https://cloud.elastic.co/deployments?page=docs&placement=docs-body"
- ece-ref: "https://www.elastic.co/guide/en/cloud-enterprise/current"
- eck-ref: "https://www.elastic.co/guide/en/cloud-on-k8s/current"
- ess-leadin: "You can run Elasticsearch on your own hardware or use our hosted Elasticsearch Service that is available on AWS, GCP, and Azure. https://cloud.elastic.co/registration{ess-utm-params}[Try the Elasticsearch Service for free]."
- ess-leadin-short: "Our hosted Elasticsearch Service is available on AWS, GCP, and Azure, and you can https://cloud.elastic.co/registration{ess-utm-params}[try it for free]."
- ess-icon: "image:https://doc-icons.s3.us-east-2.amazonaws.com/logo_cloud.svg[link=\"https://cloud.elastic.co/registration{ess-utm-params}\", title=\"Supported on Elasticsearch Service\"]"
- ece-icon: "image:https://doc-icons.s3.us-east-2.amazonaws.com/logo_cloud_ece.svg[link=\"https://cloud.elastic.co/registration{ess-utm-params}\", title=\"Supported on Elastic Cloud Enterprise\"]"
- cloud-only: "This feature is designed for indirect use by https://cloud.elastic.co/registration{ess-utm-params}[Elasticsearch Service], https://www.elastic.co/guide/en/cloud-enterprise/{ece-version-link}[Elastic Cloud Enterprise], and https://www.elastic.co/guide/en/cloud-on-k8s/current[Elastic Cloud on Kubernetes]. Direct use is not supported."
- ess-setting-change: "image:https://doc-icons.s3.us-east-2.amazonaws.com/logo_cloud.svg[link=\"{ess-trial}\", title=\"Supported on {ess}\"] indicates a change to a supported https://www.elastic.co/guide/en/cloud/current/ec-add-user-settings.html[user setting] for Elasticsearch Service."
- ess-skip-section: "If you use Elasticsearch Service, skip this section. Elasticsearch Service handles these changes for you."
- api-cloud: "https://www.elastic.co/docs/api/doc/cloud"
- api-ece: "https://www.elastic.co/docs/api/doc/cloud-enterprise"
- api-kibana-serverless: "https://www.elastic.co/docs/api/doc/serverless"
- es-feature-flag: "This feature is in development and not yet available for use. This documentation is provided for informational purposes only."
- es-ref-dir: "'{{elasticsearch-root}}/docs/reference'"
- apm-app: "APM app"
- uptime-app: "Uptime app"
- synthetics-app: "Synthetics app"
- logs-app: "Logs app"
- metrics-app: "Metrics app"
- infrastructure-app: "Infrastructure app"
- siem-app: "SIEM app"
- security-app: "Elastic Security app"
- ml-app: "Machine Learning"
- dev-tools-app: "Dev Tools"
- ingest-manager-app: "Ingest Manager"
- stack-manage-app: "Stack Management"
- stack-monitor-app: "Stack Monitoring"
- alerts-ui: "Alerts and Actions"
- rules-ui: "Rules"
- rac-ui: "Rules and Connectors"
- connectors-ui: "Connectors"
- connectors-feature: "Actions and Connectors"
- stack-rules-feature: "Stack Rules"
- user-experience: "User Experience"
- ems: "Elastic Maps Service"
- ems-init: "EMS"
- hosted-ems: "Elastic Maps Server"
- ipm-app: "Index Pattern Management"
- ingest-pipelines: "ingest pipelines"
- ingest-pipelines-app: "Ingest Pipelines"
- ingest-pipelines-cap: "Ingest pipelines"
- ls-pipelines: "Logstash pipelines"
- ls-pipelines-app: "Logstash Pipelines"
- maint-windows: "maintenance windows"
- maint-windows-app: "Maintenance Windows"
- maint-windows-cap: "Maintenance windows"
- custom-roles-app: "Custom Roles"
- data-source: "data view"
- data-sources: "data views"
- data-source-caps: "Data View"
- data-sources-caps: "Data Views"
- data-source-cap: "Data view"
- data-sources-cap: "Data views"
- project-settings: "Project settings"
- manage-app: "Management"
- index-manage-app: "Index Management"
- data-views-app: "Data Views"
- rules-app: "Rules"
- saved-objects-app: "Saved Objects"
- tags-app: "Tags"
- api-keys-app: "API keys"
- transforms-app: "Transforms"
- connectors-app: "Connectors"
- files-app: "Files"
- reports-app: "Reports"
- maps-app: "Maps"
- alerts-app: "Alerts"
- crawler: "Enterprise Search web crawler"
