2020-10-07 12:31:15 -04:00
|
|
|
[role="xpack"]
|
|
|
|
[[data-tiers]]
|
2020-10-28 19:39:35 -04:00
|
|
|
== Data tiers
|
2020-10-07 12:31:15 -04:00
|
|
|
|
2020-10-28 19:39:35 -04:00
|
|
|
A _data tier_ is a collection of nodes with the same data role that
|
|
|
|
typically share the same hardware profile:
|
2020-10-07 12:31:15 -04:00
|
|
|
|
2020-10-28 19:39:35 -04:00
|
|
|
* <<content-tier, Content tier>> nodes handle the indexing and query load for content such as a product catalog.
|
|
|
|
* <<hot-tier, Hot tier>> nodes handle the indexing load for time series data such as logs or metrics
|
|
|
|
and hold your most recent, most-frequently-accessed data.
|
|
|
|
* <<warm-tier, Warm tier>> nodes hold time series data that is accessed less-frequently
|
|
|
|
and rarely needs to be updated.
|
|
|
|
* <<cold-tier, Cold tier>> nodes hold time series data that is accessed occasionally and not normally updated.
|
2020-10-07 12:31:15 -04:00
|
|
|
|
2020-10-28 19:39:35 -04:00
|
|
|
When you index documents directly to a specific index, they remain on content tier nodes indefinitely.
|
2020-10-07 12:31:15 -04:00
|
|
|
|
2020-10-28 19:39:35 -04:00
|
|
|
When you index documents to a data stream, they initially reside on hot tier nodes.
|
|
|
|
You can configure <<index-lifecycle-management, {ilm}>> ({ilm-init}) policies
|
|
|
|
to automatically transition your time series data through the hot, warm, and cold tiers
|
|
|
|
according to your performance, resiliency and data retention requirements.
|
|
|
|
|
|
|
|
A node's <<data-node, data role>> is configured in `elasticsearch.yml`.
|
|
|
|
For example, the highest-performance nodes in a cluster might be assigned to both the hot and content tiers:
|
2020-10-07 12:31:15 -04:00
|
|
|
|
2020-10-28 19:39:35 -04:00
|
|
|
[source,yaml]
|
|
|
|
--------------------------------------------------
|
|
|
|
node.roles: ["data_hot", "data_content"]
|
|
|
|
--------------------------------------------------
|
|
|
|
|
|
|
|
[discrete]
|
|
|
|
[[content-tier]]
|
|
|
|
=== Content tier
|
|
|
|
|
|
|
|
Data stored in the content tier is generally a collection of items such as a product catalog or article archive.
|
|
|
|
Unlike time series data, the value of the content remains relatively constant over time,
|
|
|
|
so it doesn't make sense to move it to a tier with different performance characteristics as it ages.
|
|
|
|
Content data typically has long data retention requirements, and you want to be able to retrieve
|
|
|
|
items quickly regardless of how old they are.
|
|
|
|
|
|
|
|
Content tier nodes are usually optimized for query performance--they prioritize processing power over IO throughput
|
|
|
|
so they can process complex searches and aggregations and return results quickly.
|
|
|
|
While they are also responsible for indexing, content data is generally not ingested at as high a rate
|
|
|
|
as time series data such as logs and metrics. From a resiliency perspective the indices in this
|
2020-10-07 12:31:15 -04:00
|
|
|
tier should be configured to use one or more replicas.
|
|
|
|
|
2020-10-28 19:39:35 -04:00
|
|
|
New indices are automatically allocated to the <<content-tier>> unless they are part of a data stream.
|
|
|
|
|
|
|
|
[discrete]
|
|
|
|
[[hot-tier]]
|
|
|
|
=== Hot tier
|
2020-10-07 12:31:15 -04:00
|
|
|
|
2020-10-28 19:39:35 -04:00
|
|
|
The hot tier is the {es} entry point for time series data and holds your most-recent,
|
|
|
|
most-frequently-searched time series data.
|
|
|
|
Nodes in the hot tier need to be fast for both reads and writes,
|
|
|
|
which requires more hardware resources and faster storage (SSDs).
|
|
|
|
For resiliency, indices in the hot tier should be configured to use one or more replicas.
