diff --git a/alert-policies/amazon-workspaces-web/SessionFailure.yml b/alert-policies/amazon-workspaces-web/SessionFailure.yml
new file mode 100644
index 0000000000..c6ae46b757
--- /dev/null
+++ b/alert-policies/amazon-workspaces-web/SessionFailure.yml
@@ -0,0 +1,33 @@
+name: High Session Failure
+
+description: |+
+  This alert is triggered if the number of failed session exceeds 10 for 10 minutes.
+
+type: STATIC
+nrql:
+  query: "SELECT count(`aws.workspacesweb.SessionFailure`) as 'Query' FROM Metric"
+
+# Function used to aggregate the NRQL query value(s) for comparison to the terms.threshold (Default: SINGLE_VALUE)
+valueFunction: SINGLE_VALUE
+
+# List of Critical and Warning thresholds for the condition
+terms:
+  - priority: CRITICAL
+    # Operator used to compare against the threshold.
+    operator: ABOVE
+    # Value that triggers a violation
+    threshold: 10
+    # Time in seconds; 120 - 3600
+    thresholdDuration: 600
+    # How many data points must be in violation for the duration
+    thresholdOccurrences: ALL
+    
+  # Adding a Warning threshold is optional
+  - priority: WARNING
+    operator: ABOVE
+    threshold: 5
+    thresholdDuration: 600
+    thresholdOccurrences: ALL
+# Duration after which a violation automatically closes
+# Time in seconds; 300 - 2592000 (Default: 86400 [1 day])
+violationTimeLimitSeconds: 86400
diff --git a/dashboards/amazon-workspaces-web/amazon-workspaces-web.json b/dashboards/amazon-workspaces-web/amazon-workspaces-web.json
new file mode 100644
index 0000000000..d60f96dd07
--- /dev/null
+++ b/dashboards/amazon-workspaces-web/amazon-workspaces-web.json
@@ -0,0 +1,135 @@
+{
+    "name": "AWS Workspaces Web",
+    "description": null,
+    "pages": [
+      {
+        "name": "AWS Workspaces Web",
+        "description": null,
+        "widgets": [
+          {
+            "title": "",
+            "layout": {
+              "column": 1,
+              "row": 1,
+              "width": 3,
+              "height": 3
+            },
+            "visualization": {
+              "id": "viz.markdown"
+            },
+            "rawConfiguration": {
+              "text": "# Amazon Workspaces Web\nAmazon WorkSpaces Web is an on-demand, fully managed, Linux-based service designed to facilitate secure browser access to internal websites and software-as-a-service (SaaS) applications. Access the service from existing web browsers, without the administrative burden of infrastructure management, specialized client software, or virtual private network (VPN) solutions."
+            }
+          },
+          {
+            "title": "SessionAttempt",
+            "layout": {
+              "column": 4,
+              "row": 1,
+              "width": 9,
+              "height": 3
+            },
+            "visualization": {
+              "id": "viz.line"
+            },
+            "rawConfiguration": {
+              "facet": {
+                "showOtherSeries": false
+              },
+              "legend": {
+                "enabled": true
+              },
+              "nrqlQueries": [
+                {
+                  "accountId": 0,
+                  "query": "FROM Metric SELECT sum(aws.workspacesweb.SessionAttempt) AS 'SessionAttempt'  WHERE aws.Namespace = 'AWS/WorkSpacesWeb' TIMESERIES AUTO "
+                }
+              ],
+              "platformOptions": {
+                "ignoreTimeRange": false
+              },
+
+              "yAxisLeft": {
+                "zero": true
+              },
+              "yAxisRight": {
+                "zero": true
+              }
+            }
+          },
+          {
+            "title": "SessionSuccess",
+            "layout": {
+              "column": 1,
+              "row": 4,
+              "width": 4,
+              "height": 4
+            },
+            "visualization": {
+              "id": "viz.line"
+            },
+            "rawConfiguration": {
+              "facet": {
+                "showOtherSeries": false
+              },
+              "legend": {
+                "enabled": true
+              },
+              "nrqlQueries": [
+                {
+                  "accountId": 0,
+                  "query": "FROM Metric SELECT sum(aws.workspacesweb.SessionSuccess) AS 'SessionSuccess'  WHERE aws.Namespace = 'AWS/WorkSpacesWeb' TIMESERIES AUTO "
+                }
+              ],
+              "platformOptions": {
+                "ignoreTimeRange": false
+              },
+
+              "yAxisLeft": {
+                "zero": true
+              },
+              "yAxisRight": {
+                "zero": true
+              }
+            }
+          },
+          {
+            "title": "SessionFailure",
+            "layout": {
+              "column": 5,
+              "row": 4,
+              "width": 8,
+              "height": 4
+            },
+            "visualization": {
+              "id": "viz.line"
+            },
+            "rawConfiguration": {
+              "facet": {
+                "showOtherSeries": false
+              },
+              "legend": {
+                "enabled": true
+              },
+              "nrqlQueries": [
+                {
+                  "accountId": 0,
+                  "query": "FROM Metric SELECT sum(aws.workspacesweb.SessionFailure) AS 'SessionFailure'  WHERE aws.Namespace = 'AWS/WorkSpacesWeb' TIMESERIES AUTO "
+                }
+              ],
+              "platformOptions": {
+                "ignoreTimeRange": false
+              },
+
+              "yAxisLeft": {
+                "zero": true
+              },
+              "yAxisRight": {
+                "zero": true
+              }
+            }
+          }
+        ]
+      }
+    ]
+  }
\ No newline at end of file
diff --git a/dashboards/amazon-workspaces-web/amazon-workspaces-web.png b/dashboards/amazon-workspaces-web/amazon-workspaces-web.png
new file mode 100644
index 0000000000..284dfd8ab8
Binary files /dev/null and b/dashboards/amazon-workspaces-web/amazon-workspaces-web.png differ
diff --git a/dashboards/aws-certificate-manager/aws-certificate-manager.json b/dashboards/aws-certificate-manager/aws-certificate-manager.json
new file mode 100644
index 0000000000..86ba9b8162
--- /dev/null
+++ b/dashboards/aws-certificate-manager/aws-certificate-manager.json
@@ -0,0 +1,108 @@
+{
+    "name": "AWS CertificateManager",
+    "description": null,
+    "pages": [
+      {
+        "name": "AWS CertificateManager",
+        "description": null,
+        "widgets": [
+          {
+            "title": "",
+            "layout": {
+              "column": 1,
+              "row": 1,
+              "width": 4,
+              "height": 3
+            },
+            "visualization": {
+              "id": "viz.markdown"
+            },
+            "rawConfiguration": {
+              "text": "# AWS Certificate Manager\nUse AWS Certificate Manager (ACM) to provision, manage, and deploy public and private SSL/TLS certificates for use with AWS services and your internal connected resources. ACM removes the time-consuming manual process of purchasing, uploading, and renewing SSL/TLS certificates.\n\n"
+            }
+          },
+          {
+            "title": "DaysToExpiry",
+            "layout": {
+              "column": 5,
+              "row": 1,
+              "width": 4,
+              "height": 3
+            },
+            "visualization": {
+              "id": "viz.table"
+            },
+            "rawConfiguration": {
+              "facet": {
+                "showOtherSeries": false
+              },
+              "nrqlQueries": [
+                {
+                  "accountId": 0,
+                  "query": "FROM Metric \nSELECT average(`aws.certificatemanager.DaysToExpiry`) AS 'DaysToExpiry'\nWHERE aws.Namespace = 'AWS/CertificateManager' \nFACET `aws.certificatemanager.CertificateArn`, `aws.accountId`, `aws.region`"
+                }
+              ],
+              "platformOptions": {
+                "ignoreTimeRange": false
+              }
+            }
+          },
+          {
+            "title": "Total Certificate By Region",
+            "layout": {
+              "column": 9,
+              "row": 1,
+              "width": 4,
+              "height": 3
+            },
+            "visualization": {
+              "id": "viz.pie"
+            },
+            "rawConfiguration": {
+              "facet": {
+                "showOtherSeries": true
+              },
+              "legend": {
+                "enabled": true
+              },
+              "nrqlQueries": [
+                {
+                  "accountId": 0,
+                  "query": "FROM Metric SELECT uniqueCount(aws.certificatemanager.CertificateArn) WHERE aws.Namespace = 'AWS/CertificateManager' FACET aws.region "
+                }
+              ],
+              "platformOptions": {
+                "ignoreTimeRange": false
+              }
+            }
+          },
+          {
+            "title": "Total Certificate By AccountID",
+            "layout": {
+              "column": 1,
+              "row": 4,
+              "width": 12,
+              "height": 4
+            },
+            "visualization": {
+              "id": "viz.bar"
+            },
+            "rawConfiguration": {
+              "facet": {
+                "showOtherSeries": false
+              },
+              "nrqlQueries": [
+                {
+                  "accountId": 0,
+                  "query": "FROM Metric SELECT uniqueCount(aws.certificatemanager.CertificateArn) AS 'Total Certificates' WHERE aws.Namespace = 'AWS/CertificateManager' FACET aws.accountId "
+                }
+              ],
+              "platformOptions": {
+                "ignoreTimeRange": false
+              }
+            }
+          }
+        ]
+      }
+    ]
+  }
\ No newline at end of file
diff --git a/dashboards/aws-certificate-manager/aws-certificate-manager.png b/dashboards/aws-certificate-manager/aws-certificate-manager.png
new file mode 100644
index 0000000000..20960b27e0
Binary files /dev/null and b/dashboards/aws-certificate-manager/aws-certificate-manager.png differ
diff --git a/dashboards/truera/truera-01.png b/dashboards/truera/truera-01.png
new file mode 100644
index 0000000000..3aaa1aaef5
Binary files /dev/null and b/dashboards/truera/truera-01.png differ
diff --git a/dashboards/truera/truera.json b/dashboards/truera/truera.json
index bf5c506033..337a1a74c1 100644
--- a/dashboards/truera/truera.json
+++ b/dashboards/truera/truera.json
@@ -7,80 +7,65 @@
       "description": null,
       "widgets": [
         {
-          "visualization": {
-            "id": "viz.markdown"
-          },
+          "title": "",
           "layout": {
             "column": 1,
             "row": 1,
-            "height": 3,
-            "width": 5
+            "width": 6,
+            "height": 3
+          },
+          "linkedEntityGuids": null,
+          "visualization": {
+            "id": "viz.markdown"
           },
-          "title": "",
           "rawConfiguration": {
             "text": "![Add Images](https://truera.com/wp-content/uploads/2021/04/Group-70.svg)\n\nTruEra provides best in class AI Quality diagnostics and monitoring solution. With this integration, TruEra and NewRelic users can go beyond standard accuracy, input and output drift monitoring by identifying consequential data drift, and other AI Quality diagnostics such as fairness, conceptual soundness and segment behavior. When combined with NewRelic’s comprehensive observability capabilities, MLOps teams can correlate signals throughout the ML lifecycle.\n\nIf you are new to Truera and want to learn more, [contact us](https://truera.com/#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjI2MDAiLCJ0b2dnbGUiOmZhbHNlfQ%3D%3D)"
-          },
-          "linkedEntityGuids": null
+          }
         },
         {
-          "visualization": {
-            "id": "viz.markdown"
-          },
+          "title": "",
           "layout": {
-            "column": 6,
+            "column": 7,
             "row": 1,
-            "height": 3,
-            "width": 6
+            "width": 6,
+            "height": 3
+          },
+          "linkedEntityGuids": null,
+          "visualization": {
+            "id": "viz.markdown"
           },
-          "title": "",
           "rawConfiguration": {
             "text": "\n# Startup Guide\n\n## Initial bootstrap\n\n* Create and store Truera API key and New Relic API keys.\n* Install truera2newrelic tool.\n\n## Once per model:\n\n* For models to be monitored using new relic, stream metrics from truera to new relic using \"truera2newrelic metrics\" command. The data will show up in model score instability graph below.\n* Setup one dashboard in New Relic per ML model using \"truera2newrelic dashboard\" command. This dashboard will allow you to monitor data and analyze/diagnose issues.\n\nStep by step guide is part of [Trurea - New Relic integration doc](https://docs.newrelic.com/docs/alerts-applied-intelligence/applied-intelligence/mlops-integrations/truera-integration/)\n"
-          },
-          "linkedEntityGuids": null
+          }
         },
         {
-          "visualization": {
-            "id": "viz.markdown"
-          },
+          "title": "",
           "layout": {
             "column": 1,
             "row": 4,
-            "height": 1,
-            "width": 3
+            "width": 3,
+            "height": 2
+          },
+          "linkedEntityGuids": null,
+          "visualization": {
+            "id": "viz.markdown"
           },
-          "title": "",
           "rawConfiguration": {
             "text": "# [Monitor models in New Relic Dashboard](launcher/dashboards.launcher?platform[filters]=IihuYW1lIExJS0UgJ1RydWVyYSBVbmlmaWVkJyBPUiBpZCA9ICdUcnVlcmEgVW5pZmllZCcgT1IgZG9tYWluSWQgPSAnVHJ1ZXJhIFVuaWZpZWQnKSI=&platform[accountId]=3206889&pane=eyJuZXJkbGV0SWQiOiJkYXNoYm9hcmRzLmhvbWUifQ==)\n"
-          },
-          "linkedEntityGuids": null
+          }
         },
         {
-          "visualization": {
-            "id": "viz.markdown"
-          },
+          "title": "Model Instability(NUMERICAL_WASSERSTEIN)",
           "layout": {
             "column": 4,
             "row": 4,
-            "height": 1,
-            "width": 3
+            "width": 9,
+            "height": 3
           },
-          "title": "",
-          "rawConfiguration": {
-            "text": "## [Contact Truera team](https://truera.com/#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjI2MDAiLCJ0b2dnbGUiOmZhbHNlfQ%3D%3D)"
-          },
-          "linkedEntityGuids": null
-        },
-        {
+          "linkedEntityGuids": null,
           "visualization": {
             "id": "viz.line"
           },
-          "layout": {
-            "column": 1,
-            "row": 5,
-            "height": 3,
-            "width": 10
-          },
-          "title": "Model Instability(NUMERICAL_WASSERSTEIN)",
           "rawConfiguration": {
             "legend": {
               "enabled": true
@@ -94,10 +79,26 @@
             "yAxisLeft": {
               "zero": true
             }
+          }
+        },
+        {
+          "title": "",
+          "layout": {
+            "column": 1,
+            "row": 6,
+            "width": 3,
+            "height": 1
+          },
+          "linkedEntityGuids": null,
+          "visualization": {
+            "id": "viz.markdown"
           },
-          "linkedEntityGuids": null
+          "rawConfiguration": {
+            "text": "## [Contact Truera team](https://truera.com/#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjI2MDAiLCJ0b2dnbGUiOmZhbHNlfQ%3D%3D)"
+          }
         }
       ]
     }
-  ]
-}
+  ],
+  "variables": []
+}
\ No newline at end of file
diff --git a/quickstarts/amazon-bedrock/config.yml b/quickstarts/amazon-bedrock/config.yml
index 69d7b2b6d8..19f3853801 100644
--- a/quickstarts/amazon-bedrock/config.yml
+++ b/quickstarts/amazon-bedrock/config.yml
@@ -43,6 +43,7 @@ keywords:
   - ai
   - generative ai
   - NR1_addData
+  - NR1_sys
 alertPolicies:
   - langchain
 dashboards:
diff --git a/quickstarts/annoy/config.yml b/quickstarts/annoy/config.yml
index f705887961..566ab6f6b5 100644
--- a/quickstarts/annoy/config.yml
+++ b/quickstarts/annoy/config.yml
@@ -43,6 +43,7 @@ keywords:
   - vector db 
   - mlops
   - NR1_addData
+  - NR1_sys
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/anyscale/config.yml b/quickstarts/anyscale/config.yml
index 91ceac9e9c..c386fe594c 100644
--- a/quickstarts/anyscale/config.yml
+++ b/quickstarts/anyscale/config.yml
@@ -50,6 +50,7 @@ keywords:
   - generative ai
   - mlops
   - NR1_addData
+  - NR1_sys
 alertPolicies:
   - langchain
 dashboards:
diff --git a/quickstarts/aws/amazon-cloudwatch-network-monitor/config.yml b/quickstarts/aws/amazon-cloudwatch-network-monitor/config.yml
index d4b4e4256c..68e2917f34 100644
--- a/quickstarts/aws/amazon-cloudwatch-network-monitor/config.yml
+++ b/quickstarts/aws/amazon-cloudwatch-network-monitor/config.yml
@@ -27,7 +27,7 @@ keywords:
   - Amazon CloudWatch Network Monitor
   - active network monitoring
 dataSourceIds:
-  - amazon-cloudwatch-network-monitor
+  - amazon-cloudwatch-metric-streams
 dashboards:
   - amazon-cloudwatch-network-monitor
 alertPolicies:
diff --git a/quickstarts/aws/amazon-security-lake/config.yml b/quickstarts/aws/amazon-security-lake/config.yml
index 70b92ab21b..8bbb953610 100644
--- a/quickstarts/aws/amazon-security-lake/config.yml
+++ b/quickstarts/aws/amazon-security-lake/config.yml
@@ -45,4 +45,4 @@ dashboards:
 installPlans:
   - aws-security-lake
 dataSourceIds:
-  - amazon-security-lake
+  - amazon-cloudwatch-metric-streams
diff --git a/quickstarts/aws/amazon-vpc-lattice/config.yml b/quickstarts/aws/amazon-vpc-lattice/config.yml
index dd5ec92759..7513764d52 100644
--- a/quickstarts/aws/amazon-vpc-lattice/config.yml
+++ b/quickstarts/aws/amazon-vpc-lattice/config.yml
@@ -32,7 +32,6 @@ keywords:
   - vpc
   - network
 dataSourceIds:
-  - amazon-vpc-lattice
   - amazon-cloudwatch-metric-streams
 dashboards:
   - amazon-vpc-lattice-access-logs
diff --git a/quickstarts/aws/amazon-workspaces-web/config.yml b/quickstarts/aws/amazon-workspaces-web/config.yml
new file mode 100644
index 0000000000..86c28ac447
--- /dev/null
+++ b/quickstarts/aws/amazon-workspaces-web/config.yml
@@ -0,0 +1,32 @@
+id: cc0c7e07-11f9-4023-8576-f3f0f9c8f1bc
+slug: amazon-workspaces-web
+description: |-
+  ## What is Amazon WorkSpaces Web?
+  Amazon WorkSpaces Web is an on-demand, fully managed, Linux-based service designed to facilitate secure browser access to internal websites and software-as-a-service (SaaS) applications. Access the service from existing web browsers, without the administrative burden of infrastructure management, specialized client software, or virtual private network (VPN) solutions.
+  ### Get started!
+  Start monitoring Amazon WorkSpaces Web by connecting Amazon Web Services (AWS) to New Relic! Take a look at our documentation for information on how to set up this integration.
+  ### More info
+  Check out the [documentation](https://docs.newrelic.com/docs/infrastructure/amazon-integrations/aws-integrations-list/amazon-workspaces-web-monitoring-integration/) to learn more about New Relic monitoring for Amazon WorkSpaces Web.
+summary: |-
+  Monitor Amazon WorkSpaces Web by connecting AWS to New Relic
+icon: logo.png
+level: New Relic
+authors:
+  - New Relic
+title: Amazon WorkSpaces Web
+documentation:
+  - name: Amazon WorkSpaces Web installation docs
+    description: |
+      Monitor Amazon WorkSpaces Web by connecting AWS to New Relic.
+    url: >-
+      https://docs.newrelic.com/docs/infrastructure/amazon-integrations/aws-integrations-list/amazon-workspaces-web-monitoring-integration/
+keywords:
+  - aws
+  - amazon web services
+  - WorkSpaces web
+dashboards:
+  - amazon-workspaces-web
+dataSourceIds:
+  - amazon-cloudwatch-metric-streams
+alertPolicies:
+  - amazon-workspaces-web
\ No newline at end of file
diff --git a/quickstarts/aws/amazon-workspaces-web/logo.png b/quickstarts/aws/amazon-workspaces-web/logo.png
new file mode 100644
index 0000000000..867ba24f54
Binary files /dev/null and b/quickstarts/aws/amazon-workspaces-web/logo.png differ
diff --git a/quickstarts/aws/aws-apprunner/config.yml b/quickstarts/aws/aws-apprunner/config.yml
index 822e5d2ec8..dc91f757b8 100644
--- a/quickstarts/aws/aws-apprunner/config.yml
+++ b/quickstarts/aws/aws-apprunner/config.yml
@@ -23,9 +23,7 @@ keywords:
   - amazon
   - app runner
   - logs
-installPlans:
-  - aws-apprunner
 dataSourceIds:
-  - aws-apprunner
+  - amazon-cloudwatch-metric-streams
 dashboards:
   - aws-apprunner
diff --git a/quickstarts/aws/aws-certificate-manager/config.yml b/quickstarts/aws/aws-certificate-manager/config.yml
new file mode 100644
index 0000000000..cd641f2e8d
--- /dev/null
+++ b/quickstarts/aws/aws-certificate-manager/config.yml
@@ -0,0 +1,31 @@
+id: 426cc432-88e7-40bb-80fb-4f9cd8e8816d
+slug: aws-certificate-manager
+description: |-
+  ## What is AWS Certificate Manager?
+  Use AWS Certificate Manager (ACM) to provision, manage, and deploy public and private SSL/TLS certificates for use with AWS services and your internal connected resources. ACM removes the time-consuming manual process of purchasing, uploading, and renewing SSL/TLS certificates.
+  ### Get started!
+  Start monitoring AWS Certificate Manager by using AWS Kinesis Firehose to send logs to New Relic! Take a look at our documentation for information on how to set this integration.
+  ### More info
+  Check out the [documentation](https://docs.newrelic.com/docs/infrastructure/amazon-integrations/aws-integrations-list/aws-certificate-manager-monitoring-integration/) to learn more about New Relic monitoring for AWS Certificate Manager.
+summary: |-
+  Monitor AWS Certificate Manager by connecting AWS to New Relic
+icon: logo.png
+level: New Relic
+authors:
+  - New Relic
+title: AWS Certificate Manager
+documentation:
+  - name: AWS Certificate Manager installation docs
+    description: |
+      Monitor AWS Certificate Manager by connecting AWS to New Relic.
+    url: >-
+      https://docs.newrelic.com/docs/infrastructure/amazon-integrations/aws-integrations-list/aws-certificate-manager-monitoring-integration/
+keywords:
+  - aws
+  - amazon web services
+  - networking
+  - aws certificate manager
+dashboards:
+  - aws-certificate-manager
+dataSourceIds:
+  - amazon-cloudwatch-metric-streams
\ No newline at end of file
diff --git a/quickstarts/aws/aws-certificate-manager/logo.png b/quickstarts/aws/aws-certificate-manager/logo.png
new file mode 100644
index 0000000000..cf9414d316
Binary files /dev/null and b/quickstarts/aws/aws-certificate-manager/logo.png differ
diff --git a/quickstarts/aws/aws-lambda-telemetry-extension/config.yml b/quickstarts/aws/aws-lambda-telemetry-extension/config.yml
index 888c60c669..3d5e775cbf 100644
--- a/quickstarts/aws/aws-lambda-telemetry-extension/config.yml
+++ b/quickstarts/aws/aws-lambda-telemetry-extension/config.yml
@@ -27,9 +27,7 @@ keywords:
   - serverless
   - lambda
   - telemetry extension
-installPlans:
-  - aws-lambda-telemetry-extension
 dataSourceIds:
-  - aws-lambda-telemetry-extension
+  - amazon-cloudwatch-metric-streams
 dashboards:
   - aws-lambda-telemetry-extension
diff --git a/quickstarts/aws/aws-lex/config.yml b/quickstarts/aws/aws-lex/config.yml
index 40ce54cc24..d4522ca7c9 100644
--- a/quickstarts/aws/aws-lex/config.yml
+++ b/quickstarts/aws/aws-lex/config.yml
@@ -26,7 +26,7 @@ keywords:
   - amazon web services
   - lex
 dataSourceIds:
-  - aws-lex
+  - amazon-cloudwatch-metric-streams
 dashboards:
   - aws-lex
 alertPolicies:
diff --git a/quickstarts/aws/aws-polly/config.yml b/quickstarts/aws/aws-polly/config.yml
index 03a6f6b5d7..5739369126 100644
--- a/quickstarts/aws/aws-polly/config.yml
+++ b/quickstarts/aws/aws-polly/config.yml
@@ -26,6 +26,6 @@ keywords:
   - amazon web services
   - polly
 dataSourceIds:
-  - aws-polly
+  - amazon-cloudwatch-metric-streams
 dashboards:
   - aws-polly
diff --git a/quickstarts/aws/aws-rekognition/config.yml b/quickstarts/aws/aws-rekognition/config.yml
index 792e2e7536..6ca87d4b7f 100644
--- a/quickstarts/aws/aws-rekognition/config.yml
+++ b/quickstarts/aws/aws-rekognition/config.yml
@@ -26,6 +26,6 @@ keywords:
   - amazon web services
   - rekognition
 dataSourceIds:
-  - aws-rekognition
+  - amazon-cloudwatch-metric-streams
 dashboards:
   - aws-rekognition
diff --git a/quickstarts/aws/aws-textract/config.yml b/quickstarts/aws/aws-textract/config.yml
index 1668a7ee3e..5196728621 100644
--- a/quickstarts/aws/aws-textract/config.yml
+++ b/quickstarts/aws/aws-textract/config.yml
@@ -26,6 +26,6 @@ keywords:
   - amazon web services
   - textract
 dataSourceIds:
-  - aws-textract
+  - amazon-cloudwatch-metric-streams
 dashboards:
   - aws-textract
diff --git a/quickstarts/aws/aws-translate/config.yml b/quickstarts/aws/aws-translate/config.yml
index 2b074dd281..7fc027fccb 100644
--- a/quickstarts/aws/aws-translate/config.yml
+++ b/quickstarts/aws/aws-translate/config.yml
@@ -26,6 +26,6 @@ keywords:
   - amazon web services
   - translate
 dataSourceIds:
-  - aws-translate
+  - amazon-cloudwatch-metric-streams
 dashboards:
   - aws-translate
diff --git a/quickstarts/aws/aws-verified-access/config.yml b/quickstarts/aws/aws-verified-access/config.yml
index 7910ee0182..90b4515d81 100644
--- a/quickstarts/aws/aws-verified-access/config.yml
+++ b/quickstarts/aws/aws-verified-access/config.yml
@@ -42,7 +42,5 @@ keywords:
   - networking
 dashboards:
   - aws-verified-access
-installPlans:
-  - aws-verified-access
 dataSourceIds:
-  - amazon-verified-access
+  - amazon-cloudwatch-metric-streams
diff --git a/quickstarts/chromadb/config.yml b/quickstarts/chromadb/config.yml
index dff93c8611..1ca476e0f0 100644
--- a/quickstarts/chromadb/config.yml
+++ b/quickstarts/chromadb/config.yml
@@ -37,6 +37,7 @@ keywords:
   - vector db 
   - mlops
   - NR1_addData
+  - NR1_sys
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/clickhouse/config.yml b/quickstarts/clickhouse/config.yml
index 2476023346..26a83c4662 100644
--- a/quickstarts/clickhouse/config.yml
+++ b/quickstarts/clickhouse/config.yml
@@ -43,6 +43,7 @@ keywords:
   - vector db 
   - mlops
   - NR1_addData
+  - NR1_sys
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/deeplake/config.yml b/quickstarts/deeplake/config.yml
index 1dadb568d0..cce27ef35f 100644
--- a/quickstarts/deeplake/config.yml
+++ b/quickstarts/deeplake/config.yml
@@ -44,6 +44,7 @@ keywords:
   - ai
   - mlops
   - NR1_addData
+  - NR1_sys
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/docarray-hnswsearch/config.yml b/quickstarts/docarray-hnswsearch/config.yml
index 77facdc52a..d1566bdd55 100644
--- a/quickstarts/docarray-hnswsearch/config.yml
+++ b/quickstarts/docarray-hnswsearch/config.yml
@@ -48,6 +48,8 @@ keywords:
   - vector search
   - mlops
   - NR1_addData
+  - NR1_sys
+  - vector db
 alertPolicies:
   - langchain-vectordb
 dashboards:
diff --git a/quickstarts/docarray-inmemorysearch/config.yml b/quickstarts/docarray-inmemorysearch/config.yml
index 1c4d20dfac..177c822859 100644
--- a/quickstarts/docarray-inmemorysearch/config.yml
+++ b/quickstarts/docarray-inmemorysearch/config.yml
@@ -51,6 +51,8 @@ keywords:
   - NLP
   - mlops
   - NR1_addData
+  - NR1_sys
+  - vector db
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/elastic-knn-search/config.yml b/quickstarts/elastic-knn-search/config.yml
index c2f8cf35d1..354e6d9753 100644
--- a/quickstarts/elastic-knn-search/config.yml
+++ b/quickstarts/elastic-knn-search/config.yml
@@ -49,6 +49,8 @@ keywords:
   - elastic search
   - mlops
   - NR1_addData
+  - NR1_sys
+  - vector db
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/elastic-vector-search/config.yml b/quickstarts/elastic-vector-search/config.yml
index a3b0a70a72..3b037adc14 100644
--- a/quickstarts/elastic-vector-search/config.yml
+++ b/quickstarts/elastic-vector-search/config.yml
@@ -49,6 +49,8 @@ keywords:
   - AI
   - ML
   - NLP
+  - NR1_sys
+  - vector db
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/faiss/config.yml b/quickstarts/faiss/config.yml
index bee9eeefad..2ca0a85bdb 100644
--- a/quickstarts/faiss/config.yml
+++ b/quickstarts/faiss/config.yml
@@ -43,6 +43,7 @@ keywords:
   - vector db 
   - mlops
   - NR1_addData
+  - NR1_sys
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/hologres-matching-engine/config.yml b/quickstarts/hologres-matching-engine/config.yml
index 98365e9961..eb879bf8f8 100644
--- a/quickstarts/hologres-matching-engine/config.yml
+++ b/quickstarts/hologres-matching-engine/config.yml
@@ -51,6 +51,8 @@ keywords:
   - big data
   - AI
   - ML
+  - NR1_sys
+  - vector db
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/hugging-face/config.yml b/quickstarts/hugging-face/config.yml
index 3b1da1aa93..9dc0f6cfb4 100644
--- a/quickstarts/hugging-face/config.yml
+++ b/quickstarts/hugging-face/config.yml
@@ -42,6 +42,7 @@ keywords:
   - ai
   - generative ai
   - NR1_addData
+  - NR1_sys
 alertPolicies:
   - langchain
 dashboards:
diff --git a/quickstarts/jina-ai/config.yml b/quickstarts/jina-ai/config.yml
index 43b88143fb..2321cd09bc 100644
--- a/quickstarts/jina-ai/config.yml
+++ b/quickstarts/jina-ai/config.yml
@@ -50,6 +50,7 @@ keywords:
   - neural search
   - mlops
   - NR1_addData
+  - NR1_sys
 alertPolicies:
   - langchain
 dashboards:
diff --git a/quickstarts/lancedb/config.yml b/quickstarts/lancedb/config.yml
index fcd4fe5ce8..996aa323c6 100644
--- a/quickstarts/lancedb/config.yml
+++ b/quickstarts/lancedb/config.yml
@@ -43,6 +43,7 @@ keywords:
   - vector db 
   - mlops
   - NR1_addData
+  - NR1_sys
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/langchain-vectordb/config.yml b/quickstarts/langchain-vectordb/config.yml
index ff269fc992..fe56cfed37 100644
--- a/quickstarts/langchain-vectordb/config.yml
+++ b/quickstarts/langchain-vectordb/config.yml
@@ -41,6 +41,7 @@ keywords:
   - vector db 
   - mlops
   - NR1_addData
+  - NR1_sys
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/marqo/config.yml b/quickstarts/marqo/config.yml
index a68ca252bd..df67a768c1 100644
--- a/quickstarts/marqo/config.yml
+++ b/quickstarts/marqo/config.yml
@@ -43,6 +43,7 @@ keywords:
   - vector db 
   - mlops
   - NR1_addData
+  - NR1_sys
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/meilisearch/config.yml b/quickstarts/meilisearch/config.yml
index 7eeca529be..2fdfb21f5b 100644
--- a/quickstarts/meilisearch/config.yml
+++ b/quickstarts/meilisearch/config.yml
@@ -43,6 +43,7 @@ keywords:
   - vector db 
   - mlops
   - NR1_addData
+  - NR1_sys
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/milvus/config.yml b/quickstarts/milvus/config.yml
index cedc41353d..c00a4cb864 100644
--- a/quickstarts/milvus/config.yml
+++ b/quickstarts/milvus/config.yml
@@ -43,6 +43,7 @@ keywords:
   - vector db 
   - mlops
   - NR1_addData
+  - NR1_sys
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/mlops/langchain/config.yml b/quickstarts/mlops/langchain/config.yml
index 361fec280f..00a64c2f74 100644
--- a/quickstarts/mlops/langchain/config.yml
+++ b/quickstarts/mlops/langchain/config.yml
@@ -49,6 +49,8 @@ keywords:
   - artificial intelligence
   - NR1_addData
   - mlops
+  - NR1_sys
+  - generative ai
 alertPolicies:
   - langchain
 dashboards:
diff --git a/quickstarts/mlops/truera/config.yml b/quickstarts/mlops/truera/config.yml
index 40b952cc65..a5cf3bb057 100644
--- a/quickstarts/mlops/truera/config.yml
+++ b/quickstarts/mlops/truera/config.yml
@@ -2,9 +2,10 @@ id: 81402789-9ae9-4cbd-8686-4d2d4de8951f
 slug: truera
 title: Truera
 description: |
-  TruEra provides best in class AI Quality diagnostics and monitoring solution. TruEra and NewRelic users can go beyond standard accuracy, input and output drift monitoring by identifying consequential data drift, and other AI Quality diagnostics such as fairness, conceptual soundness and segment behavior. When combined with NewRelic’s comprehensive observability capabilities, MLOps teams can correlate signals throughout the ML lifecycle.
+  ## Why monitor TrueEra?
+  Monitoring TruEra with New Relic ensures real-time visibility into AI model performance, facilitating proactive optimization and enhancing reliability. By tracking key metrics and identifying anomalies, organizations can ensure the accuracy and efficiency of their AI models, leading to improved business outcomes and customer satisfaction. New Relic’s comprehensive monitoring capabilities empower teams to detect issues early, streamline troubleshooting, and optimize AI model operations, ultimately driving innovation and competitive advantage in today’s data-driven landscape.
 summary: |
-  With TruEra you can go beyond standard accuracy, input and output drift monitoring and identify consequential data drift and other AI quality diagnostics as well as correlate signals throughout the machine learning lifecycle.
+  Monitoring TruEra with New Relic provides real-time insights into model performance, enabling proactive optimization and ensuring the reliability and accuracy of AI models, ultimately enhancing business outcomes and customer satisfaction.
 level: New Relic
 authors:
   - Truera
diff --git a/quickstarts/mosaicml/config.yml b/quickstarts/mosaicml/config.yml
index c99914f3e1..49870809a4 100644
--- a/quickstarts/mosaicml/config.yml
+++ b/quickstarts/mosaicml/config.yml
@@ -44,6 +44,7 @@ keywords:
   - ai
   - generative ai
   - NR1_addData
+  - NR1_sys
 alertPolicies:
   - langchain
 dashboards:
diff --git a/quickstarts/myscale/config.yml b/quickstarts/myscale/config.yml
index 5bc53192de..7b91819bf0 100644
--- a/quickstarts/myscale/config.yml
+++ b/quickstarts/myscale/config.yml
@@ -57,6 +57,7 @@ keywords:
   - intelligent automation
   - mlops
   - NR1_addData
+  - NR1_sys
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/ollama/config.yml b/quickstarts/ollama/config.yml
index cd6d216e24..cb8c1c4a91 100644
--- a/quickstarts/ollama/config.yml
+++ b/quickstarts/ollama/config.yml
@@ -47,6 +47,7 @@ keywords:
   - generative ai
   - mlops
   - NR1_addData
+  - NR1_sys
 alertPolicies:
   - langchain
 dashboards:
diff --git a/quickstarts/openai/config.yaml b/quickstarts/openai/config.yaml
index 0ca5a62c2b..510f05d671 100644
--- a/quickstarts/openai/config.yaml
+++ b/quickstarts/openai/config.yaml
@@ -39,6 +39,8 @@ keywords:
   - gpt
   - mlops
   - llm
+  - generative ai
+  - NR1_sys
 
 dataSourceIds:
   - llm-application
diff --git a/quickstarts/openllm/config.yml b/quickstarts/openllm/config.yml
index ada04acba0..d3b7e967b8 100644
--- a/quickstarts/openllm/config.yml
+++ b/quickstarts/openllm/config.yml
@@ -50,6 +50,7 @@ keywords:
   - generative ai
   - mlops
   - NR1_addData
+  - NR1_sys
 alertPolicies:
   - langchain
 dashboards:
diff --git a/quickstarts/palm-2/config.yml b/quickstarts/palm-2/config.yml
index bfdc6a15f7..a8398e9df5 100644
--- a/quickstarts/palm-2/config.yml
+++ b/quickstarts/palm-2/config.yml
@@ -45,6 +45,7 @@ keywords:
   - ai
   - generative ai
   - NR1_addData
+  - NR1_sys
 alertPolicies:
   - langchain
 dashboards:
diff --git a/quickstarts/pgvector/config.yml b/quickstarts/pgvector/config.yml
index ca00f01b7f..4554d1f6e9 100644
--- a/quickstarts/pgvector/config.yml
+++ b/quickstarts/pgvector/config.yml
@@ -43,6 +43,7 @@ keywords:
   - vector db 
   - mlops
   - NR1_addData
+  - NR1_sys
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/postgres-embedding/config.yml b/quickstarts/postgres-embedding/config.yml
index bb32ff10cc..623b820334 100644
--- a/quickstarts/postgres-embedding/config.yml
+++ b/quickstarts/postgres-embedding/config.yml
@@ -51,6 +51,8 @@ keywords:
   - text search
   - mlops
   - NR1_addData
+  - NR1_sys
+  - vector db
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/qdrant/config.yml b/quickstarts/qdrant/config.yml
index 81ee050047..94cf658a9a 100644
--- a/quickstarts/qdrant/config.yml
+++ b/quickstarts/qdrant/config.yml
@@ -41,6 +41,7 @@ keywords:
   - vector db
   - mlops
   - NR1_addData
+  - NR1_sys
 alertPolicies:
   - langchain-vectordb
 dashboards:
diff --git a/quickstarts/singlestoredb/config.yml b/quickstarts/singlestoredb/config.yml
index 378d41e56f..c7c7b26bc8 100644
--- a/quickstarts/singlestoredb/config.yml
+++ b/quickstarts/singlestoredb/config.yml
@@ -43,6 +43,7 @@ keywords:
   - vector db 
   - mlops
   - NR1_addData
+  - NR1_sys
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/sklearn-vector-store/config.yml b/quickstarts/sklearn-vector-store/config.yml
index 48b9a1ca75..28ebd37117 100644
--- a/quickstarts/sklearn-vector-store/config.yml
+++ b/quickstarts/sklearn-vector-store/config.yml
@@ -45,6 +45,8 @@ keywords:
   - CV
   - mlops
   - NR1_addData
+  - NR1_sys
+  - vector db
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/starrocks/config.yml b/quickstarts/starrocks/config.yml
index 64610cc50c..0e27a7e076 100644
--- a/quickstarts/starrocks/config.yml
+++ b/quickstarts/starrocks/config.yml
@@ -48,6 +48,7 @@ keywords:
   - artificial intelligence
   - mlops
   - NR1_addData
+  - NR1_sys
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/supabase/config.yml b/quickstarts/supabase/config.yml
index c61fe26239..2934ea556c 100644
--- a/quickstarts/supabase/config.yml
+++ b/quickstarts/supabase/config.yml
@@ -43,6 +43,7 @@ keywords:
   - vector db
   - mlops
   - NR1_addData
+  - NR1_sys
 alertPolicies:
   - langchain-vectordb
 dashboards:
diff --git a/quickstarts/tigris/config.yml b/quickstarts/tigris/config.yml
index ae725fc47c..bf6b7b8533 100644
--- a/quickstarts/tigris/config.yml
+++ b/quickstarts/tigris/config.yml
@@ -41,6 +41,8 @@ keywords:
   - sql based vector database
   - mlops
   - NR1_addData
+  - NR1_sys
+  - vector db
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/typesense/config.yml b/quickstarts/typesense/config.yml
index 4f328d02ef..68b166a5f4 100644
--- a/quickstarts/typesense/config.yml
+++ b/quickstarts/typesense/config.yml
@@ -43,6 +43,7 @@ keywords:
   - vector db
   - mlops
   - NR1_addData
+  - NR1_sys
 alertPolicies:
   - langchain-vectordb
 dashboards:
diff --git a/quickstarts/vectara/config.yml b/quickstarts/vectara/config.yml
index 4eb8493544..71f39d3fab 100644
--- a/quickstarts/vectara/config.yml
+++ b/quickstarts/vectara/config.yml
@@ -41,6 +41,8 @@ keywords:
   - data science
   - mlops
   - NR1_addData
+  - NR1_sys
+  - vector db
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/weaviate/config.yml b/quickstarts/weaviate/config.yml
index 433e4a8753..e7980ea699 100644
--- a/quickstarts/weaviate/config.yml
+++ b/quickstarts/weaviate/config.yml
@@ -37,6 +37,7 @@ keywords:
   - vector db 
   - mlops
   - NR1_addData
+  - NR1_sys
 dashboards:
   - langchain-vectordb
 alertPolicies:
diff --git a/quickstarts/zilliz/config.yml b/quickstarts/zilliz/config.yml
index df5b18eed1..a6ddecf1e8 100644
--- a/quickstarts/zilliz/config.yml
+++ b/quickstarts/zilliz/config.yml
@@ -43,6 +43,7 @@ keywords:
   - vector db 
   - mlops
   - NR1_addData
+  - NR1_sys
 dashboards:
   - langchain-vectordb
 alertPolicies: