diff --git a/pinot-controller/src/main/resources/app/components/Query/VisualizeQueryStageStats.tsx b/pinot-controller/src/main/resources/app/components/Query/VisualizeQueryStageStats.tsx
new file mode 100644
index 000000000000..044b4397bae6
--- /dev/null
+++ b/pinot-controller/src/main/resources/app/components/Query/VisualizeQueryStageStats.tsx
@@ -0,0 +1,183 @@
+import React from "react";
+import ReactFlow, { Background, Controls, MiniMap, Handle, Node, Edge } from "react-flow-renderer";
+import dagre from "dagre";
+import { Typography, useTheme } from "@material-ui/core";
+import "react-flow-renderer/dist/style.css";
+import isEmpty from "lodash/isEmpty";
+
+/**
+ * Main component to visualize query stage stats as a flowchart.
+ */
+export const VisualizeQueryStageStats = ({ stageStats }) => {
+  const { nodes, edges } = generateFlowElements(stageStats); // Generate nodes and edges from input data
+  
+  if(isEmpty(stageStats)) {
+    return (
+      <Typography style={{height: "100px", textAlign: "center"}} variant="body1">
+        No stats available
+      </Typography>
+    );
+  }
+
+  return (
+    <div style={{ height: 500 }}>
+      <ReactFlow
+        nodes={nodes}
+        edges={edges}
+        fitView
+        nodeTypes={nodeTypes} // Use custom node types
+        zoomOnScroll={false}
+      >
+        <Background />
+        <Controls showInteractive={false} />
+        <MiniMap />
+      </ReactFlow>
+    </div>
+  );
+};
+
+// ------------------------------------------------------------
+// Helper functions and constants
+
+// Constants for node styling and layout
+const NODE_PADDING = 10;
+const NODE_HEADER_CONTENT_MARGIN = 5;
+const NODE_HEADER_HEIGHT = 20;
+const NODE_CONTENT_HEIGHT = 16;
+const NODE_TEXT_CHAR_WIDTH = 7;
+const NODE_MIN_WIDTH = 150;
+
+/**
+ * Calculates the dimensions of a node based on its content.
+ */
+const calculateNodeDimensions = (data) => {
+  const contentWidth = Math.max(
+    Object.entries(data)
+      .map(([key, value]) => key.length + String(value).length + 1) // Estimate character count in the content
+      .reduce((max, length) => Math.max(max, length), 0) * NODE_TEXT_CHAR_WIDTH,
+    NODE_MIN_WIDTH
+  );
+
+  const contentHeight =
+    Object.keys(data).length * NODE_CONTENT_HEIGHT + // Height for each data line
+    NODE_HEADER_HEIGHT + // Height for the header
+    NODE_HEADER_CONTENT_MARGIN * 2 + // Margin between header and content
+    NODE_PADDING * 2; // Padding around the node
+
+  return { width: contentWidth + NODE_PADDING * 2, height: contentHeight };
+};
+
+/**
+ * Applies Dagre layout to position nodes and edges.
+ */
+const layoutNodesAndEdges = (nodes, edges, direction = "TB") => {
+  const dagreGraph = new dagre.graphlib.Graph();
+  dagreGraph.setDefaultEdgeLabel(() => ({})); // Default edge properties
+  dagreGraph.setGraph({ rankdir: direction }); // Layout direction
+
+  // Add nodes to the graph
+  nodes.forEach((node) => {
+    dagreGraph.setNode(node.id, { width: node.width, height: node.height });
+  });
+
+  // Add edges to the graph
+  edges.forEach((edge) => {
+    dagreGraph.setEdge(edge.source, edge.target);
+  });
+
+  // Perform Dagre layout
+  dagre.layout(dagreGraph);
+
+  const isHorizontal = direction === "LR";
+  return {
+    nodes: nodes.map((node) => {
+      const layoutedNode = dagreGraph.node(node.id); // Get node's position
+      return {
+        ...node,
+        position: {
+          x: layoutedNode.x - node.width / 2, // Center node horizontally
+          y: layoutedNode.y - node.height / 2, // Center node vertically
+        },
+        targetPosition: isHorizontal ? "left" : "top",
+        sourcePosition: isHorizontal ? "right" : "bottom",
+      };
+    }),
+    edges,
+  };
+};
+
+/**
+ * Recursively generates nodes and edges for the flowchart from a hierarchical data structure.
