mongodb · rustagir · Jun 23, 2025 · Jun 17, 2025 · Jun 17, 2025 · Jun 23, 2025
diff --git a/source/fundamentals/aggregation.txt b/source/fundamentals/aggregation.txt
@@ -16,18 +16,33 @@ Aggregation
 Overview
 --------
 
-In this guide, you can learn how to use **aggregation operations** in the MongoDB Kotlin driver.
+In this guide, you can learn how to use **aggregation operations** in
+the {+driver-short+}.
 
-Aggregation operations process data in your MongoDB collections and return computed results. MongoDB's Aggregation
-pipeline, part of the Query API, is modeled on the concept of data processing pipelines. Documents enter a multi-staged pipeline that
-transforms the documents into an aggregated result.
+Aggregation operations process data in your MongoDB collections and
+return computed results. MongoDB's Aggregation pipeline, part of the
-return computed results. MongoDB's Aggregation pipeline, part of the
+return computed results. MongoDB's aggregation pipeline, part of the
-return computed results. MongoDB's Aggregation pipeline, part of the
+return computed results. MongoDB's aggregation pipeline, part of the
+Query API, is modeled on the concept of data processing pipelines.
-Query API, is modeled on the concept of data processing pipelines.
+Query API, is modeled on the concept of data-processing pipelines.
-Query API, is modeled on the concept of data processing pipelines.
+Query API, is modeled on the concept of data-processing pipelines.
+Documents enter a multi-staged pipeline that transforms the documents
-Documents enter a multi-staged pipeline that transforms the documents
+Documents enter a multi-stage pipeline that transforms the documents
-Documents enter a multi-staged pipeline that transforms the documents
+Documents enter a multi-stage pipeline that transforms the documents
+into an aggregated result. 
 
-Another way to think of aggregation is like a car factory. Within the car factory is an assembly line, along which
-are assembly stations with specialized tools to do a specific job, like drills and welders. Raw parts enter the factory,
-which are then transformed and assembled into a finished product.
+.. sharedinclude:: dbx/agg-tutorials-manual-tip.rst
 
-The **aggregation pipeline** is the assembly line, **aggregation stages** are the assembly stations, and
-**operator expressions** are the specialized tools.
+   .. replacement:: language
+
+      :guilabel:`{+language+} (Coroutine)`
+
+Analogy
+~~~~~~~
+
+Another way to think of aggregation is like a car factory. Within the
-Another way to think of aggregation is like a car factory. Within the
+Aggregation is like a car factory. Within the
-Another way to think of aggregation is like a car factory. Within the
+Aggregation is like a car factory. Within the
+car factory is an assembly line, along which are assembly stations with
+specialized tools to do a specific job, like drills and welders. Raw
+parts enter the factory, which are then transformed and assembled into a
+finished product.
-specialized tools to do a specific job, like drills and welders. Raw
-parts enter the factory, which are then transformed and assembled into a
-finished product.
+specialized tools to do a specific job, like drills and welders. Raw
+parts enter the factory, and the factory transforms them and assembles
+them into a finished product.
-specialized tools to do a specific job, like drills and welders. Raw
-parts enter the factory, which are then transformed and assembled into a
-finished product.
+specialized tools to do a specific job, like drills and welders. Raw
+parts enter the factory, and the factory transforms them and assembles
+them into a finished product.
+
+The **aggregation pipeline** is the assembly line, **aggregation
+stages** are the assembly stations, and **operator expressions** are the
+specialized tools.
 
 Aggregation and Find Operations Compared
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~