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*[**Elastic Cloud**](/deploy-manage/deploy/elastic-cloud.md): Get a hosted solution up and running in minutes.
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*[**Elastic Cloud Hosted**](/deploy-manage/deploy/elastic-cloud/cloud-hosted.md): Our hosted Elastic Stack offering, deployed in the cloud with your provider of choice. Sign up for a [14-day free trial](https://cloud.elastic.co/registration).
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*[**Elastic Cloud Serverless**](/deploy-manage/deploy/elastic-cloud/serverless.md): Create serverless projects for autoscaled and fully managed Elastic deployments. Sign up for a [14-day free trial](https://cloud.elastic.co/serverless-registration).
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*[**{{ecloud}}**](/deploy-manage/deploy/elastic-cloud.md): Get a hosted solution up and running in minutes.
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*[**{{ech}}**](/deploy-manage/deploy/elastic-cloud/cloud-hosted.md): Our hosted {{stack}} offering, deployed in the cloud with your provider of choice. Sign up for a [14-day free trial](https://cloud.elastic.co/registration).
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*[**{{serverless-full}}**](/deploy-manage/deploy/elastic-cloud/serverless.md): Create serverless projects for autoscaled and fully managed Elastic deployments. Sign up for a [14-day free trial](https://cloud.elastic.co/serverless-registration).
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*[**Local development**](/solutions/search/run-elasticsearch-locally.md): Get started quickly with {{es}} and {{kib}} in Docker for local development and testing.
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**Advanced options**
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*[**Self-managed**](/deploy-manage/deploy/self-managed.md): Install, configure, and run Elastic on your own premises.
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*[**Elastic Cloud Enterprise**](https://www.elastic.co/guide/en/cloud-enterprise/current/Elastic-Cloud-Enterprise-overview.html): Deploy Elastic Cloud on public or private clouds, virtual machines, or your own premises.
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*[**Elastic Cloud on Kubernetes**](/deploy-manage/deploy/cloud-on-k8s.md): Deploy Elastic Cloud on Kubernetes.
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*[**{{ece}}**](https://www.elastic.co/guide/en/cloud-enterprise/current/Elastic-Cloud-Enterprise-overview.html): Deploy {{ecloud}} on public or private clouds, virtual machines, or your own premises.
1. Log in to the [{{ecloud}} Console](https://cloud.elastic.co?page=docs&placement=docs-body) or ECE [Cloud UI](../deploy/cloud-enterprise/log-into-cloud-ui.md).
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2. On the home page, find your deployment.
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:::{tip}
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If you have many deployments, you can instead go to the **Hosted deployments** ({{ech}}) or **Deployments** ({{ece}}) page. On that page, you can narrow your deployments by name, ID, or choose from several other filters.
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Several types of {{es}} API keys exist:
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***Personal/User** API key: allows external services to access the Elastic Stack on behalf of a user.
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***Personal/User** API key: allows external services to access the {{stack}} on behalf of a user.
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***Cross-cluster** API key: allows other clusters to connect to this cluster.
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***Managed** API key: created and managed by Kibana to run background tasks.
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***Managed** API key: created and managed by {{kib}} to run background tasks.
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To manage API keys in {{kib}}, go to the **API Keys** management page using the navigation menu or the [global search field](../../explore-analyze/find-and-organize/find-apps-and-objects.md).
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This feature is designed for indirect use by {{ech}}, {{ece}}, and {{eck}}. Direct use is not supported.
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::::
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Cluster autoscaling allows an operator to create tiers of nodes that monitor themselves and determine if scaling is needed based on an operator-defined policy. An Elasticsearch cluster can use the autoscaling API to report when additional resources are required. For example, an operator can define a policy that scales a warm tier based on available disk space. Elasticsearch monitors disk space in the warm tier. If it predicts low disk space for current and future shard copies, the autoscaling API reports that the cluster needs to scale. It remains the responsibility of the operator to add the additional resources that the cluster signals it requires.