+ */
+const generateFlowElements = (stats) => {
+  const nodes: Node[] = [];
+  const edges: Edge[] = [];
+
+  /**
+   * Traverses the hierarchy and builds nodes and edges.
+   */
+  const traverseTree = (node, level, index, parentId) => {
+    const { children, ...data } = node;
+    const id = `${level}-${index}`; // Unique ID for the node
+    const { width, height } = calculateNodeDimensions(data);
+
+    // Add the node
+    nodes.push({ id, type: "customNode", data, position: { x: 0, y: 0 }, width, height });
+
+    // Add an edge if this node has a parent
+    if (parentId) {
+      edges.push({ id: `edge-${parentId}-${id}`, source: parentId, target: id });
+    }
+
+    // Recursively process children
+    children?.forEach((child, idx) => traverseTree(child, level + 1, index + idx, id));
+  };
+
+  traverseTree(stats, 0, 0, null); // Start traversal from the root node
+  return layoutNodesAndEdges(nodes, edges);
+};
+
+/**
+ * Custom Node Renderer for React Flow.
+ */
+const CustomNode = ({ data, ...props }) => {
+  const theme = useTheme();
+  return (
+    <div
+      style={{
+        border: "1px solid #ccc",
+        borderRadius: "8px",
+        backgroundColor: "#fff",
+        padding: NODE_PADDING,
+        boxShadow: "0 2px 5px rgba(0, 0, 0, 0.1)",
+        minWidth: NODE_MIN_WIDTH,
+      }}
+    >
+      <Handle type="source" position={props.sourcePosition} />
+      <div
+        style={{
+          fontWeight: "bold",
+          color: theme.palette.primary.main,
+          fontSize: "18px",
+          lineHeight: `${NODE_HEADER_HEIGHT}px`,
+        }}
+      >
+        {data.type || "Unknown Type"} {/* Display node type */}
+      </div>
+      <hr style={{ margin: NODE_HEADER_CONTENT_MARGIN, color: "#ddd" }} />
+      <div style={{ fontSize: "14px", lineHeight: `${NODE_CONTENT_HEIGHT}px` }}>
+        {Object.entries(data).map(([key, value]) => (
+          <div key={key}>
+            <strong>{key}:</strong> {String(value)} {/* Display key-value pairs */}
+          </div>
+        ))}
+      </div>
+      <Handle type="target" position={props.targetPosition} />
+    </div>
+  );
+};
+
+// Define custom node types for React Flow
+const nodeTypes = {
+  customNode: CustomNode,
+};
diff --git a/pinot-controller/src/main/resources/app/pages/Query.tsx b/pinot-controller/src/main/resources/app/pages/Query.tsx
index 364765c50c8a..7caee0266176 100644
--- a/pinot-controller/src/main/resources/app/pages/Query.tsx
+++ b/pinot-controller/src/main/resources/app/pages/Query.tsx
@@ -20,7 +20,7 @@
 
 import React, { useEffect, useState } from 'react';
 import { makeStyles } from '@material-ui/core/styles';
-import { Grid, Checkbox, Button, FormControl, Input, InputLabel, Box, Typography } from '@material-ui/core';
+import { Grid, Checkbox, Button, FormControl, Input, InputLabel, Box, Typography, ButtonGroup } from '@material-ui/core';
 import Alert from '@material-ui/lab/Alert';
 import FileCopyIcon from '@material-ui/icons/FileCopy';
 import { SqlException, TableData } from 'Models';
@@ -48,6 +48,13 @@ import '../styles/styles.css';
 import {Resizable} from "re-resizable";
 import { useHistory, useLocation } from 'react-router';
 import sqlFormatter from '@sqltools/formatter';
+import { VisualizeQueryStageStats } from '../components/Query/VisualizeQueryStageStats';
+
+enum ResultViewType {
+  TABULAR = 'tabular',
+  JSON = 'json',
+  VISUAL = 'visual',
+}
 
 const useStyles = makeStyles((theme) => ({
   title: {
@@ -200,13 +207,14 @@ const QueryPage = () => {
     columns: [],
     records: [],
   });
+  const [resultViewType, setResultViewType] = useState(ResultViewType.TABULAR);
+  const [stageStats, setStageStats] = useState({});
 
   const [warnings, setWarnings] = useState<Array<string>>([]);
 
   const [checked, setChecked] = React.useState({
     tracing: queryParam.get('tracing') === 'true',
     useMSE: queryParam.get('useMSE') === 'true',
-    showResultJSON: false,
   });
 
   const queryExecuted = React.useRef(false);
@@ -325,6 +333,7 @@ const QueryPage = () => {
     setResultData(results.result || { columns: [], records: [] });
     setQueryStats(results.queryStats || { columns: responseStatCols, records: [] });
     setOutputResult(JSON.stringify(results.data, null, 2) || '');
+    setStageStats(results?.data?.stageStats || {});
     setWarnings(extractWarnings(results));
     setQueryLoader(false);
     queryExecuted.current = false;
@@ -405,8 +414,7 @@ const QueryPage = () => {
       setInputQuery(query);
       setChecked({
         tracing: queryParam.get('tracing') === 'true',
-        useMSE: queryParam.get('useMse') === 'true',
-        showResultJSON: checked.showResultJSON,
+        useMSE: queryParam.get('useMse') === 'true'
       });
       setQueryTimeout(Number(queryParam.get('timeout') || '') || '');
       setBoolFlag(!boolFlag);
@@ -663,19 +671,20 @@ const QueryPage = () => {
                         ) : null}
 
                         <FormControlLabel
+                          labelPlacement='start'
                           control={
-                            <Switch
-                              checked={checked.showResultJSON}
-                              onChange={handleChange}
-                              name="showResultJSON"
-                              color="primary"
-                            />
+                            <ButtonGroup color='primary' size='small'>
+                              <Button onClick={() => setResultViewType(ResultViewType.TABULAR)} variant={resultViewType === ResultViewType.TABULAR ? "contained" : "outlined"}>Tabular</Button>
+                              <Button onClick={() => setResultViewType(ResultViewType.JSON)} variant={resultViewType === ResultViewType.JSON ? "contained" : "outlined"}>Json</Button>
+                              <Button onClick={() => setResultViewType(ResultViewType.VISUAL)} variant={resultViewType === ResultViewType.VISUAL ? "contained" : "outlined"}>Visual</Button>
+                            </ButtonGroup>
                           }
-                          label="Show JSON format"
+                          label={<Typography style={{marginRight: "8px"}}>View</Typography>}
+                          style={{marginRight: 0}}
                           className={classes.runNowBtn}
                         />
                       </Grid>
-                      {!checked.showResultJSON ? (
+                      {resultViewType === ResultViewType.TABULAR && (
                         <CustomizedTables
                           title="Query Result"
                           data={resultData}
@@ -683,7 +692,8 @@ const QueryPage = () => {
                           showSearchBox={true}
                           inAccordionFormat={true}
                         />
-                      ) : resultData.columns.length ? (