- ents: "Enterprise Search"
- app-search-crawler: "App Search web crawler"
- agent: "Elastic Agent"
- agents: "Elastic Agents"
- fleet: "Fleet"
- fleet-server: "Fleet Server"
- integrations-server: "Integrations Server"
- ingest-manager: "Ingest Manager"
- ingest-management: "ingest management"
- package-manager: "Elastic Package Manager"
- integrations: "Integrations"
- package-registry: "Elastic Package Registry"
- artifact-registry: "Elastic Artifact Registry"
- aws: "AWS"
stack: "Elastic Stack"
- xpack: "X-Pack"
- es: "Elasticsearch"
kib: "Kibana"
- esms: "Elastic Stack Monitoring Service"
- esms-init: "ESMS"
- ls: "Logstash"
- beats: "Beats"
- auditbeat: "Auditbeat"
- filebeat: "Filebeat"
- heartbeat: "Heartbeat"
- metricbeat: "Metricbeat"
- packetbeat: "Packetbeat"
- winlogbeat: "Winlogbeat"
- functionbeat: "Functionbeat"
- journalbeat: "Journalbeat"
- es-sql: "Elasticsearch SQL"
- esql: "ES|QL"
- elastic-agent: "Elastic Agent"
- k8s: "Kubernetes"
- log-driver-long: "Elastic Logging Plugin for Docker"
- security: "X-Pack security"
- security-features: "security features"
- operator-feature: "operator privileges feature"
- es-security-features: "Elasticsearch security features"
- stack-security-features: "Elastic Stack security features"
- endpoint-sec: "Endpoint Security"
- endpoint-cloud-sec: "Endpoint and Cloud Security"
- elastic-defend: "Elastic Defend"
- elastic-sec: "Elastic Security"
- elastic-endpoint: "Elastic Endpoint"
- swimlane: "Swimlane"
- sn: "ServiceNow"
- sn-itsm: "ServiceNow ITSM"
- sn-itom: "ServiceNow ITOM"
- sn-sir: "ServiceNow SecOps"
- jira: "Jira"
- ibm-r: "IBM Resilient"
- webhook: "Webhook"
- webhook-cm: "Webhook - Case Management"
- opsgenie: "Opsgenie"
- bedrock: "Amazon Bedrock"
- gemini: "Google Gemini"
- hive: "TheHive"
- monitoring: "X-Pack monitoring"
- monitor-features: "monitoring features"
- stack-monitor-features: "Elastic Stack monitoring features"
- watcher: "Watcher"
- alert-features: "alerting features"
- reporting: "X-Pack reporting"
- report-features: "reporting features"
- graph: "X-Pack graph"
- graph-features: "graph analytics features"
- searchprofiler: "Search Profiler"
- xpackml: "X-Pack machine learning"
- ml: "machine learning"
- ml-cap: "Machine learning"
- ml-init: "ML"
- ml-features: "machine learning features"
- stack-ml-features: "Elastic Stack machine learning features"
- ccr: "cross-cluster replication"
- ccr-cap: "Cross-cluster replication"
- ccr-init: "CCR"
- ccs: "cross-cluster search"
- ccs-cap: "Cross-cluster search"
- ccs-init: "CCS"
- ilm: "index lifecycle management"
- ilm-cap: "Index lifecycle management"
- ilm-init: "ILM"
- dlm: "data lifecycle management"
- dlm-cap: "Data lifecycle management"
- dlm-init: "DLM"
- search-snap: "searchable snapshot"
- search-snaps: "searchable snapshots"
- search-snaps-cap: "Searchable snapshots"
- slm: "snapshot lifecycle management"
- slm-cap: "Snapshot lifecycle management"
- slm-init: "SLM"
- rollup-features: "data rollup features"
- ipm: "index pattern management"
- ipm-cap: "Index pattern"
- rollup: "rollup"
- rollup-cap: "Rollup"
- rollups: "rollups"
- rollups-cap: "Rollups"
- rollup-job: "rollup job"
- rollup-jobs: "rollup jobs"
- rollup-jobs-cap: "Rollup jobs"
- dfeed: "datafeed"
- dfeeds: "datafeeds"
- dfeed-cap: "Datafeed"
- dfeeds-cap: "Datafeeds"
- ml-jobs: "machine learning jobs"
- ml-jobs-cap: "Machine learning jobs"
- anomaly-detect: "anomaly detection"
- anomaly-detect-cap: "Anomaly detection"
- anomaly-job: "anomaly detection job"
- anomaly-jobs: "anomaly detection jobs"
- anomaly-jobs-cap: "Anomaly detection jobs"
- dataframe: "data frame"
- dataframes: "data frames"
- dataframe-cap: "Data frame"
- dataframes-cap: "Data frames"
- watcher-transform: "payload transform"
- watcher-transforms: "payload transforms"
- watcher-transform-cap: "Payload transform"
- watcher-transforms-cap: "Payload transforms"
- transform: "transform"
- transforms: "transforms"
- transform-cap: "Transform"
- transforms-cap: "Transforms"
- dataframe-transform: "transform"
- dataframe-transform-cap: "Transform"
- dataframe-transforms: "transforms"
- dataframe-transforms-cap: "Transforms"
- dfanalytics-cap: "Data frame analytics"
- dfanalytics: "data frame analytics"
- dataframe-analytics-config: "'{dataframe} analytics config'"
- dfanalytics-job: "'{dataframe} analytics job'"
- dfanalytics-jobs: "'{dataframe} analytics jobs'"
- dfanalytics-jobs-cap: "'{dataframe-cap} analytics jobs'"
- cdataframe: "continuous data frame"
- cdataframes: "continuous data frames"
- cdataframe-cap: "Continuous data frame"
- cdataframes-cap: "Continuous data frames"
- cdataframe-transform: "continuous transform"
- cdataframe-transforms: "continuous transforms"
- cdataframe-transforms-cap: "Continuous transforms"
- ctransform: "continuous transform"
- ctransform-cap: "Continuous transform"
- ctransforms: "continuous transforms"
- ctransforms-cap: "Continuous transforms"
- oldetection: "outlier detection"
- oldetection-cap: "Outlier detection"
- olscore: "outlier score"
- olscores: "outlier scores"
- fiscore: "feature influence score"
- evaluatedf-api: "evaluate {dataframe} analytics API"
- evaluatedf-api-cap: "Evaluate {dataframe} analytics API"
- binarysc: "binary soft classification"
- binarysc-cap: "Binary soft classification"
- regression: "regression"
- regression-cap: "Regression"
- reganalysis: "regression analysis"
- reganalysis-cap: "Regression analysis"
- depvar: "dependent variable"
- feature-var: "feature variable"
- feature-vars: "feature variables"
- feature-vars-cap: "Feature variables"
- classification: "classification"
- classification-cap: "Classification"
- classanalysis: "classification analysis"
- classanalysis-cap: "Classification analysis"
- infer-cap: "Inference"
- infer: "inference"
- lang-ident-cap: "Language identification"
- lang-ident: "language identification"
- data-viz: "Data Visualizer"
- file-data-viz: "File Data Visualizer"
- feat-imp: "feature importance"
- feat-imp-cap: "Feature importance"
- nlp: "natural language processing"
- nlp-cap: "Natural language processing"
- apm-agent: "APM agent"
- apm-go-agent: "Elastic APM Go agent"
- apm-go-agents: "Elastic APM Go agents"
- apm-ios-agent: "Elastic APM iOS agent"
- apm-ios-agents: "Elastic APM iOS agents"
- apm-java-agent: "Elastic APM Java agent"
- apm-java-agents: "Elastic APM Java agents"
- apm-dotnet-agent: "Elastic APM .NET agent"
- apm-dotnet-agents: "Elastic APM .NET agents"
- apm-node-agent: "Elastic APM Node.js agent"
- apm-node-agents: "Elastic APM Node.js agents"
- apm-php-agent: "Elastic APM PHP agent"
- apm-php-agents: "Elastic APM PHP agents"
- apm-py-agent: "Elastic APM Python agent"
- apm-py-agents: "Elastic APM Python agents"
- apm-ruby-agent: "Elastic APM Ruby agent"
- apm-ruby-agents: "Elastic APM Ruby agents"
- apm-rum-agent: "Elastic APM Real User Monitoring (RUM) JavaScript agent"
- apm-rum-agents: "Elastic APM RUM JavaScript agents"
apm-lambda-ext: "Elastic APM AWS Lambda extension"
- project-monitors: "project monitors"
- project-monitors-cap: "Project monitors"
- private-location: "Private Location"
- private-locations: "Private Locations"
- pwd: "YOUR_PASSWORD"
- esh: "ES-Hadoop"
- default-dist: "default distribution"
- oss-dist: "OSS-only distribution"
- observability: "Observability"
- api-request-title: "Request"
- api-prereq-title: "Prerequisites"
- api-description-title: "Description"
- api-path-parms-title: "Path parameters"
- api-query-parms-title: "Query parameters"
- api-request-body-title: "Request body"
- api-response-codes-title: "Response codes"
- api-response-body-title: "Response body"
- api-example-title: "Example"
- api-examples-title: "Examples"
- api-definitions-title: "Properties"
- multi-arg: "†footnoteref:[multi-arg,This parameter accepts multiple arguments.]"
