diff --git a/_troubleshooting/mst/low-disk-memory-cpu.md b/_troubleshooting/mst/low-disk-memory-cpu.md
index 889f7e79e6..f6944351f8 100644
--- a/_troubleshooting/mst/low-disk-memory-cpu.md
+++ b/_troubleshooting/mst/low-disk-memory-cpu.md
@@ -27,13 +27,19 @@ When your database reaches 90% of your allocated disk, memory, or CPU resources,
 an automated message with the text above is sent to your email address.
 
 You can resolve this by logging in to your $MST_LONG
-account and increasing your available resources. From the $MST_LONG Dashboard, select the $MST_SERVICE_SHORT that you want to increase resources
-for. In the `Overview` tab, locate the `Service Plan` section, and click
-`Upgrade Plan`. Select the plan that suits your requirements, and click
-`Upgrade` to enable the additional resources.
+account and changing your plan to increase your available resources:
+
+<Procedure>
+
+1. From the $MST_LONG Dashboard, select the $MST_SERVICE_SHORT that you want to increase resources
+for.
+1. Click `Service Settings` > `Service summary` > `Change Plan`. 
+1. Select the suitable plan and click `Change Plan`.
+
+</Procedure>
 
 If you run out of resources regularly, you might need to consider using your
-resources more efficiently. Consider enabling [Hypercore][setup-hypercore],
+resources more efficiently. Consider enabling [hypercore][setup-hypercore],
 using [continuous aggregates][howto-caggs], or
 [configuring data retention][howto-dataretention] to reduce the amount of
 resources your database uses.
diff --git a/integrations/index.md b/integrations/index.md
index 64430d724b..c586899e8f 100644
--- a/integrations/index.md
+++ b/integrations/index.md
@@ -176,7 +176,7 @@ Some of the most in-demand integrations are listed below.
 [apache-beam]: https://beam.apache.org/releases/javadoc/current/org/apache/beam/sdk/io/jdbc/JdbcIO.html
 [apache-skywalking]: https://skywalking.apache.org/docs/main/next/en/setup/backend/backend-postgresql-monitoring/
 [apache-skywalking-storage]: https://skywalking.apache.org/docs/main/next/en/setup/backend/storages/postgresql/
-[apache-spark]: https://spark.apache.org/docs/3.5.4/sql-data-sources-jdbc.html
+[apache-spark]: https://spark.apache.org/docs/latest/sql-data-sources-jdbc.html
 [appsmith]: https://docs.appsmith.com/connect-data/reference/querying-postgres
 [auth-js]: https://authjs.dev/getting-started/adapters/pg?framework=next-js
 [auth0]: https://auth0.com/blog/configuring-postgresql-as-auth0-custom-database/