diff --git a/quickstarts/pinecone-prometheus/config.yml b/quickstarts/pinecone-prometheus/config.yml
index 7bb47210ef..f7a59c71f3 100644
--- a/quickstarts/pinecone-prometheus/config.yml
+++ b/quickstarts/pinecone-prometheus/config.yml
@@ -5,7 +5,7 @@ description: |
   ###  Tune performance:
   Optimize Pinecone with detailed insights, address bottlenecks, reduce latency.
   ### Scale as required:
-  Identify any potential scalability issues early on and take steps to address them
+  Identify any potential scalability issues early on and take steps to address them.
   ### Security: 
   Monitor unusual activities or security breaches, helping you identify and mitigate security threats promptly.
  
@@ -18,7 +18,7 @@ description: |
   - Real-time insights into the performance of your Pinecone deployment
   - Detection of performance bottlenecks and enhance Pinecone configuration to optimize performance
   - Efficient troubleshooting of your Pinecone deployment with New Relic suite of tools
-  - Dashboard that shows Pinecone vector count, request count, request error count, request latency, index fullness, and more.
+  - Dashboard that shows Pinecone vector count, request count, request error count, request latency, index fullness, and more
 summary: |
   Implement monitoring and integrate your Pinecone application with New Relic for performance analysis and insights.
 icon: logo.svg
@@ -30,7 +30,7 @@ documentation:
   - name: Pinecone integration documentation
     description: |
       Implement monitoring and instrumentation for your Pinecone application, and ensure that your application's data is integrated into New Relic for effective performance analysis and insights.
-    url: https://docs.newrelic.com
+    url: https://docs.newrelic.com/docs/infrastructure/prometheus-integrations/install-configure-remote-write/set-your-prometheus-remote-write-integration/
 keywords:
   - pinecone
   - pinecone console