|
|
|
|
|
|
|
|
New indices that are part of a <<data-streams, data stream>> are automatically allocated to the
|
|
|
|
hot tier.
|
|
|
|
|
|
|
|
[discrete]
|
2020-10-07 12:31:15 -04:00
|
|
|
[[warm-tier]]
|
2020-10-28 19:39:35 -04:00
|
|
|
=== Warm tier
|
2020-10-07 12:31:15 -04:00
|
|
|
|
2020-10-28 19:39:35 -04:00
|
|
|
Time series data can move to the warm tier once it is being queried less frequently
|
|
|
|
than the recently-indexed data in the hot tier.
|
|
|
|
The warm tier typically holds data from recent weeks.
|
|
|
|
Updates are still allowed, but likely infrequent.
|
|
|
|
Nodes in the warm tier generally don't need to be as fast as those in the hot tier.
|
|
|
|
For resiliency, indices in the warm tier should be configured to use one or more replicas.
|
2020-10-07 12:31:15 -04:00
|
|
|
|
2020-10-28 19:39:35 -04:00
|
|
|
[discrete]
|
2020-10-07 12:31:15 -04:00
|
|
|
[[cold-tier]]
|
2020-10-28 19:39:35 -04:00
|
|
|
=== Cold tier
|
2020-10-07 12:31:15 -04:00
|
|
|
|
2020-10-28 19:39:35 -04:00
|
|
|
Once data in the warm tier is no longer being updated, it can move to the cold tier.
|
|
|
|
The cold tier typically holds the data from recent months or years.
|
|
|
|
The cold tier is still a responsive query tier, but data in the cold tier is not normally updated.
|
|
|
|
As data transitions into the cold tier it can be compressed and shrunken.
|
|
|
|
For resiliency, indices in the cold tier can rely on
|
|
|
|
<<ilm-searchable-snapshot, searchable snapshots>>, eliminating the need for replicas.
|
2020-10-07 13:23:50 -04:00
|
|
|
|
2020-10-07 12:31:15 -04:00
|
|
|
[discrete]
|
|
|
|
[[data-tier-allocation]]
|
|
|
|
=== Data tier index allocation
|
|
|
|
|
2020-10-28 19:39:35 -04:00
|
|
|
When you create an index, by default {es} sets
|
|
|
|
<<tier-preference-allocation-filter, `index.routing.allocation.include._tier_preference`>>
|
|
|
|
to `data_content` to automatically allocate the index shards to the content tier.
|
|
|
|
|
|
|
|
When {es} creates an index as part of a <<data-streams, data stream>>,
|
|
|
|
by default {es} sets
|
|
|
|
<<tier-preference-allocation-filter, `index.routing.allocation.include._tier_preference`>>
|
|
|
|
to `data_hot` to automatically allocate the index shards to the hot tier.
|
2020-10-07 12:31:15 -04:00
|
|
|
|
2020-10-28 19:39:35 -04:00
|
|
|
You can override the automatic tier-based allocation by specifying
|
|
|
|
<<shard-allocation-filtering, shard allocation filtering>>
|
2020-10-07 12:31:15 -04:00
|
|
|
settings in the create index request or index template that matches the new index.
|
2020-10-28 19:39:35 -04:00
|
|
|
|
|
|
|
You can also explicitly set `index.routing.allocation.include._tier_preference`
|
|
|
|
to opt out of the default tier-based allocation.
|
|
|
|
If you set the tier preference to `null`, {es} ignores the data tier roles during allocation.
|
|
|
|
|
2020-10-07 12:31:15 -04:00
|
|
|
[discrete]
|
|
|
|
[[data-tier-migration]]
|
2020-10-28 19:39:35 -04:00
|
|
|
=== Automatic data tier migration
|
2020-10-07 12:31:15 -04:00
|
|
|
|
2020-10-28 19:39:35 -04:00
|
|
|
{ilm-init} automatically transitions managed
|
|
|
|
indices through the available data tiers using the <<ilm-migrate-action, migrate>> action.
|
|
|
|
By default, this action is automatically injected in every phase.
|
|
|
|
You can explicitly specify the migrate action to override the default behavior,
|
|
|
|
or use the <<ilm-allocate-action, allocate action>> to manually specify allocation rules.
|