+                      )} 
+                      {resultViewType === ResultViewType.JSON && (
                         <SimpleAccordion
                           headerTitle="Query Result (JSON Format)"
                           showSearchBox={false}
@@ -695,7 +705,15 @@ const QueryPage = () => {
                             autoCursor={false}
                           />
                         </SimpleAccordion>
-                      ) : null}
+                      )}
+                      {resultViewType === ResultViewType.VISUAL && (
+                        <SimpleAccordion
+                          headerTitle="Query Stats Visualized"
+                          showSearchBox={false}
+                        >
+                          <VisualizeQueryStageStats stageStats={stageStats} />
+                        </SimpleAccordion>
+                      )}
                     </>
                   ) : null}
                 </Grid>
diff --git a/pinot-controller/src/main/resources/package-lock.json b/pinot-controller/src/main/resources/package-lock.json
index cdcfdd9d33e2..fa11376ec24c 100644
--- a/pinot-controller/src/main/resources/package-lock.json
+++ b/pinot-controller/src/main/resources/package-lock.json
@@ -24,6 +24,7 @@
         "clsx": "1.1.1",
         "codemirror": "5.65.5",
         "cross-fetch": "3.1.5",
+        "dagre": "^0.8.5",
         "export-from-json": "1.6.0",
         "file": "0.2.2",
         "json-bigint": "1.0.0",
@@ -37,6 +38,7 @@
         "react-codemirror2": "7.2.1",
         "react-diff-viewer": "3.1.1",
         "react-dom": "16.13.1",
+        "react-flow-renderer": "^10.3.17",
         "react-hook-form": "6.15.8",
         "react-router-dom": "5.3.3",
         "react-spring": "8.0.27"
@@ -259,11 +261,11 @@
       }
     },
     "node_modules/@babel/runtime": {
-      "version": "7.18.3",
-      "resolved": "https://registry.npmjs.org/@babel/runtime/-/runtime-7.18.3.tgz",
-      "integrity": "sha512-38Y8f7YUhce/K7RMwTp7m0uCumpv9hZkitCbBClqQIow1qSbCvGkcegKOXpEWCQLfWmevgRiWokZ1GkpfhbZug==",
+      "version": "7.26.0",
+      "resolved": "https://registry.npmjs.org/@babel/runtime/-/runtime-7.26.0.tgz",
+      "integrity": "sha512-FDSOghenHTiToteC/QRlv2q3DhPZ/oOXTBoirfWNx1Cx3TMVcGWQtMMmQcSvb/JjpNeGzx8Pq/b4fKEJuWm1sw==",
       "dependencies": {
-        "regenerator-runtime": "^0.13.4"
+        "regenerator-runtime": "^0.14.0"
       },
       "engines": {
         "node": ">=6.9.0"
@@ -282,6 +284,11 @@
         "node": ">=6.9.0"
       }
     },
+    "node_modules/@babel/runtime/node_modules/regenerator-runtime": {
+      "version": "0.14.1",
+      "resolved": "https://registry.npmjs.org/regenerator-runtime/-/regenerator-runtime-0.14.1.tgz",
+      "integrity": "sha512-dYnhHh0nJoMfnkZs6GmmhFknAGRrLznOu5nc9ML+EJxGvrx6H7teuevqVqCuPcPK//3eDrrjQhehXVx9cnkGdw=="
+    },
     "node_modules/@babel/template": {
       "version": "7.24.0",
       "resolved": "https://registry.npmjs.org/@babel/template/-/template-7.24.0.tgz",
@@ -696,6 +703,228 @@
         "@types/tern": "*"
       }
     },
+    "node_modules/@types/d3": {
+      "version": "7.4.3",
+      "resolved": "https://registry.npmjs.org/@types/d3/-/d3-7.4.3.tgz",
+      "integrity": "sha512-lZXZ9ckh5R8uiFVt8ogUNf+pIrK4EsWrx2Np75WvF/eTpJ0FMHNhjXk8CKEx/+gpHbNQyJWehbFaTvqmHWB3ww==",
+      "dependencies": {
+        "@types/d3-array": "*",
+        "@types/d3-axis": "*",