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Cluster autoscaling allows an operator to create tiers of nodes that monitor themselves and determine if scaling is needed based on an operator-defined policy. An {{es}} cluster can use the autoscaling API to report when additional resources are required. For example, an operator can define a policy that scales a warm tier based on available disk space. {{es}} monitors disk space in the warm tier. If it predicts low disk space for current and future shard copies, the autoscaling API reports that the cluster needs to scale. It remains the responsibility of the operator to add the additional resources that the cluster signals it requires.
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A policy is composed of a list of roles and a list of deciders. The policy governs the nodes matching the roles. The deciders provide independent estimates of the capacity required. See [Autoscaling deciders](../deploy-manage/autoscaling/autoscaling-deciders.md) for details on available deciders.
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# Autoscaling deciders [autoscaling-deciders]
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[Autoscaling](/deploy-manage/autoscaling.md) in Elasticsearch enables dynamic resource allocation based on predefined policies. A key component of this mechanism is autoscaling deciders, which independently assess resource requirements and determine when scaling actions are necessary. Deciders analyze various factors, such as storage usage, indexing rates, and machine learning workloads, to ensure clusters maintain optimal performance without manual intervention.
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[Autoscaling](/deploy-manage/autoscaling.md) in {{es}} enables dynamic resource allocation based on predefined policies. A key component of this mechanism is autoscaling deciders, which independently assess resource requirements and determine when scaling actions are necessary. Deciders analyze various factors, such as storage usage, indexing rates, and machine learning workloads, to ensure clusters maintain optimal performance without manual intervention.
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::::{admonition} Indirect use only
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This feature is designed for indirect use by {{ech}}, {{ece}}, and {{eck}}. Direct use is not supported.
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: (Optional, [byte value](elasticsearch://reference/elasticsearch/rest-apis/api-conventions.md#byte-units)) The memory needed per shard, in bytes. Defaults to 2000 shards per 64 GB node (roughly 32 MB per shard). Notice that this is total memory, not heap, assuming that the Elasticsearch default heap sizing mechanism is used and that nodes are not bigger than 64 GB.
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: (Optional, [byte value](elasticsearch://reference/elasticsearch/rest-apis/api-conventions.md#byte-units)) The memory needed per shard, in bytes. Defaults to 2000 shards per 64 GB node (roughly 32 MB per shard). Notice that this is total memory, not heap, assuming that the {{es}} default heap sizing mechanism is used and that nodes are not bigger than 64 GB.
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***Data tiers**
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* Each Elasticsearch[data tier](../../manage-data/lifecycle/data-tiers.md) scales upward based on the amount of available storage. When we detect more storage is needed, autoscaling will scale up each data tier independently to ensure you can continue and ingest more data to your hot and content tier, or move data to the warm, cold, or frozen data tiers.
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* Each {{es}}[data tier](../../manage-data/lifecycle/data-tiers.md) scales upward based on the amount of available storage. When we detect more storage is needed, autoscaling will scale up each data tier independently to ensure you can continue and ingest more data to your hot and content tier, or move data to the warm, cold, or frozen data tiers.
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* In addition to scaling up existing data tiers, a new data tier will be automatically added when necessary, based on your [index lifecycle management policies](https://www.elastic.co/guide/en/cloud-enterprise/current/ece-configure-index-management.html).
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* To control the maximum size of each data tier and ensure it will not scale above a certain size, you can use the maximum size per zone field.
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* Autoscaling based on memory or CPU, as well as autoscaling downward, is not currently supported. In case you want to adjust the size of your data tier to add more memory or CPU, or in case you deleted data and want to scale it down, you can set the current size per zone of each data tier manually.
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* The determination of when to scale is based on the expected memory and CPU requirements for the currently configured machine learning jobs and trained models.
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::::{note}
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For any Elasticsearch component the number of availability zones is not affected by autoscaling. You can always set the number of availability zones manually and the autoscaling mechanism will add or remove capacity per availability zone.
