diff --git a/quickstarts/python/cherrypy/dashboards/cherrypy.json b/quickstarts/python/cherrypy/dashboards/cherrypy.json
index 5fabfa04a1..6cdc29953d 100644
--- a/quickstarts/python/cherrypy/dashboards/cherrypy.json
+++ b/quickstarts/python/cherrypy/dashboards/cherrypy.json
@@ -38,7 +38,7 @@
 						"nrqlQueries": [
 							{
 								"accountId": 0,
-								"query": "FROM Transaction SELECT count(*) as 'Total transactions', average(duration) as 'Average duration (s)', percentile(duration, 90) as 'Slowest 10% (s)', percentage(count(*), WHERE error is false) AS 'Success rate' SINCE 1 WEEK AGO"
+								"query": "FROM Transaction SELECT count(*) as 'Total transactions', average(duration) as 'Average duration (s)', percentile(duration, 90) as 'Slowest 10%/duration' SINCE 1 week ago"
 							}
 						],
 						"thresholds": []
@@ -96,7 +96,7 @@
 					},
 					"title": "",
 					"rawConfiguration": {
-						"text": "\n![VM metrics](https://raw.githubusercontent.com/newrelic/newrelic-quickstarts/main/quickstarts/python/cherrypy/images/VM-metrics.png)\n"
+						"text": "\n![VM Metrics](https://raw.githubusercontent.com/newrelic/newrelic-quickstarts/main/quickstarts/python/cherrypy/images/VM-metrics.png)\n"
 					},
 					"linkedEntityGuids": null
 				},
@@ -122,6 +122,22 @@
 						"thresholds": []
 					},
 					"linkedEntityGuids": null
+				},
+				{
+					"visualization": {
+						"id": "viz.markdown"
+					},
+					"layout": {
+						"column": 5,
+						"row": 10,
+						"height": 3,
+						"width": 5
+					},
+					"title": "",
+					"rawConfiguration": {
+						"text": "## More details available on Application Monitoring (APM) page.\nDive deeper on transaction details, distributed tracing, related entities, anomalies, errors\nand more. [Open the Explorer.](https://onenr.io/0rVRVGaNWja)"
+					},
+					"linkedEntityGuids": null
 				}
 			]
 		},
@@ -145,7 +161,7 @@
 						"nrqlQueries": [
 							{
 								"accountId": 0,
-								"query": "FROM Transaction SELECT count(*) as 'Total transactions', percentage(count(*), WHERE error IS true) as 'Failed transactions In %', count(*) * percentage(count(*), WHERE error IS true) / 100 as 'Failed transactions' SINCE 1 week ago"
+								"query": "FROM Transaction SELECT count(*) as 'Total transactions', percentage(count(*), WHERE error IS true) as 'Failed transactions in %', count(*) * percentage(count(*), WHERE error IS true) / 100 as 'Failed transactions' SINCE 1 week ago"
 							}
 						],
 						"thresholds": []