- multi-arg-ref: "†footnoteref:[multi-arg]"
- yes-icon: "image:https://doc-icons.s3.us-east-2.amazonaws.com/icon-yes.png[Yes,20,15]"
- no-icon: "image:https://doc-icons.s3.us-east-2.amazonaws.com/icon-no.png[No,20,15]"
- es-repo: "https://github.com/elastic/elasticsearch/"
- es-issue: "https://github.com/elastic/elasticsearch/issues/"
- es-pull: "https://github.com/elastic/elasticsearch/pull/"
- es-commit: "https://github.com/elastic/elasticsearch/commit/"
- kib-repo: "https://github.com/elastic/kibana/"
- kib-issue: "https://github.com/elastic/kibana/issues/"
- kibana-issue: "'{kib-repo}issues/'"
- kib-pull: "https://github.com/elastic/kibana/pull/"
- kibana-pull: "'{kib-repo}pull/'"
- kib-commit: "https://github.com/elastic/kibana/commit/"
- ml-repo: "https://github.com/elastic/ml-cpp/"
- ml-issue: "https://github.com/elastic/ml-cpp/issues/"
- ml-pull: "https://github.com/elastic/ml-cpp/pull/"
- ml-commit: "https://github.com/elastic/ml-cpp/commit/"
- apm-repo: "https://github.com/elastic/apm-server/"
- apm-issue: "https://github.com/elastic/apm-server/issues/"
- apm-pull: "https://github.com/elastic/apm-server/pull/"
- kibana-blob: "https://github.com/elastic/kibana/blob/current/"
- apm-get-started-ref: "https://www.elastic.co/guide/en/apm/get-started/current"
- apm-server-ref: "https://www.elastic.co/guide/en/apm/server/current"
- apm-server-ref-v: "https://www.elastic.co/guide/en/apm/server/current"
- apm-server-ref-m: "https://www.elastic.co/guide/en/apm/server/master"
- apm-server-ref-62: "https://www.elastic.co/guide/en/apm/server/6.2"
- apm-server-ref-64: "https://www.elastic.co/guide/en/apm/server/6.4"
- apm-server-ref-70: "https://www.elastic.co/guide/en/apm/server/7.0"
- apm-overview-ref-v: "https://www.elastic.co/guide/en/apm/get-started/current"
- apm-overview-ref-70: "https://www.elastic.co/guide/en/apm/get-started/7.0"
- apm-overview-ref-m: "https://www.elastic.co/guide/en/apm/get-started/master"
- infra-guide: "https://www.elastic.co/guide/en/infrastructure/guide/current"
- a-data-source: "a data view"
- icon-bug: "pass:[]"
- icon-checkInCircleFilled: "pass:[]"
- icon-warningFilled: "pass:[]"
diff --git a/docs/reference/aws-lambda-secrets-manager.md b/docs/reference/aws-lambda-secrets-manager.md
index 856478fd..61f62ff9 100644
--- a/docs/reference/aws-lambda-secrets-manager.md
+++ b/docs/reference/aws-lambda-secrets-manager.md
@@ -19,7 +19,7 @@ We recommend using the AWS-managed encryption key `aws/secretsmanager`. However,
::::::{tab-item} AWS Web Console
In the Web Console of the AWS Secrets Manager, navigate to `Store a new secret`, select `Other type of secret` as the secret type, and choose the `Plaintext` tab for entering the secret value. Enter your APM secret token or APM API key value as a plain string (**not** as a JSON key value pair).
-
+
Click `Next`, choose a secret name, and finalize the creation of the secret.
::::::
diff --git a/docs/images/architecture-white.png b/docs/reference/images/architecture-white.png
similarity index 100%
rename from docs/images/architecture-white.png
rename to docs/reference/images/architecture-white.png
diff --git a/docs/images/secrets-manager.png b/docs/reference/images/secrets-manager.png
similarity index 100%
rename from docs/images/secrets-manager.png
rename to docs/reference/images/secrets-manager.png
diff --git a/docs/reference/index.md b/docs/reference/index.md
index adc3dcbf..7e3f9760 100644
--- a/docs/reference/index.md
+++ b/docs/reference/index.md
@@ -15,7 +15,7 @@ To accomplish the above, Elastic APM agents instrument AWS Lambda functions and
Normally, during the execution of a Lambda function, there’s only a single language process running in the AWS Lambda execution environment. With an AWS Lambda extension, Lambda users run a *second* process alongside their main service/application process.
-
+
By using an AWS Lambda extension, Elastic APM agents can send data to a local Lambda extension process, and that process will forward data on to APM Server asynchronously. The Lambda extension ensures that any potential latency between the Lambda function and the APM Server instance will not cause latency in the request flow of the Lambda function itself.