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For any {{es}} component the number of availability zones is not affected by autoscaling. You can always set the number of availability zones manually and the autoscaling mechanism will add or remove capacity per availability zone.
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## When does autoscaling occur?[ec-autoscaling-factors]
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The following are known limitations and restrictions with autoscaling:
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* Autoscaling will not run if the cluster is unhealthy or if the last Elasticsearch plan failed.
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* Autoscaling will not run if the cluster is unhealthy or if the last {{es}} plan failed.
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In {{ech}} the following additional limitations apply:
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To enable or disable autoscaling on a deployment:
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1. Log in to the ECE [Cloud UI](../deploy/cloud-enterprise/log-into-cloud-ui.md) or [{{ecloud}} Console](https://cloud.elastic.co?page=docs&placement=docs-body).
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2. On the **Deployments** page, select your deployment.
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Narrow your deployments by name, ID, or choose from several other filters. To customize your view, use a combination of filters, or change the format from a grid to a list.
4. Select desired autoscaling configuration for this deployment using **Enable Autoscaling for:** dropdown menu.
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5. Select **Confirm** to have the autoscaling change and any other settings take effect. All plan changes are shown on the Deployment **Activity** page.
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4. Under the deployment's name in the navigation menu, select **Edit**.
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5. Select desired autoscaling configuration for this deployment using **Enable Autoscaling for:** dropdown menu.
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6. Select **Confirm** to have the autoscaling change and any other settings take effect. All plan changes are shown on the Deployment **Activity** page.
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When autoscaling has been enabled, the autoscaled nodes resize according to the [autoscaling settings](#ec-autoscaling-update). Current sizes are shown on the deployment overview page.
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Each autoscaling setting is configured with a default value. You can adjust these if necessary, as follows:
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1. Log in to the ECE [Cloud UI](../deploy/cloud-enterprise/log-into-cloud-ui.md) or [{{ecloud}} Console](https://cloud.elastic.co?page=docs&placement=docs-body).
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2. On the **Deployments** page, select your deployment.
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Narrow your deployments by name, ID, or choose from several other filters. To customize your view, use a combination of filters, or change the format from a grid to a list.
3.Under the deployment's name in the navigation menu, select **Edit**.
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4. To update a data tier:
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1. Use the dropdown box to set the **Maximum size per zone** to the largest amount of resources that should be allocated to the data tier automatically. The resources will not scale above this value.
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% ECE NOTE
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::::{note} - {{ece}}
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On Elastic Cloud Enterprise, system-owned deployment templates include the default values for all deployment autoscaling settings.
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On {{ece}}, system-owned deployment templates include the default values for all deployment autoscaling settings.
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## Autoscaling example [ec-autoscaling-example]
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To help you better understand the available autoscaling settings, this example describes a typical autoscaling workflow on sample Elastic Cloud Enterprise or {{ech}} deployment.
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To help you better understand the available autoscaling settings, this example describes a typical autoscaling workflow on sample {{ece}} or {{ech}} deployment.
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1. Enable autoscaling:
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2. View and adjust autoscaling settings on data tiers:
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1. Open the **Edit** page for your deployment to get the current and maximum size per zone of each Elasticsearch data tier. In this example, the hot data and content tier has the following settings:
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1. Open the **Edit** page for your deployment to get the current and maximum size per zone of each {{es}} data tier. In this example, the hot data and content tier has the following settings:
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| --- | --- | --- |
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Note the following requirements when you run this API request:
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* All Elasticsearch components must be included in the request, even if they are not enabled (that is, if they have a zero size). All components are included in this example.
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* The request requires a format that supports data tiers. Specifically, all Elasticsearch components must contain the following properties:
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* All {{es}} components must be included in the request, even if they are not enabled (that is, if they have a zero size). All components are included in this example.
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* The request requires a format that supports data tiers. Specifically, all {{es}} components must contain the following properties:
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