+        "@types/d3-brush": "*",
+        "@types/d3-chord": "*",
+        "@types/d3-color": "*",
+        "@types/d3-contour": "*",
+        "@types/d3-delaunay": "*",
+        "@types/d3-dispatch": "*",
+        "@types/d3-drag": "*",
+        "@types/d3-dsv": "*",
+        "@types/d3-ease": "*",
+        "@types/d3-fetch": "*",
+        "@types/d3-force": "*",
+        "@types/d3-format": "*",
+        "@types/d3-geo": "*",
+        "@types/d3-hierarchy": "*",
+        "@types/d3-interpolate": "*",
+        "@types/d3-path": "*",
+        "@types/d3-polygon": "*",
+        "@types/d3-quadtree": "*",
+        "@types/d3-random": "*",
+        "@types/d3-scale": "*",
+        "@types/d3-scale-chromatic": "*",
+        "@types/d3-selection": "*",
+        "@types/d3-shape": "*",
+        "@types/d3-time": "*",
+        "@types/d3-time-format": "*",
+        "@types/d3-timer": "*",
+        "@types/d3-transition": "*",
+        "@types/d3-zoom": "*"
+      }
+    },
+    "node_modules/@types/d3-array": {
+      "version": "3.2.1",
+      "resolved": "https://registry.npmjs.org/@types/d3-array/-/d3-array-3.2.1.tgz",
+      "integrity": "sha512-Y2Jn2idRrLzUfAKV2LyRImR+y4oa2AntrgID95SHJxuMUrkNXmanDSed71sRNZysveJVt1hLLemQZIady0FpEg=="
+    },
+    "node_modules/@types/d3-axis": {
+      "version": "3.0.6",
+      "resolved": "https://registry.npmjs.org/@types/d3-axis/-/d3-axis-3.0.6.tgz",
+      "integrity": "sha512-pYeijfZuBd87T0hGn0FO1vQ/cgLk6E1ALJjfkC0oJ8cbwkZl3TpgS8bVBLZN+2jjGgg38epgxb2zmoGtSfvgMw==",
+      "dependencies": {
+        "@types/d3-selection": "*"
+      }
+    },
+    "node_modules/@types/d3-brush": {
+      "version": "3.0.6",
+      "resolved": "https://registry.npmjs.org/@types/d3-brush/-/d3-brush-3.0.6.tgz",
+      "integrity": "sha512-nH60IZNNxEcrh6L1ZSMNA28rj27ut/2ZmI3r96Zd+1jrZD++zD3LsMIjWlvg4AYrHn/Pqz4CF3veCxGjtbqt7A==",
+      "dependencies": {
+        "@types/d3-selection": "*"
+      }
+    },
+    "node_modules/@types/d3-chord": {
+      "version": "3.0.6",
+      "resolved": "https://registry.npmjs.org/@types/d3-chord/-/d3-chord-3.0.6.tgz",
+      "integrity": "sha512-LFYWWd8nwfwEmTZG9PfQxd17HbNPksHBiJHaKuY1XeqscXacsS2tyoo6OdRsjf+NQYeB6XrNL3a25E3gH69lcg=="
+    },
+    "node_modules/@types/d3-color": {
+      "version": "3.1.3",
+      "resolved": "https://registry.npmjs.org/@types/d3-color/-/d3-color-3.1.3.tgz",
+      "integrity": "sha512-iO90scth9WAbmgv7ogoq57O9YpKmFBbmoEoCHDB2xMBY0+/KVrqAaCDyCE16dUspeOvIxFFRI+0sEtqDqy2b4A=="
+    },
+    "node_modules/@types/d3-contour": {
+      "version": "3.0.6",
+      "resolved": "https://registry.npmjs.org/@types/d3-contour/-/d3-contour-3.0.6.tgz",
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+      "dependencies": {
+        "@types/d3-array": "*",
+        "@types/geojson": "*"
+      }
+    },
+    "node_modules/@types/d3-delaunay": {
+      "version": "6.0.4",
+      "resolved": "https://registry.npmjs.org/@types/d3-delaunay/-/d3-delaunay-6.0.4.tgz",
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+    },
+    "node_modules/@types/d3-dispatch": {
+      "version": "3.0.6",
+      "resolved": "https://registry.npmjs.org/@types/d3-dispatch/-/d3-dispatch-3.0.6.tgz",
+      "integrity": "sha512-4fvZhzMeeuBJYZXRXrRIQnvUYfyXwYmLsdiN7XXmVNQKKw1cM8a5WdID0g1hVFZDqT9ZqZEY5pD44p24VS7iZQ=="
+    },
+    "node_modules/@types/d3-drag": {
+      "version": "3.0.7",
+      "resolved": "https://registry.npmjs.org/@types/d3-drag/-/d3-drag-3.0.7.tgz",
+      "integrity": "sha512-HE3jVKlzU9AaMazNufooRJ5ZpWmLIoc90A37WU2JMmeq28w1FQqCZswHZ3xR+SuxYftzHq6WU6KJHvqxKzTxxQ==",
+      "dependencies": {
+        "@types/d3-selection": "*"
+      }
+    },
+    "node_modules/@types/d3-dsv": {
+      "version": "3.0.7",
+      "resolved": "https://registry.npmjs.org/@types/d3-dsv/-/d3-dsv-3.0.7.tgz",
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+    },
+    "node_modules/@types/d3-ease": {
+      "version": "3.0.2",
+      "resolved": "https://registry.npmjs.org/@types/d3-ease/-/d3-ease-3.0.2.tgz",
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+        "@types/d3-dsv": "*"
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+    },
+    "node_modules/@types/d3-geo": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/@types/d3-geo/-/d3-geo-3.1.0.tgz",
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+      "dependencies": {
+        "@types/geojson": "*"
+      }
+    },
+    "node_modules/@types/d3-hierarchy": {
+      "version": "3.1.7",
+      "resolved": "https://registry.npmjs.org/@types/d3-hierarchy/-/d3-hierarchy-3.1.7.tgz",
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+    },
+    "node_modules/@types/d3-interpolate": {
+      "version": "3.0.4",
+      "resolved": "https://registry.npmjs.org/@types/d3-interpolate/-/d3-interpolate-3.0.4.tgz",
+      "integrity": "sha512-mgLPETlrpVV1YRJIglr4Ez47g7Yxjl1lj7YKsiMCb27VJH9W8NVM6Bb9d8kkpG/uAQS5AmbA48q2IAolKKo1MA==",
+      "dependencies": {
+        "@types/d3-color": "*"
+      }
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       "version": "1.0.2",
@@ -25752,6 +26492,12 @@
         "camelcase": "^5.0.0",
         "decamelize": "^1.2.0"
       }
+    },
+    "zustand": {
+      "version": "3.7.2",
+      "resolved": "https://registry.npmjs.org/zustand/-/zustand-3.7.2.tgz",
+      "integrity": "sha512-PIJDIZKtokhof+9+60cpockVOq05sJzHCriyvaLBmEJixseQ1a5Kdov6fWZfWOu5SK9c+FhH1jU0tntLxRJYMA==",
+      "requires": {}
     }
   }
 }
diff --git a/pinot-controller/src/main/resources/package.json b/pinot-controller/src/main/resources/package.json
index 865af39bd42f..1bfcad07bf6b 100644
--- a/pinot-controller/src/main/resources/package.json
+++ b/pinot-controller/src/main/resources/package.json
@@ -49,9 +49,9 @@
     "prettier": "2.0.5",
     "prettier-eslint": "9.0.1",
     "prettier-eslint-cli": "5.0.0",
-    "system": "2.0.1",
     "source-map-loader": "0.2.4",
     "style-loader": "1.3.0",
+    "system": "2.0.1",
     "ts-loader": "7.0.5",
     "typescript": "3.8.3",
     "url-loader": "4.1.1",
@@ -66,6 +66,7 @@
     "@material-ui/core": "4.11.0",
     "@material-ui/icons": "4.11.3",
     "@material-ui/lab": "4.0.0-alpha.51",
+    "@sqltools/formatter": "1.2.5",
     "@types/codemirror": "0.0.104",
     "@types/react": "16.14.26",
     "@types/react-dom": "16.9.16",
@@ -75,6 +76,7 @@
     "clsx": "1.1.1",
     "codemirror": "5.65.5",
     "cross-fetch": "3.1.5",
+    "dagre": "^0.8.5",
     "export-from-json": "1.6.0",
     "file": "0.2.2",
     "json-bigint": "1.0.0",
@@ -88,9 +90,9 @@
     "react-codemirror2": "7.2.1",
     "react-diff-viewer": "3.1.1",
     "react-dom": "16.13.1",
+    "react-flow-renderer": "^10.3.17",
     "react-hook-form": "6.15.8",
     "react-router-dom": "5.3.3",
-    "react-spring": "8.0.27",
-    "@sqltools/formatter": "1.2.5"
+    "react-spring": "8.0.27"
   }
 }