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Co-authored-by: Rob Swain <[email protected]>

docs/modules/data-connections/pages/data-connection-service.adoc

@@ -39,7 +39,7 @@ You can implement HazelcastInstanceAware in listeners, entry processors, tasks e
 to the `HazelcastInstance`.
 
 In the pipeline API you can use
-https://docs.hazelcast.org/docs/{full-version}/javadoc/com/hazelcast/jet/core/ProcessorMetaSupplier.Context.html#dataConnectionService()[ProcessorMetaSupplier.Context#dataConnectionService()]
+https://docs.hazelcast.org/docs/{full-version}/javadoc/com/hazelcast/jet/core/ProcessorMetaSupplier.Context.html#dataConnectionService()[ProcessorMetaSupplier.Context#dataConnectionService()].
 
 NOTE: The Data Connection Service is only available on the member side. Calling `getDataConnectionService()` on client will result in `UnsupportedOperationException`.
 

docs/modules/data-connections/pages/how-to-map-loader-data-connection.adoc

@@ -1,6 +1,6 @@
 = Map Loader using Data Connection
 
-:description: In this tutorial you build a custom map loader that uses a configured data connection to load the data not present in an IMap.
+:description: In this tutorial you build a custom map loader that uses a configured data connection to load data not present in an IMap.
 
 {description}
 
@@ -106,7 +106,7 @@ Create a blank Java project named pipeline-service-data-connection-example and c
 </project>
 ----
 
-== Step 2. MapLoader
+== Step 3. MapLoader
 
 The following map loader implements the `com.hazelcast.map.MapLoader` and `com.hazelcast.map.MapLoaderLifecycleSupport`
 interfaces.

docs/modules/data-connections/pages/how-to-pipeline-service-data-connection.adoc

@@ -1,6 +1,6 @@
 = Pipeline Service using Data Connection
 
-:description: In this tutorial you build a service that transforms a stream of items. The service uses a data connection to retrieve a connection to a relational database, uses a table in the database to enrich a stream of numbers with a textual representation of the last digit.
+:description: This tutorial builds a service that transforms a stream of items. The service uses a data connection to retrieve a connection to a relational database, uses a table in the database to enrich a stream of numbers with a textual representation of the last digit.
 
 {description}
 
@@ -21,7 +21,7 @@ To complete this tutorial, you need the following:
 
 |===
 
-=== Step 1. Create and Populate the Database
+== Step 1. Create and Populate the Database
 
 This tutorial uses Docker to run the Postgres database.
 
@@ -104,7 +104,7 @@ Create a blank Java project named pipeline-service-data-connection-example and c
 </project>
 ----
 
-== Step 3. the Pipeline and the Job
+== Step 3. Create the Pipeline and the Job
 
 Create a class `EnrichUsingDataConnection` with `main` method that will be the main job class. The `main` method will do the following steps: