diff --git a/docker/playground/.env b/docker/playground/.env
index 5f53f6303..89f1ac5bf 100644
--- a/docker/playground/.env
+++ b/docker/playground/.env
@@ -28,5 +28,5 @@ SPARK_VERSION=3.4.3
 SPARK_BINARY_VERSION=3.4
 SPARK_HADOOP_VERSION=3.3.4
 ZOOKEEPER_VERSION=3.6.3
-PROMETHEUS_VERSION=2.45.2
-GRAFANA_VERSION=10.0.10
+PROMETHEUS_VERSION=2.53.3
+GRAFANA_VERSION=11.4.0
diff --git a/docs/monitor/metrics.md b/docs/monitor/metrics.md
index 8043fa081..d1d8b5511 100644
--- a/docs/monitor/metrics.md
+++ b/docs/monitor/metrics.md
@@ -101,3 +101,61 @@ Since v1.5.0, you can use the following metrics to replace:
 - `kyuubi.operation.total.ExecuteStatement`
 - `kyuubi.operation.opened.ExecuteStatement`
 - `kyuubi.operation.failed.ExecuteStatement.${errorType}`
+
+## Grafana and Prometheus
+
+[Grafana](https://grafana.com/) is a popular open and composable observability platform. Kyuubi provides
+a Grafana Dashboard template at `<KYUUBI_HOME>/grafana/dashboard-template.json` to help users to monitor
+the Kyuubi server.
+
+To use the provided Grafana Dashboard, [Prometheus](https://prometheus.io/) must be used to collect Kyuubi
+server's metrics.
+
+By default, Kyuubi server exposes Prometheus metrics at `http://<host>:10019/metrics`, you can also modify
+the relative configurations in `kyuubi-defaults.conf`.
+
+```
+kyuubi.metrics.enabled          true
+kyuubi.metrics.reporters        PROMETHEUS
+kyuubi.metrics.prometheus.port  10019
+kyuubi.metrics.prometheus.path  /metrics
+```
+
+To verify Prometheus metrics endpoint, run `curl http://<host>:10019/metrics`, and the output should look like
+
+```
+# HELP kyuubi_buffer_pool_mapped_count Generated from Dropwizard metric import (metric=kyuubi.buffer_pool.mapped.count, type=com.codahale.metrics.jvm.JmxAttributeGauge)
+# TYPE kyuubi_buffer_pool_mapped_count gauge
+kyuubi_buffer_pool_mapped_count 0.0
+# HELP kyuubi_memory_usage_pools_PS_Eden_Space_max Generated from Dropwizard metric import (metric=kyuubi.memory_usage.pools.PS-Eden-Space.max, type=com.codahale.metrics.jvm.MemoryUsageGaugeSet$$Lambda$231/207471778)
+# TYPE kyuubi_memory_usage_pools_PS_Eden_Space_max gauge
+kyuubi_memory_usage_pools_PS_Eden_Space_max 2.064646144E9
+# HELP kyuubi_gc_PS_MarkSweep_time Generated from Dropwizard metric import (metric=kyuubi.gc.PS-MarkSweep.time, type=com.codahale.metrics.jvm.GarbageCollectorMetricSet$$Lambda$218/811207775)
+# TYPE kyuubi_gc_PS_MarkSweep_time gauge
+kyuubi_gc_PS_MarkSweep_time 831.0
+...
+```
+
+Set Prometheus's scraper to target the Kyuubi server cluster endpoints, for example,
+
+```
+cat > /etc/prometheus/prometheus.yml <<EOF
+global:
+scrape_interval: 10s
+scrape_configs:
+  - job_name: "kyuubi-server"
+    scheme: "http"
+    metrics_path: "/metrics"
+    static_configs:
+      - targets:
+          - "kyuubi-server-1:10019"
+          - "kyuubi-server-2:10019"
+EOF
+```
+
+Grafana has built-in support for Prometheus, add the Prometheus data source, and then import the
+`<KYUUBI_HOME>/grafana/dashboard-template.json` into Grafana and customize.
+
+If you have good ideas to improve the dashboard, please don't hesitate to reach out to us by opening
+GitHub [Issues](https://github.com/apache/kyuubi/issues)/[PRs](https://github.com/apache/kyuubi/pulls)
+or sending an email to `dev@kyuubi.apache.org`.
diff --git a/grafana/REAMDE.md b/grafana/REAMDE.md
new file mode 100644
index 000000000..f73ba2fb5
--- /dev/null
+++ b/grafana/REAMDE.md
@@ -0,0 +1,31 @@
+# Kyuubi Grafana Dashboard
+
+[Grafana](https://grafana.com/) is a popular open and composable observability platform. Kyuubi provides
+a Grafana Dashboard template `dashboard-template.json` to help users to monitor the Kyuubi server.
+
+## For Users
+
+By default, Kyuubi server enables metrics system and exposes Prometheus endpoints at `http://<host>:10019/metrics`,
+to use the Kyuubi Grafana Dashboard, you are supposed to have an available Prometheus and Grafana service, then
+configure Prometheus to scrape Kyuubi metrics, add the Prometheus data source into Grafana, and then import the
+`dashboard-template.json` into Grafana and customize. For more details, please read the
+[Kyuubi Docs](https://kyuubi.readthedocs.io/en/master/monitor/metrics.html#grafana-and-prometheus) 
+
+## For Developers
+
+If you have good ideas to improve the dashboard, please don't hesitate to reach out to us by opening
+GitHub [Issues](https://github.com/apache/kyuubi/issues)/[PRs](https://github.com/apache/kyuubi/pulls)
+or sending an email to `dev@kyuubi.apache.org`.
+
+### Export Grafana Dashboard template
+
+Depends on your Grafana version, the exporting steps might be a little different.
+
+Use Grafana 11.4 as an example, after modifying the dashboard, save your changes and click the "Share" button
+on the top-right corner, then choose the "Export" tab and enable the "Export for sharing externally", finally,
+click the "View JSON" button and update the `dashboard-template.json` with that JSON content.
+
+We encourage the developers to use a similar version of Grafana to the existing `dashboard-template.json`,
+and focus on one topic in each PR, to avoid introducing unnecessary and huge diff of `dashboard-template.json`.
+Additionally, to make the reviewers easy to understand your changes, don't forget to attach the current and
+updated dashboard screenshots in your PR description.
diff --git a/grafana/dashboard-template.json b/grafana/dashboard-template.json
new file mode 100644
index 000000000..de5048caa
--- /dev/null
+++ b/grafana/dashboard-template.json
@@ -0,0 +1,2258 @@
+{
+  "annotations": {
+    "list": [
+      {
+        "builtIn": 1,
+        "datasource": "-- Grafana --",
+        "enable": true,
+        "hide": true,
+        "iconColor": "rgba(0, 211, 255, 1)",
+        "name": "Annotations & Alerts",
+        "target": {
+          "limit": 100,
+          "matchAny": false,
+          "tags": [],
+          "type": "dashboard"
+        },
+        "type": "dashboard"
+      }
+    ]
+  },
+  "editable": true,
+  "fiscalYearStartMonth": 0,
+  "graphTooltip": 0,
+  "id": 1,
+  "links": [],
+  "panels": [
+    {
+      "collapsed": false,
+      "gridPos": {
+        "h": 1,
+        "w": 24,
+        "x": 0,
+        "y": 0
+      },
+      "id": 58,
+      "panels": [],
+      "title": "General Information",
+      "type": "row"
+    },
+    {
+      "datasource": "${DS_PROMETHEUS}",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "thresholds"
+          },
+          "mappings": [
+            {
+              "options": {
+                "match": "null",
+                "result": {
+                  "text": "N/A"
+                }
+              },
+              "type": "special"
+            }
+          ],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "dark-blue",
+                "value": null
+              }
+            ]
+          },
+          "unit": "ms"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 6,
+        "w": 8,
+        "x": 0,
+        "y": 1
+      },
+      "id": 31,
+      "maxDataPoints": 100,
+      "options": {
+        "colorMode": "value",
+        "graphMode": "area",
+        "justifyMode": "auto",
+        "orientation": "auto",
+        "percentChangeColorMode": "standard",
+        "reduceOptions": {
+          "calcs": [
+            "lastNotNull"
+          ],
+          "fields": "",
+          "values": false
+        },
+        "showPercentChange": false,
+        "textMode": "auto",
+        "wideLayout": true
+      },
+      "pluginVersion": "11.4.0",
+      "targets": [
+        {
+          "datasource": "${DS_PROMETHEUS}",
+          "editorMode": "code",
+          "exemplar": false,
+          "expr": "kyuubi_jvm_uptime{instance=~\"$instance\",job=~\"$job\"}",
+          "format": "time_series",
+          "instant": true,
+          "legendFormat": "{{instance}}",
+          "range": false,
+          "refId": "A"
+        }
+      ],
+      "title": "Uptime",
+      "type": "stat"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "PBFA97CFB590B2093"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisBorderShow": false,
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "barWidthFactor": 0.6,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "insertNulls": false,
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 6,
+        "w": 16,
+        "x": 8,
+        "y": 1
+      },
+      "id": 69,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "pluginVersion": "11.4.0",
+      "targets": [
+        {
+          "disableTextWrap": false,
+          "editorMode": "code",
+          "exemplar": false,
+          "expr": "kyuubi_connection_total_BATCH{instance=~\"$instance\",job=~\"$job\"}",
+          "format": "time_series",
+          "fullMetaSearch": false,
+          "includeNullMetadata": true,
+          "instant": false,
+          "interval": "",
+          "legendFormat": "{{instance}}-batch",
+          "range": true,
+          "refId": "A",
+          "useBackend": false
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "PBFA97CFB590B2093"
+          },
+          "editorMode": "code",
+          "expr": "kyuubi_connection_total_INTERACTIVE{instance=~\"$instance\",job=~\"$job\"}",
+          "hide": false,
+          "instant": false,
+          "legendFormat": "{{instance}}-interactive",
+          "range": true,
+          "refId": "B"
+        }
+      ],
+      "title": "Connection",
+      "type": "timeseries"
+    },
+    {
+      "datasource": "${DS_PROMETHEUS}",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisBorderShow": false,
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "barWidthFactor": 0.6,
+            "drawStyle": "line",
+            "fillOpacity": 10,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "insertNulls": false,
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "never",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "links": [],
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "bytes"
+        },
+        "overrides": [
+          {
+            "matcher": {
+              "id": "byName",
+              "options": "Usage %"
+            },
+            "properties": [
+              {
+                "id": "custom.drawStyle",
+                "value": "bars"
+              },
+              {
+                "id": "custom.fillOpacity",
+                "value": 100
+              },
+              {
+                "id": "color",
+                "value": {
+                  "fixedColor": "#6d1f62",
+                  "mode": "fixed"
+                }
+              },
+              {
+                "id": "custom.lineWidth",
+                "value": 0
+              },
+              {
+                "id": "unit",
+                "value": "percentunit"
+              },
+              {
+                "id": "min",
+                "value": 0
+              },
+              {
+                "id": "max",
+                "value": 1
+              },
+              {
+                "id": "custom.axisPlacement",
+                "value": "right"
+              }
+            ]
+          },
+          {
+            "matcher": {
+              "id": "byName",
+              "options": "Usage %"
+            },
+            "properties": [
+              {
+                "id": "custom.drawStyle",
+                "value": "bars"
+              },
+              {
+                "id": "custom.fillOpacity",
+                "value": 100
+              },
+              {
+                "id": "color",
+                "value": {
+                  "fixedColor": "#6d1f62",
+                  "mode": "fixed"
+                }
+              },
+              {
+                "id": "custom.lineWidth",
+                "value": 0
+              },
+              {
+                "id": "unit",
+                "value": "percentunit"
+              },
+              {
+                "id": "min",
+                "value": 0
+              },
+              {
+                "id": "max",
+                "value": 1
+              },
+              {
+                "id": "custom.axisPlacement",
+                "value": "right"
+              }
+            ]
+          },
+          {
+            "matcher": {
+              "id": "byName",
+              "options": "Usage %"
+            },
+            "properties": [
+              {
+                "id": "custom.drawStyle",
+                "value": "bars"
+              },
+              {
+                "id": "custom.fillOpacity",
+                "value": 100
+              },
+              {
+                "id": "color",
+                "value": {
+                  "fixedColor": "#6d1f62",
+                  "mode": "fixed"
+                }
+              },
+              {
+                "id": "custom.lineWidth",
+                "value": 0
+              },
+              {
+                "id": "unit",
+                "value": "percentunit"
+              },
+              {
+                "id": "min",
+                "value": 0
+              },
+              {
+                "id": "max",
+                "value": 1
+              },
+              {
+                "id": "custom.axisPlacement",
+                "value": "right"
+              }
+            ]
+          },
+          {
+            "matcher": {
+              "id": "byName",
+              "options": "Usage %"
+            },
+            "properties": [
+              {
+                "id": "custom.drawStyle",
+                "value": "bars"
+              },
+              {
+                "id": "custom.fillOpacity",
+                "value": 100
+              },
+              {
+                "id": "color",
+                "value": {
+                  "fixedColor": "#6d1f62",
+                  "mode": "fixed"
+                }
+              },
+              {
+                "id": "custom.lineWidth",
+                "value": 0
+              },
+              {
+                "id": "unit",
+                "value": "percentunit"
+              },
+              {
+                "id": "min",
+                "value": 0
+              },
+              {
+                "id": "max",
+                "value": 1
+              },
+              {
+                "id": "custom.axisPlacement",
+                "value": "right"
+              }
+            ]
+          },
+          {
+            "matcher": {
+              "id": "byName",
+              "options": "Usage %"
+            },
+            "properties": [
+              {
+                "id": "custom.drawStyle",
+                "value": "bars"
+              },
+              {
+                "id": "custom.fillOpacity",
+                "value": 100
+              },
+              {
+                "id": "color",
+                "value": {
+                  "fixedColor": "#6d1f62",
+                  "mode": "fixed"
+                }
+              },
+              {
+                "id": "custom.lineWidth",
+                "value": 0
+              },
+              {
+                "id": "unit",
+                "value": "percentunit"
+              },
+              {
+                "id": "min",
+                "value": 0
+              },
+              {
+                "id": "max",
+                "value": 1
+              },
+              {
+                "id": "custom.axisPlacement",
+                "value": "right"
+              }
+            ]
+          }
+        ]
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 24,
+        "x": 0,
+        "y": 7
+      },
+      "id": 34,
+      "maxPerRow": 2,
+      "options": {
+        "alertThreshold": true,
+        "legend": {
+          "calcs": [
+            "mean",
+            "lastNotNull",
+            "max",
+            "min"
+          ],
+          "displayMode": "table",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "multi",
+          "sort": "none"
+        }
+      },
+      "pluginVersion": "11.4.0",
+      "repeat": "memarea",
+      "repeatDirection": "h",
+      "targets": [
+        {
+          "datasource": "${DS_PROMETHEUS}",
+          "editorMode": "code",
+          "expr": " kyuubi_memory_usage_total_used{instance=~\"$instance\",job=~\"$job\"}",
+          "hide": false,
+          "legendFormat": "{{instance}}",
+          "range": true,
+          "refId": "B"
+        }
+      ],
+      "title": "Memory Usage",
+      "type": "timeseries"
+    },
+    {
+      "collapsed": false,
+      "gridPos": {
+        "h": 1,
+        "w": 24,
+        "x": 0,
+        "y": 15
+      },
+      "id": 60,
+      "panels": [],
+      "title": "JVM Statistics",
+      "type": "row"
+    },
+    {
+      "datasource": "${DS_PROMETHEUS}",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisBorderShow": false,
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "barWidthFactor": 0.6,
+            "drawStyle": "line",
+            "fillOpacity": 10,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "insertNulls": false,
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "never",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "links": [],
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "bytes"
+        },
+        "overrides": [
+          {
+            "matcher": {
+              "id": "byName",
+              "options": "Usage %"
+            },
+            "properties": [
+              {
+                "id": "custom.drawStyle",
+                "value": "bars"
+              },
+              {
+                "id": "custom.fillOpacity",
+                "value": 100
+              },
+              {
+                "id": "color",
+                "value": {
+                  "fixedColor": "#6d1f62",
+                  "mode": "fixed"
+                }
+              },
+              {
+                "id": "custom.lineWidth",
+                "value": 0
+              },
+              {
+                "id": "unit",
+                "value": "percentunit"
+              },
+              {
+                "id": "min",
+                "value": 0
+              },
+              {
+                "id": "max",
+                "value": 1
+              },
+              {
+                "id": "custom.axisPlacement",
+                "value": "right"
+              }
+            ]
+          }
+        ]
+      },
+      "gridPos": {
+        "h": 10,
+        "w": 8,
+        "x": 0,
+        "y": 16
+      },
+      "id": 64,
+      "maxPerRow": 2,
+      "options": {
+        "alertThreshold": true,
+        "legend": {
+          "calcs": [
+            "mean",
+            "lastNotNull",
+            "max",
+            "min"
+          ],
+          "displayMode": "table",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "multi",
+          "sort": "none"
+        }
+      },
+      "pluginVersion": "11.4.0",
+      "targets": [
+        {
+          "datasource": "${DS_PROMETHEUS}",
+          "editorMode": "code",
+          "expr": "kyuubi_memory_usage_pools_PS_Eden_Space_used{instance=~\"$instance\",job=~\"$job\"}",
+          "hide": false,
+          "legendFormat": "Eden Space Used",
+          "range": true,
+          "refId": "B"
+        },
+        {
+          "datasource": "${DS_PROMETHEUS}",
+          "editorMode": "code",
+          "expr": "sum(kyuubi_memory_usage_pools_Par_Eden_Space_committed)",
+          "hide": false,
+          "legendFormat": "Eden Space Committed",
+          "range": true,
+          "refId": "A"
+        },
+        {
+          "datasource": "${DS_PROMETHEUS}",
+          "editorMode": "code",
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