diff --git a/snooty.toml b/snooty.toml
index 0d36ab77f..48d20a6cc 100644
--- a/snooty.toml
+++ b/snooty.toml
@@ -24,7 +24,7 @@ toc_landing_pages = [
 sharedinclude_root = "https://raw.githubusercontent.com/10gen/docs-shared/main/"
 
 [constants]
-driver = "java"
+driver = "Java"
 driver-long = "MongoDB Java Driver"
 driver-short = "Java driver"
 version = "5.5"
diff --git a/source/aggregation/aggregation-examples.txt b/source/aggregation/aggregation-examples.txt
index 298d47179..c8a951920 100644
--- a/source/aggregation/aggregation-examples.txt
+++ b/source/aggregation/aggregation-examples.txt
@@ -20,7 +20,13 @@ Aggregation Examples
 Overview
 --------
 
-This page demonstrates how to use aggregation pipelines.
+This guide provides examples of how to use aggregation pipelines.
+
+.. sharedinclude:: dbx/agg-tutorials-manual-tip.rst
+
+   .. replacement:: language
+
+      :guilabel:`{+driver+} (Sync)`
 
 Import Classes
 ~~~~~~~~~~~~~~