Use attributes

Co-authored-by: István Zoltán Szabó <[email protected]>
leemthompo · Aug 27, 2024 · 56cfb44 · 56cfb44
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diff --git a/docs/reference/intro.asciidoc b/docs/reference/intro.asciidoc
@@ -9,7 +9,7 @@ Use {es} to search, index, store, and analyze data of all shapes and sizes in ne
 {es} has a lot of features. Explore the full list on the https://www.elastic.co/elasticsearch/features[product webpage^].
 ====
 
-{es} is the heart of the the <<elasticsearch-intro-elastic-stack,Elastic Stack>> and powers the Elastic https://www.elastic.co/enterprise-search[Search], https://www.elastic.co/observability[Observability] and https://www.elastic.co/security[Security] solutions.
+{es} is the heart of the the <<elasticsearch-intro-elastic-stack,{stack}>> and powers the Elastic https://www.elastic.co/enterprise-search[Search], https://www.elastic.co/observability[Observability] and https://www.elastic.co/security[Security] solutions.
 
 {es} is used for a wide and growing range of use cases. Here are a few examples:
 
@@ -18,7 +18,7 @@ Use {es} to search, index, store, and analyze data of all shapes and sizes in ne
 * *Vector database*. Store and search vectorized data, create vector embeddings with built-in and third-party NLP models.
 * *Retrieval augmented generation (RAG)*. Use {es} as a retrieval engine to augment Generative AI models.
 * *Application and security monitoring*. Monitor and analyze application performance and security data effectively.
-* *Machine learning*. Use machine learning to automatically model the behavior of your data in real time.
+* *Machine learning*. Use {ml} to automatically model the behavior of your data in real-time.
 
 This is just a sample of search, observability, and security use cases enabled by {es}. 
 Refer to our https://www.elastic.co/customers/success-stories[customer success stories] for concrete examples across a range of industry verticals.

diff --git a/docs/reference/modules/shard-ops.asciidoc b/docs/reference/modules/shard-ops.asciidoc
@@ -1,7 +1,7 @@
 [[shard-allocation-relocation-recovery]]
 === Shard allocation, relocation, and recovery
 
-Each index in Elasticsearch is divided into one or more <<scalability,shards>>. 
+Each index in {es} is divided into one or more <<scalability,shards>>. 
 Each document in an index belongs to a single shard.
 
 A cluster can contain multiple copies of a shard. Each shard has one distinguished shard copy called the _primary_, and zero or more non-primary copies called _replicas_. The primary shard copy serves as the main entry point for all indexing operations. The operations on the primary shard copy are then forwarded to its replicas.