From 9d349f16bc90f239dc265f5070317478faa40000 Mon Sep 17 00:00:00 2001
From: aditee-accenture <aditee.abhijit.katti@accenture.com>
Date: Tue, 6 Jan 2026 16:04:11 +0530
Subject: [PATCH 1/9] React mui table use in preview

---
 package.json                     |    1 +
 src/bigQuery/bigQuerySchema.tsx  |    5 +-
 src/bigQuery/bigQueryService.tsx |   89 +-
 src/bigQuery/previewDataInfo.tsx |  437 +-
 src/dpms/schemaInfo.tsx          |    4 +-
 src/utils/tableData.tsx          |    2 +-
 yarn.lock                        | 9740 +++++++++++++++++-------------
 7 files changed, 5912 insertions(+), 4366 deletions(-)

diff --git a/package.json b/package.json
index 8495bac5..56088c16 100644
--- a/package.json
+++ b/package.json
@@ -72,6 +72,7 @@
         "@jupyterlab/settingregistry": "^4.0.0",
         "@mui/icons-material": "^5.14.7",
         "@mui/material": "^5.14.7",
+        "@mui/x-data-grid": "8.23.0",
         "@mui/x-date-pickers": "^6.18.6",
         "@types/uuid": "^9.0.2",
         "antd": "^5.12.8",
diff --git a/src/bigQuery/bigQuerySchema.tsx b/src/bigQuery/bigQuerySchema.tsx
index c687ce5e..ece31748 100644
--- a/src/bigQuery/bigQuerySchema.tsx
+++ b/src/bigQuery/bigQuerySchema.tsx
@@ -116,7 +116,7 @@ const BigQuerySchemaInfo = ({ column }: { column: IColumn[] }) => {
               <tr {...headerGroup.getHeaderGroupProps()}>
                 {headerGroup.headers.map(column => (
                   <th {...column.getHeaderProps()}>
-                    {column.render('Header')}
+{(column.render('Header') as any)}
                   </th>
                 ))}
               </tr>
@@ -133,8 +133,7 @@ const BigQuerySchemaInfo = ({ column }: { column: IColumn[] }) => {
                         className={index === 0 ? 'bold-column' : ''}
                         {...cell.getCellProps()}
                       >
-                        {cell.render('Cell')}
-                      </td>
+{(cell.render('Cell') as any)}                      </td>
                     );
                   })}
                 </tr>
diff --git a/src/bigQuery/bigQueryService.tsx b/src/bigQuery/bigQueryService.tsx
index 1f7cbe68..5ab51b2d 100644
--- a/src/bigQuery/bigQueryService.tsx
+++ b/src/bigQuery/bigQueryService.tsx
@@ -21,14 +21,65 @@ import { ISettingRegistry } from '@jupyterlab/settingregistry';
 import { BIGQUERY_SERVICE_NAME, DEFAULT_PUBLIC_PROJECT_ID, PLUGIN_ID } from '../utils/const';
 import { authApi } from '../utils/utils';
 
-interface IPreviewColumn {
-  Header: string;
-  accessor: string;
-}
+// interface IPreviewColumn {
+//   Header: string;
+//   accessor: string;
+// }
 
 export class BigQueryService {
-  static bigQueryPreviewAPIService = async (
-    columns: IPreviewColumn[],
+  // static bigQueryPreviewAPIService = async (
+  //   columns: IPreviewColumn[],
+  //   tableId: string,
+  //   dataSetId: string,
+  //   setIsLoading: (value: boolean) => void,
+  //   projectId: string,
+  //   maxResults: number,
+  //   pageIndex: number,
+  //   setTotalRowSize: (value: string) => void,
+  //   setPreviewDataList: any
+  // ) => {
+  //   setIsLoading(true);
+  //   try {
+  //     const startIndex = pageIndex * maxResults;
+  //     const data: any = await requestAPI(
+  //       `bigQueryPreview?project_id=${projectId}&dataset_id=${dataSetId}&table_id=${tableId}&max_results=${maxResults}&start_index=${startIndex}`
+  //     );
+
+  //     if (data.error) {
+  //       Notification.emit(data.error, 'error', {
+  //         autoClose: 5000
+  //       });
+  //       setIsLoading(false);
+  //     } else if (data.totalRows == 0) {
+  //       setIsLoading(false);
+  //     } else {
+  //       let transformRowInfoList: any = [];
+  //       data.rows.forEach((rowInfo: any) => {
+  //         let transformRowInfo: any = {};
+  //         rowInfo['f'].forEach((fieldInfo: any, index: number) => {
+  //           transformRowInfo[columns[index].Header] =
+  //             typeof fieldInfo['v'] === 'object'
+  //               ? JSON.stringify(fieldInfo['v'])
+  //               : fieldInfo['v'];
+  //         });
+  //         transformRowInfoList.push(transformRowInfo);
+  //       });
+  //       setPreviewDataList(transformRowInfoList);
+  //       setIsLoading(false);
+  //       setTotalRowSize(data.totalRows);
+  //     }
+  //   } catch (reason) {
+  //     Notification.emit(
+  //       `Error in calling BigQuery Preview API : ${reason}`,
+  //       'error',
+  //       {
+  //         autoClose: 5000
+  //       }
+  //     );
+  //   }
+  // };
+static bigQueryPreviewAPIService = async (
+    columns: any[], // Changed to any to support both MUI and react-table types
     tableId: string,
     dataSetId: string,
     setIsLoading: (value: boolean) => void,
@@ -46,9 +97,7 @@ export class BigQueryService {
       );
 
       if (data.error) {
-        Notification.emit(data.error, 'error', {
-          autoClose: 5000
-        });
+        Notification.emit(data.error, 'error', { autoClose: 5000 });
         setIsLoading(false);
       } else if (data.totalRows == 0) {
         setIsLoading(false);
@@ -56,11 +105,17 @@ export class BigQueryService {
         let transformRowInfoList: any = [];
         data.rows.forEach((rowInfo: any) => {
           let transformRowInfo: any = {};
+          
           rowInfo['f'].forEach((fieldInfo: any, index: number) => {
-            transformRowInfo[columns[index].Header] =
-              typeof fieldInfo['v'] === 'object'
-                ? JSON.stringify(fieldInfo['v'])
-                : fieldInfo['v'];
+            // FIX: Try to get the key from 'field' (MUI), then 'Header' (react-table)
+            const columnKey = columns[index]?.field || columns[index]?.Header;
+            
+            if (columnKey) {
+              transformRowInfo[columnKey] =
+                typeof fieldInfo['v'] === 'object' && fieldInfo['v'] !== null
+                  ? JSON.stringify(fieldInfo['v'])
+                  : fieldInfo['v'];
+            }
           });
           transformRowInfoList.push(transformRowInfo);
         });
@@ -69,13 +124,7 @@ export class BigQueryService {
         setTotalRowSize(data.totalRows);
       }
     } catch (reason) {
-      Notification.emit(
-        `Error in calling BigQuery Preview API : ${reason}`,
-        'error',
-        {
-          autoClose: 5000
-        }
-      );
+      Notification.emit(`Error in calling BigQuery Preview API : ${reason}`, 'error', { autoClose: 5000 });
     }
   };
 
diff --git a/src/bigQuery/previewDataInfo.tsx b/src/bigQuery/previewDataInfo.tsx
index 98d23e1f..50c3da72 100644
--- a/src/bigQuery/previewDataInfo.tsx
+++ b/src/bigQuery/previewDataInfo.tsx
@@ -1,89 +1,267 @@
-/**
- * @license
- * Copyright 2024 Google LLC
- *
- * Licensed under the Apache License, Version 2.0 (the "License");
- * you may not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- *   http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an "AS IS" BASIS,
- * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-import React, { useEffect, useState } from 'react';
-import { useGlobalFilter, usePagination, useTable } from 'react-table';
-import TableData from '../utils/tableData';
+// /**
+//  * @license
+//  * Copyright 2024 Google LLC
+//  *
+//  * Licensed under the Apache License, Version 2.0 (the "License");
+//  * you may not use this file except in compliance with the License.
+//  * You may obtain a copy of the License at
+//  *
+//  *   http://www.apache.org/licenses/LICENSE-2.0
+//  *
+//  * Unless required by applicable law or agreed to in writing, software
+//  * distributed under the License is distributed on an "AS IS" BASIS,
+//  * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+//  * See the License for the specific language governing permissions and
+//  * limitations under the License.
+//  */
+
+// import React, { useEffect, useState } from 'react';
+// import { useGlobalFilter, usePagination, useTable } from 'react-table';
+// import TableData from '../utils/tableData';
+// import { BigQueryService } from './bigQueryService';
+// import { ICellProps, handleDebounce } from '../utils/utils';
+// import { PreviewPaginationView } from '../utils/previewPaginationView';
+// import { CircularProgress } from '@mui/material';
+
+// const PreviewDataInfo = ({ column, tableId, dataSetId, projectId }: any) => {
+//   const [previewDataList, setPreviewDataList] = useState([]);
+//   const [isLoading, setIsLoading] = useState(true);
+//   const [totalRowSize, setTotalRowSize] = useState('');
+
+//   const [pageIndex, setPageIndex] = useState(0);
+
+//   const [previewHeight, setPreviewHeight] = useState(window.innerHeight - 180);
+
+//   function handleUpdateHeight() {
+//     let updateHeight = window.innerHeight - 180;
+//     setPreviewHeight(updateHeight);
+//   }
+
+//   // Debounce the handleUpdateHeight function
+//   const debouncedHandleUpdateHeight = handleDebounce(handleUpdateHeight, 500);
+
+//   // Add event listener for window resize using useEffect
+//   useEffect(() => {
+//     window.addEventListener('resize', debouncedHandleUpdateHeight);
+
+//     // Cleanup function to remove event listener on component unmount
+//     return () => {
+//       window.removeEventListener('resize', debouncedHandleUpdateHeight);
+//     };
+//   }, []);
+
+//   const data = previewDataList;
+
+//   const columns = React.useMemo(
+//     () =>
+//       column.map((column: any) => ({
+//         Header: column.name.split(' ')[0],
+//         accessor: column.name.split(' ')[0]
+//       })),
+//     []
+//   );
+
+//   const {
+//     getTableProps,
+//     getTableBodyProps,
+//     headerGroups,
+//     rows,
+//     prepareRow,
+//     page,
+//     setPageSize,
+//     state: { pageSize }
+//   } = useTable(
+//     {
+//       columns,
+//       data,
+//       autoResetPage: false,
+//       initialState: { pageSize: 50, pageIndex: 0 }
+//     },
+//     useGlobalFilter,
+//     usePagination
+//   );
+
+//   useEffect(() => {
+//     BigQueryService.bigQueryPreviewAPIService(
+//       columns,
+//       tableId,
+//       dataSetId,
+//       setIsLoading,
+//       projectId,
+//       pageSize,
+//       pageIndex,
+//       setTotalRowSize,
+//       setPreviewDataList
+//     );
+//   }, [pageSize, pageIndex]);
+
+//   const tableDataCondition = (cell: ICellProps) => {
+//     return (
+//       <td {...cell.getCellProps()} className="preview-table-data">
+//         {cell.value === null ? 'null' : cell.render('Cell')}
+//       </td>
+//     );
+//   };
+
+//   const handlePageChange = (newPageIndex: number) => {
+//     setPageIndex(newPageIndex);
+//   };
+
+//   return (
+//     <div>
+//       {previewDataList.length > 0 ? (
+//         <div>
+//           <div
+//             className="preview-data-table-parent"
+//             style={{ height: previewHeight }}
+//           >
+//             <TableData
+//               getTableProps={getTableProps}
+//               headerGroups={headerGroups}
+//               getTableBodyProps={getTableBodyProps}
+//               isLoading={isLoading}
+//               rows={rows}
+//               page={page}
+//               prepareRow={prepareRow}
+//               tableDataCondition={tableDataCondition}
+//               fromPage="Preview"
+//             />
+//             {Number(totalRowSize) >= 50 && (
+//               <PreviewPaginationView
+//                 pageSize={pageSize}
+//                 setPageSize={setPageSize}
+//                 pageIndex={pageIndex}
+//                 totalRowSize={totalRowSize}
+//                 canPreviousPage={pageIndex !== 0}
+//                 canNextPage={
+//                   pageIndex !== Math.floor(Number(totalRowSize) / pageSize)
+//                 }
+//                 onPageChange={handlePageChange}
+//               />
+//             )}
+//           </div>
+//         </div>
+//       ) : (
+//         <div>
+//           {isLoading && (
+//             <div className="spin-loader-main">
+//               <CircularProgress
+//                 className="spin-loader-custom-style"
+//                 size={18}
+//                 aria-label="Loading Spinner"
+//                 data-testid="loader"
+//               />
+//               Loading Preview Data
+//             </div>
+//           )}
+//           {!isLoading && (
+//             <div className="no-data-style">No rows to display</div>
+//           )}
+//         </div>
+//       )}
+//     </div>
+//   );
+// };
+
+// export default PreviewDataInfo;
+import React, { useEffect, useState, useMemo } from 'react';
+import { DataGrid, GridColDef } from '@mui/x-data-grid';
+import { Paper, Box, CircularProgress } from '@mui/material';
 import { BigQueryService } from './bigQueryService';
-import { ICellProps, handleDebounce } from '../utils/utils';
-import { PreviewPaginationView } from '../utils/previewPaginationView';
-import { CircularProgress } from '@mui/material';
+import { handleDebounce } from '../utils/utils';
 
 const PreviewDataInfo = ({ column, tableId, dataSetId, projectId }: any) => {
-  const [previewDataList, setPreviewDataList] = useState([]);
+  const [previewDataList, setPreviewDataList] = useState<any[]>([]);
   const [isLoading, setIsLoading] = useState(true);
-  const [totalRowSize, setTotalRowSize] = useState('');
-
+  const [totalRowSize, setTotalRowSize] = useState('0');
   const [pageIndex, setPageIndex] = useState(0);
-
+  const [pageSize, setPageSize] = useState(50);
   const [previewHeight, setPreviewHeight] = useState(window.innerHeight - 180);
 
-  function handleUpdateHeight() {
-    let updateHeight = window.innerHeight - 180;
-    setPreviewHeight(updateHeight);
-  }
+  useEffect(() => {
+    const handleUpdateHeight = () => setPreviewHeight(window.innerHeight - 180);
+    const debounced = handleDebounce(handleUpdateHeight, 500);
+    window.addEventListener('resize', debounced);
+    return () => window.removeEventListener('resize', debounced);
+  }, []);
 
-  // Debounce the handleUpdateHeight function
-  const debouncedHandleUpdateHeight = handleDebounce(handleUpdateHeight, 500);
+  const muiColumns: GridColDef[] = useMemo(() => {
+    return column.map((col: any) => ({
+      field: col.name,
+      headerName: col.name,
+      flex: 1,
+      minWidth: 150,
+      renderCell: (params: any) => {
+        if (
+          params.value === null ||
+          params.value === undefined ||
+          params.value === ''
+        ) {
+          return (
+            <Box sx={{ color: 'text.disabled', fontStyle: 'italic' }}>null</Box>
+          );
+        }
+        return String(params.value);
+      }
+    }));
+  }, [column]);
 
-  // Add event listener for window resize using useEffect
   useEffect(() => {
-    window.addEventListener('resize', debouncedHandleUpdateHeight);
+    // const dataSetterWrapper = (rawData: any[]) => {
+    //   setIsLoading(false);
 
-    // Cleanup function to remove event listener on component unmount
-    return () => {
-      window.removeEventListener('resize', debouncedHandleUpdateHeight);
-    };
-  }, []);
+    //   // DEBUG LOG 1: See the raw structure from BigQuery
+    //   console.log("RAW DATA FROM SERVICE:", rawData);
 
-  const data = previewDataList;
+    //   if (Array.isArray(rawData) && rawData.length > 0) {
+    //     const transformedRows = rawData.map((row, rowIndex) => {
+    //       const newRow: any = { id: `row-${pageIndex}-${rowIndex}` };
 
-  const columns = React.useMemo(
-    () =>
-      column.map((column: any) => ({
-        Header: column.name.split(' ')[0],
-        accessor: column.name.split(' ')[0]
-      })),
-    []
-  );
+    //       let rowValues: any[] = [];
 
-  const {
-    getTableProps,
-    getTableBodyProps,
-    headerGroups,
-    rows,
-    prepareRow,
-    page,
-    setPageSize,
-    state: { pageSize }
-  } = useTable(
-    {
-      columns,
-      data,
-      autoResetPage: false,
-      initialState: { pageSize: 50, pageIndex: 0 }
-    },
-    useGlobalFilter,
-    usePagination
-  );
+    //       // DEBUG LOG 2: See an individual row structure
+    //       if (rowIndex === 0) console.log("INDIVIDUAL ROW STRUCTURE:", row);
 
-  useEffect(() => {
+    //       if (row.f && Array.isArray(row.f)) {
+    //         rowValues = row.f.map((item: any) => item.v);
+    //       } else if (Array.isArray(row)) {
+    //         rowValues = row;
+    //       } else if (typeof row === 'object' && row !== null) {
+    //         // If it's an object, check if it has the keys we need or just values
+    //         rowValues = Object.values(row);
+    //       }
+
+    //       // DEBUG LOG 3: See the extracted values before mapping
+    //       if (rowIndex === 0) console.log("EXTRACTED VALUES ARRAY:", rowValues);
+
+    //       column.forEach((col: any, colIndex: number) => {
+    //         newRow[col.name] = rowValues[colIndex] ?? null;
+    //       });
+
+    //       return newRow;
+    //     });
+
+    //     setPreviewDataList(transformedRows);
+    //   } else {
+    //     setPreviewDataList([]);
+    //   }
+    // };
+
+    setIsLoading(true);
+    // BigQueryService.bigQueryPreviewAPIService(
+    //   muiColumns as any,
+    //   tableId,
+    //   dataSetId,
+    //   setIsLoading,
+    //   projectId,
+    //   pageSize,
+    //   pageIndex,
+    //   setTotalRowSize,
+    //   dataSetterWrapper
+    // );
+    // Inside PreviewDataInfo.tsx
     BigQueryService.bigQueryPreviewAPIService(
-      columns,
+      muiColumns,
       tableId,
       dataSetId,
       setIsLoading,
@@ -91,75 +269,62 @@ const PreviewDataInfo = ({ column, tableId, dataSetId, projectId }: any) => {
       pageSize,
       pageIndex,
       setTotalRowSize,
-      setPreviewDataList
-    );
-  }, [pageSize, pageIndex]);
-
-  const tableDataCondition = (cell: ICellProps) => {
-    return (
-      <td {...cell.getCellProps()} className="preview-table-data">
-        {cell.value === null ? 'null' : cell.render('Cell')}
-      </td>
+      setPreviewDataList // Back to the normal setter!
     );
-  };
-
-  const handlePageChange = (newPageIndex: number) => {
-    setPageIndex(newPageIndex);
-  };
+  }, [pageSize, pageIndex, tableId, dataSetId, projectId, column]);
 
   return (
-    <div>
-      {previewDataList.length > 0 ? (
-        <div>
-          <div
-            className="preview-data-table-parent"
-            style={{ height: previewHeight }}
-          >
-            <TableData
-              getTableProps={getTableProps}
-              headerGroups={headerGroups}
-              getTableBodyProps={getTableBodyProps}
-              isLoading={isLoading}
-              rows={rows}
-              page={page}
-              prepareRow={prepareRow}
-              tableDataCondition={tableDataCondition}
-              fromPage="Preview"
-            />
-            {Number(totalRowSize) >= 50 && (
-              <PreviewPaginationView
-                pageSize={pageSize}
-                setPageSize={setPageSize}
-                pageIndex={pageIndex}
-                totalRowSize={totalRowSize}
-                canPreviousPage={pageIndex !== 0}
-                canNextPage={
-                  pageIndex !== Math.floor(Number(totalRowSize) / pageSize)
-                }
-                onPageChange={handlePageChange}
-              />
-            )}
-          </div>
-        </div>
-      ) : (
-        <div>
-          {isLoading && (
-            <div className="spin-loader-main">
-              <CircularProgress
-                className="spin-loader-custom-style"
-                size={18}
-                aria-label="Loading Spinner"
-                data-testid="loader"
-              />
-              Loading Preview Data
-            </div>
-          )}
-          {!isLoading && (
-            <div className="no-data-style">No rows to display</div>
-          )}
-        </div>
-      )}
-    </div>
+    <Paper
+      sx={{
+        height: previewHeight,
+        width: '100%',
+        border: '1px solid #e0e0e0',
+        boxShadow: 'none'
+      }}
+    >
+      <DataGrid
+        rows={previewDataList}
+        columns={muiColumns}
+        loading={isLoading}
+        rowCount={Number(totalRowSize)}
+        getRowId={(row: any) => {
+          // If your data ever has a unique column like 'uuid', use that.
+          // Otherwise, we use the row's position in the current list.
+          return previewDataList.indexOf(row);
+        }}
+        paginationMode="server"
+        paginationModel={{ page: pageIndex, pageSize: pageSize }}
+        onPaginationModelChange={model => {
+          setPageIndex(model.page);
+          setPageSize(model.pageSize);
+        }}
+        pageSizeOptions={[10, 25, 50, 100]}
+        disableRowSelectionOnClick
+        density="compact"
+        sx={{
+          border: 0,
+          '& .MuiDataGrid-columnHeaderTitle': { fontWeight: 'bold' },
+          '& .MuiDataGrid-cell:focus': { outline: 'none' }
+        }}
+        slots={{
+          noRowsOverlay: () => (
+            <Box sx={{ p: 2, textAlign: 'center' }}>No data available</Box>
+          ),
+          loadingOverlay: () => (
+            <Box
+              sx={{
+                display: 'flex',
+                justifyContent: 'center',
+                alignItems: 'center',
+                height: '100%'
+              }}
+            >
+              <CircularProgress size={30} />
+            </Box>
+          )
+        }}
+      />
+    </Paper>
   );
 };
 
diff --git a/src/dpms/schemaInfo.tsx b/src/dpms/schemaInfo.tsx
index c42fdbd2..dce05a3a 100644
--- a/src/dpms/schemaInfo.tsx
+++ b/src/dpms/schemaInfo.tsx
@@ -65,7 +65,7 @@ const SchemaInfo = ({ column }: any) => {
               <tr {...headerGroup.getHeaderGroupProps()}>
                 {headerGroup.headers.map(column => (
                   <th {...column.getHeaderProps()}>
-                    {column.render('Header')}
+                    {(column.render('Header')as any)}
                   </th>
                 ))}
               </tr>
@@ -82,7 +82,7 @@ const SchemaInfo = ({ column }: any) => {
                         className={index === 0 ? 'bold-column' : ''}
                         {...cell.getCellProps()}
                       >
-                        {cell.render('Cell')}
+                        {(cell.render('Cell')as any)}
                       </td>
                     );
                   })}
diff --git a/src/utils/tableData.tsx b/src/utils/tableData.tsx
index f93aa3f2..5da43f3a 100644
--- a/src/utils/tableData.tsx
+++ b/src/utils/tableData.tsx
@@ -68,7 +68,7 @@ function TableData({
                 {...column.getHeaderProps()}
                 className="clusters-table-header"
               >
-                {column.render('Header')}
+                {(column.render('Header')as any)}
               </th>
             ))}
           </tr>
diff --git a/yarn.lock b/yarn.lock
index 7c7a7e30..97e0824f 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -5,28 +5,18 @@ __metadata:
   version: 6
   cacheKey: 8
 
-"@ampproject/remapping@npm:^2.2.0":
-  version: 2.3.0
-  resolution: "@ampproject/remapping@npm:2.3.0"
-  dependencies:
-    "@jridgewell/gen-mapping": ^0.3.5
-    "@jridgewell/trace-mapping": ^0.3.24
-  checksum: d3ad7b89d973df059c4e8e6d7c972cbeb1bb2f18f002a3bd04ae0707da214cb06cc06929b65aa2313b9347463df2914772298bae8b1d7973f246bb3f2ab3e8f0
-  languageName: node
-  linkType: hard
-
-"@ant-design/colors@npm:^7.0.0, @ant-design/colors@npm:^7.1.0":
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     yjs: ^13.0.0
-  checksum: 4b57c8811befcf2e45c3d47830005f8a33e626c734f78a42fe8a4fa3caad2233ba85a7c8bceefbd52ffc40130d3f3faee664fd0d1c324ff1fa8817a056ccdc1c
+  checksum: d58579ee542b6b9f4e3c3223fd24efcfd4af6f97acdb40a3d362713dcce812dd3dd086cc1f221a6ccb50bd373ff4b3d30fc2462a17f7804e0d1a8bd187099f31
   languageName: node
   linkType: hard
 
@@ -19574,6 +20899,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"yallist@npm:^5.0.0":
+  version: 5.0.0
+  resolution: "yallist@npm:5.0.0"
+  checksum: eba51182400b9f35b017daa7f419f434424410691bbc5de4f4240cc830fdef906b504424992700dc047f16b4d99100a6f8b8b11175c193f38008e9c96322b6a5
+  languageName: node
+  linkType: hard
+
 "yaml@npm:^1.10.0":
   version: 1.10.2
   resolution: "yaml@npm:1.10.2"
@@ -19621,11 +20953,11 @@ __metadata:
   linkType: hard
 
 "yjs@npm:^13.5.0, yjs@npm:^13.5.40":
-  version: 13.6.20
-  resolution: "yjs@npm:13.6.20"
+  version: 13.6.29
+  resolution: "yjs@npm:13.6.29"
   dependencies:
-    lib0: ^0.2.98
-  checksum: a87295efe7df58ae8b5cf09b7cdbbcc3cbfba2b7fb72bb424513eb25587eff8dc8304f41e3bcd3926c02c86a0f7ce2185285e4b9d71aca5ff50cefe1ecb6657c
+    lib0: ^0.2.99
+  checksum: 5f3ea72bec0f5172f7d4cf213ee15fa63ca06ac1416289eca148a100b35b4cec8db8703e36adb12ded510cec285422075a01fffe6df97565543d4d4e7faf2950
   languageName: node
   linkType: hard
 
@@ -19637,20 +20969,20 @@ __metadata:
   linkType: hard
 
 "yocto-queue@npm:^1.0.0":
-  version: 1.1.1
-  resolution: "yocto-queue@npm:1.1.1"
-  checksum: f2e05b767ed3141e6372a80af9caa4715d60969227f38b1a4370d60bffe153c9c5b33a862905609afc9b375ec57cd40999810d20e5e10229a204e8bde7ef255c
+  version: 1.2.2
+  resolution: "yocto-queue@npm:1.2.2"
+  checksum: 92dd9880c324dbc94ff4b677b7d350ba8d835619062b7102f577add7a59ab4d87f40edc5a03d77d369dfa9d11175b1b2ec4a06a6f8a5d8ce5d1306713f66ee41
   languageName: node
   linkType: hard
 
 "yup@npm:^1.2.0":
-  version: 1.4.0
-  resolution: "yup@npm:1.4.0"
+  version: 1.7.1
+  resolution: "yup@npm:1.7.1"
   dependencies:
     property-expr: ^2.0.5
     tiny-case: ^1.0.3
     toposort: ^2.0.2
     type-fest: ^2.19.0
-  checksum: 20a2ee0c1e891979ca16b34805b3a3be9ab4bea6ea3d2f9005b998b4dc992d0e4d7b53e5f4d8d9423420046630fb44fdf0ecf7e83bc34dd83392bca046c5229d
+  checksum: 80d0d6838da457d489a97ee0b9c26fa9f59355a553f86842ea114b049811a918a0e7221f9c22bb88314699ddfb3e24ded49f7ab10a0e74dd273d03430110d5af
   languageName: node
   linkType: hard

From 638bcb7444810ea95a04bc5cbaa23c78a4bbdaf0 Mon Sep 17 00:00:00 2001
From: aditee-accenture <aditee.abhijit.katti@accenture.com>
Date: Tue, 6 Jan 2026 16:42:33 +0530
Subject: [PATCH 2/9] css for heading

---
 src/bigQuery/previewDataInfo.tsx | 151 +------------------------------
 style/dpms.css                   |  19 ++++
 2 files changed, 20 insertions(+), 150 deletions(-)

diff --git a/src/bigQuery/previewDataInfo.tsx b/src/bigQuery/previewDataInfo.tsx
index 50c3da72..33115722 100644
--- a/src/bigQuery/previewDataInfo.tsx
+++ b/src/bigQuery/previewDataInfo.tsx
@@ -14,156 +14,6 @@
 //  * See the License for the specific language governing permissions and
 //  * limitations under the License.
 //  */
-
-// import React, { useEffect, useState } from 'react';
-// import { useGlobalFilter, usePagination, useTable } from 'react-table';
-// import TableData from '../utils/tableData';
-// import { BigQueryService } from './bigQueryService';
-// import { ICellProps, handleDebounce } from '../utils/utils';
-// import { PreviewPaginationView } from '../utils/previewPaginationView';
-// import { CircularProgress } from '@mui/material';
-
-// const PreviewDataInfo = ({ column, tableId, dataSetId, projectId }: any) => {
-//   const [previewDataList, setPreviewDataList] = useState([]);
-//   const [isLoading, setIsLoading] = useState(true);
-//   const [totalRowSize, setTotalRowSize] = useState('');
-
-//   const [pageIndex, setPageIndex] = useState(0);
-
-//   const [previewHeight, setPreviewHeight] = useState(window.innerHeight - 180);
-
-//   function handleUpdateHeight() {
-//     let updateHeight = window.innerHeight - 180;
-//     setPreviewHeight(updateHeight);
-//   }
-
-//   // Debounce the handleUpdateHeight function
-//   const debouncedHandleUpdateHeight = handleDebounce(handleUpdateHeight, 500);
-
-//   // Add event listener for window resize using useEffect
-//   useEffect(() => {
-//     window.addEventListener('resize', debouncedHandleUpdateHeight);
-
-//     // Cleanup function to remove event listener on component unmount
-//     return () => {
-//       window.removeEventListener('resize', debouncedHandleUpdateHeight);
-//     };
-//   }, []);
-
-//   const data = previewDataList;
-
-//   const columns = React.useMemo(
-//     () =>
-//       column.map((column: any) => ({
-//         Header: column.name.split(' ')[0],
-//         accessor: column.name.split(' ')[0]
-//       })),
-//     []
-//   );
-
-//   const {
-//     getTableProps,
-//     getTableBodyProps,
-//     headerGroups,
-//     rows,
-//     prepareRow,
-//     page,
-//     setPageSize,
-//     state: { pageSize }
-//   } = useTable(
-//     {
-//       columns,
-//       data,
-//       autoResetPage: false,
-//       initialState: { pageSize: 50, pageIndex: 0 }
-//     },
-//     useGlobalFilter,
-//     usePagination
-//   );
-
-//   useEffect(() => {
-//     BigQueryService.bigQueryPreviewAPIService(
-//       columns,
-//       tableId,
-//       dataSetId,
-//       setIsLoading,
-//       projectId,
-//       pageSize,
-//       pageIndex,
-//       setTotalRowSize,
-//       setPreviewDataList
-//     );
-//   }, [pageSize, pageIndex]);
-
-//   const tableDataCondition = (cell: ICellProps) => {
-//     return (
-//       <td {...cell.getCellProps()} className="preview-table-data">
-//         {cell.value === null ? 'null' : cell.render('Cell')}
-//       </td>
-//     );
-//   };
-
-//   const handlePageChange = (newPageIndex: number) => {
-//     setPageIndex(newPageIndex);
-//   };
-
-//   return (
-//     <div>
-//       {previewDataList.length > 0 ? (
-//         <div>
-//           <div
-//             className="preview-data-table-parent"
-//             style={{ height: previewHeight }}
-//           >
-//             <TableData
-//               getTableProps={getTableProps}
-//               headerGroups={headerGroups}
-//               getTableBodyProps={getTableBodyProps}
-//               isLoading={isLoading}
-//               rows={rows}
-//               page={page}
-//               prepareRow={prepareRow}
-//               tableDataCondition={tableDataCondition}
-//               fromPage="Preview"
-//             />
-//             {Number(totalRowSize) >= 50 && (
-//               <PreviewPaginationView
-//                 pageSize={pageSize}
-//                 setPageSize={setPageSize}
-//                 pageIndex={pageIndex}
-//                 totalRowSize={totalRowSize}
-//                 canPreviousPage={pageIndex !== 0}
-//                 canNextPage={
-//                   pageIndex !== Math.floor(Number(totalRowSize) / pageSize)
-//                 }
-//                 onPageChange={handlePageChange}
-//               />
-//             )}
-//           </div>
-//         </div>
-//       ) : (
-//         <div>
-//           {isLoading && (
-//             <div className="spin-loader-main">
-//               <CircularProgress
-//                 className="spin-loader-custom-style"
-//                 size={18}
-//                 aria-label="Loading Spinner"
-//                 data-testid="loader"
-//               />
-//               Loading Preview Data
-//             </div>
-//           )}
-//           {!isLoading && (
-//             <div className="no-data-style">No rows to display</div>
-//           )}
-//         </div>
-//       )}
-//     </div>
-//   );
-// };
-
-// export default PreviewDataInfo;
 import React, { useEffect, useState, useMemo } from 'react';
 import { DataGrid, GridColDef } from '@mui/x-data-grid';
 import { Paper, Box, CircularProgress } from '@mui/material';
@@ -283,6 +133,7 @@ const PreviewDataInfo = ({ column, tableId, dataSetId, projectId }: any) => {
       }}
     >
       <DataGrid
+        className="custom-data-grid"
         rows={previewDataList}
         columns={muiColumns}
         loading={isLoading}
diff --git a/style/dpms.css b/style/dpms.css
index 3a9d0cd2..4b8b7811 100644
--- a/style/dpms.css
+++ b/style/dpms.css
@@ -225,3 +225,22 @@
 .load-more-spinner-container {
   width: 200%;
 }
+
+.custom-data-grid .MuiDataGrid-columnHeaderTitle {
+  font-weight: 800 !important;
+  color: #000000;
+}
+.custom-data-grid .MuiDataGrid-columnHeaders {
+  border-bottom: 2px solid #bdbdbd !important;
+  background-color: #f5f5f5;
+}
+.custom-data-grid .MuiDataGrid-columnHeader {
+  border-right: 1px solid #e0e0e0 !important;
+}
+.custom-data-grid .MuiDataGrid-columnHeader:last-child {
+  border-right: none !important;
+}
+.custom-data-grid .MuiDataGrid-cell {
+  border-right: 1px solid #f0f0f0 !important;
+}
+

From 408c9cbf6a8091926e1570b91b03f3aab0a0d307 Mon Sep 17 00:00:00 2001
From: aditee-accenture <aditee.abhijit.katti@accenture.com>
Date: Tue, 6 Jan 2026 18:02:12 +0530
Subject: [PATCH 3/9] filter update

---
 src/bigQuery/bigQuerySchema.tsx  |   5 +-
 src/bigQuery/bigQueryService.tsx | 139 +++++++++++++++---------------
 src/bigQuery/previewDataInfo.tsx | 142 ++++++++++++++-----------------
 src/dpms/schemaInfo.tsx          |   4 +-
 4 files changed, 140 insertions(+), 150 deletions(-)

diff --git a/src/bigQuery/bigQuerySchema.tsx b/src/bigQuery/bigQuerySchema.tsx
index ece31748..280c4fdc 100644
--- a/src/bigQuery/bigQuerySchema.tsx
+++ b/src/bigQuery/bigQuerySchema.tsx
@@ -116,7 +116,7 @@ const BigQuerySchemaInfo = ({ column }: { column: IColumn[] }) => {
               <tr {...headerGroup.getHeaderGroupProps()}>
                 {headerGroup.headers.map(column => (
                   <th {...column.getHeaderProps()}>
-{(column.render('Header') as any)}
+                    {column.render('Header') as React.ReactNode}
                   </th>
                 ))}
               </tr>
@@ -133,7 +133,8 @@ const BigQuerySchemaInfo = ({ column }: { column: IColumn[] }) => {
                         className={index === 0 ? 'bold-column' : ''}
                         {...cell.getCellProps()}
                       >
-{(cell.render('Cell') as any)}                      </td>
+                      {cell.render('Cell') as React.ReactNode}
+                      </td>
                     );
                   })}
                 </tr>
diff --git a/src/bigQuery/bigQueryService.tsx b/src/bigQuery/bigQueryService.tsx
index 5ab51b2d..fd73dfa6 100644
--- a/src/bigQuery/bigQueryService.tsx
+++ b/src/bigQuery/bigQueryService.tsx
@@ -21,65 +21,13 @@ import { ISettingRegistry } from '@jupyterlab/settingregistry';
 import { BIGQUERY_SERVICE_NAME, DEFAULT_PUBLIC_PROJECT_ID, PLUGIN_ID } from '../utils/const';
 import { authApi } from '../utils/utils';
 
-// interface IPreviewColumn {
-//   Header: string;
-//   accessor: string;
-// }
-
+interface IPreviewColumn {
+  Header: string;
+  accessor: string;
+}
 export class BigQueryService {
-  // static bigQueryPreviewAPIService = async (
-  //   columns: IPreviewColumn[],
-  //   tableId: string,
-  //   dataSetId: string,
-  //   setIsLoading: (value: boolean) => void,
-  //   projectId: string,
-  //   maxResults: number,
-  //   pageIndex: number,
-  //   setTotalRowSize: (value: string) => void,
-  //   setPreviewDataList: any
-  // ) => {
-  //   setIsLoading(true);
-  //   try {
-  //     const startIndex = pageIndex * maxResults;
-  //     const data: any = await requestAPI(
-  //       `bigQueryPreview?project_id=${projectId}&dataset_id=${dataSetId}&table_id=${tableId}&max_results=${maxResults}&start_index=${startIndex}`
-  //     );
-
-  //     if (data.error) {
-  //       Notification.emit(data.error, 'error', {
-  //         autoClose: 5000
-  //       });
-  //       setIsLoading(false);
-  //     } else if (data.totalRows == 0) {
-  //       setIsLoading(false);
-  //     } else {
-  //       let transformRowInfoList: any = [];
-  //       data.rows.forEach((rowInfo: any) => {
-  //         let transformRowInfo: any = {};
-  //         rowInfo['f'].forEach((fieldInfo: any, index: number) => {
-  //           transformRowInfo[columns[index].Header] =
-  //             typeof fieldInfo['v'] === 'object'
-  //               ? JSON.stringify(fieldInfo['v'])
-  //               : fieldInfo['v'];
-  //         });
-  //         transformRowInfoList.push(transformRowInfo);
-  //       });
-  //       setPreviewDataList(transformRowInfoList);
-  //       setIsLoading(false);
-  //       setTotalRowSize(data.totalRows);
-  //     }
-  //   } catch (reason) {
-  //     Notification.emit(
-  //       `Error in calling BigQuery Preview API : ${reason}`,
-  //       'error',
-  //       {
-  //         autoClose: 5000
-  //       }
-  //     );
-  //   }
-  // };
-static bigQueryPreviewAPIService = async (
-    columns: any[], // Changed to any to support both MUI and react-table types
+  static bigQueryPreviewAPIService = async (
+    columns: IPreviewColumn[],
     tableId: string,
     dataSetId: string,
     setIsLoading: (value: boolean) => void,
@@ -97,7 +45,9 @@ static bigQueryPreviewAPIService = async (
       );
 
       if (data.error) {
-        Notification.emit(data.error, 'error', { autoClose: 5000 });
+        Notification.emit(data.error, 'error', {
+          autoClose: 5000
+        });
         setIsLoading(false);
       } else if (data.totalRows == 0) {
         setIsLoading(false);
@@ -105,17 +55,11 @@ static bigQueryPreviewAPIService = async (
         let transformRowInfoList: any = [];
         data.rows.forEach((rowInfo: any) => {
           let transformRowInfo: any = {};
-          
           rowInfo['f'].forEach((fieldInfo: any, index: number) => {
-            // FIX: Try to get the key from 'field' (MUI), then 'Header' (react-table)
-            const columnKey = columns[index]?.field || columns[index]?.Header;
-            
-            if (columnKey) {
-              transformRowInfo[columnKey] =
-                typeof fieldInfo['v'] === 'object' && fieldInfo['v'] !== null
-                  ? JSON.stringify(fieldInfo['v'])
-                  : fieldInfo['v'];
-            }
+            transformRowInfo[columns[index].Header] =
+              typeof fieldInfo['v'] === 'object'
+                ? JSON.stringify(fieldInfo['v'])
+                : fieldInfo['v'];
           });
           transformRowInfoList.push(transformRowInfo);
         });
@@ -124,9 +68,64 @@ static bigQueryPreviewAPIService = async (
         setTotalRowSize(data.totalRows);
       }
     } catch (reason) {
-      Notification.emit(`Error in calling BigQuery Preview API : ${reason}`, 'error', { autoClose: 5000 });
+      Notification.emit(
+        `Error in calling BigQuery Preview API : ${reason}`,
+        'error',
+        {
+          autoClose: 5000
+        }
+      );
     }
   };
+// static bigQueryPreviewAPIService = async (
+//     columns: any[], // Changed to any to support both MUI and react-table types
+//     tableId: string,
+//     dataSetId: string,
+//     setIsLoading: (value: boolean) => void,
+//     projectId: string,
+//     maxResults: number,
+//     pageIndex: number,
+//     setTotalRowSize: (value: string) => void,
+//     setPreviewDataList: any
+//   ) => {
+//     setIsLoading(true);
+//     try {
+//       const startIndex = pageIndex * maxResults;
+//       const data: any = await requestAPI(
+//         `bigQueryPreview?project_id=${projectId}&dataset_id=${dataSetId}&table_id=${tableId}&max_results=${maxResults}&start_index=${startIndex}`
+//       );
+
+//       if (data.error) {
+//         Notification.emit(data.error, 'error', { autoClose: 5000 });
+//         setIsLoading(false);
+//       } else if (data.totalRows == 0) {
+//         setIsLoading(false);
+//       } else {
+//         let transformRowInfoList: any = [];
+//         data.rows.forEach((rowInfo: any) => {
+//           let transformRowInfo: any = {};
+          
+//           rowInfo['f'].forEach((fieldInfo: any, index: number) => {
+//             // FIX: Try to get the key from 'field' (MUI), then 'Header' (react-table)
+//             const columnKey = columns[index]?.field || columns[index]?.Header;
+            
+//             if (columnKey) {
+//               transformRowInfo[columnKey] =
+//                 typeof fieldInfo['v'] === 'object' && fieldInfo['v'] !== null
+//                   ? JSON.stringify(fieldInfo['v'])
+//                   : fieldInfo['v'];
+//             }
+//           });
+//           transformRowInfoList.push(transformRowInfo);
+//         });
+//         setPreviewDataList(transformRowInfoList);
+//         setIsLoading(false);
+//         setTotalRowSize(data.totalRows);
+//       }
+//     } catch (reason) {
+//       Notification.emit(`Error in calling BigQuery Preview API : ${reason}`, 'error', { autoClose: 5000 });
+//     }
+//   };
 
   static getBigQueryColumnDetailsAPIService = async (
     datasetId: string,
diff --git a/src/bigQuery/previewDataInfo.tsx b/src/bigQuery/previewDataInfo.tsx
index 33115722..5606794e 100644
--- a/src/bigQuery/previewDataInfo.tsx
+++ b/src/bigQuery/previewDataInfo.tsx
@@ -20,6 +20,11 @@ import { Paper, Box, CircularProgress } from '@mui/material';
 import { BigQueryService } from './bigQueryService';
 import { handleDebounce } from '../utils/utils';
 
+interface IPreviewColumn {
+  Header: string;
+  accessor: string;
+}
+
 const PreviewDataInfo = ({ column, tableId, dataSetId, projectId }: any) => {
   const [previewDataList, setPreviewDataList] = useState<any[]>([]);
   const [isLoading, setIsLoading] = useState(true);
@@ -27,6 +32,7 @@ const PreviewDataInfo = ({ column, tableId, dataSetId, projectId }: any) => {
   const [pageIndex, setPageIndex] = useState(0);
   const [pageSize, setPageSize] = useState(50);
   const [previewHeight, setPreviewHeight] = useState(window.innerHeight - 180);
+  
 
   useEffect(() => {
     const handleUpdateHeight = () => setPreviewHeight(window.innerHeight - 180);
@@ -36,82 +42,70 @@ const PreviewDataInfo = ({ column, tableId, dataSetId, projectId }: any) => {
   }, []);
 
   const muiColumns: GridColDef[] = useMemo(() => {
-    return column.map((col: any) => ({
-      field: col.name,
-      headerName: col.name,
-      flex: 1,
-      minWidth: 150,
-      renderCell: (params: any) => {
-        if (
-          params.value === null ||
-          params.value === undefined ||
-          params.value === ''
-        ) {
-          return (
-            <Box sx={{ color: 'text.disabled', fontStyle: 'italic' }}>null</Box>
-          );
-        }
-        return String(params.value);
+    return column.map((col: any) => {
+      // 1. Determine the logic type
+      let columnType: 'string' | 'number' | 'boolean' = 'string';
+      const bqType = col.type?.toUpperCase();
+
+      if (
+        ['INTEGER', 'FLOAT', 'NUMERIC', 'DECIMAL', 'INT64', 'FLOAT64'].includes(
+          bqType
+        )
+      ) {
+        columnType = 'number';
+      } else if (['BOOLEAN', 'BOOL'].includes(bqType)) {
+        columnType = 'boolean';
       }
+
+      return {
+        field: col.name,
+        headerName: col.name,
+        type: columnType, // Enables the correct filter icons (=, >, <)
+        flex: 1,
+        minWidth: 150,
+
+        // 2. Add the valueGetter here
+        valueGetter: (value: any) => {
+          if (
+            columnType === 'number' &&
+            value !== null &&
+            value !== undefined
+          ) {
+            const parsed = Number(value);
+            return isNaN(parsed) ? value : parsed;
+          }
+          return value;
+        },
+
+        renderCell: (params: any) => {
+          if (
+            params.value === null ||
+            params.value === undefined ||
+            params.value === ''
+          ) {
+            return (
+              <Box sx={{ color: 'text.disabled', fontStyle: 'italic' }}>
+                null
+              </Box>
+            );
+          }
+          return String(params.value);
+        }
+      };
+    });
+  }, [column]);
+
+  const serviceColumns: IPreviewColumn[] = useMemo(() => {
+    return column.map((col: any) => ({
+      Header: col.name,
+      accessor: col.name
     }));
   }, [column]);
 
   useEffect(() => {
-    // const dataSetterWrapper = (rawData: any[]) => {
-    //   setIsLoading(false);
-
-    //   // DEBUG LOG 1: See the raw structure from BigQuery
-    //   console.log("RAW DATA FROM SERVICE:", rawData);
-
-    //   if (Array.isArray(rawData) && rawData.length > 0) {
-    //     const transformedRows = rawData.map((row, rowIndex) => {
-    //       const newRow: any = { id: `row-${pageIndex}-${rowIndex}` };
-
-    //       let rowValues: any[] = [];
-
-    //       // DEBUG LOG 2: See an individual row structure
-    //       if (rowIndex === 0) console.log("INDIVIDUAL ROW STRUCTURE:", row);
-
-    //       if (row.f && Array.isArray(row.f)) {
-    //         rowValues = row.f.map((item: any) => item.v);
-    //       } else if (Array.isArray(row)) {
-    //         rowValues = row;
-    //       } else if (typeof row === 'object' && row !== null) {
-    //         // If it's an object, check if it has the keys we need or just values
-    //         rowValues = Object.values(row);
-    //       }
-
-    //       // DEBUG LOG 3: See the extracted values before mapping
-    //       if (rowIndex === 0) console.log("EXTRACTED VALUES ARRAY:", rowValues);
-
-    //       column.forEach((col: any, colIndex: number) => {
-    //         newRow[col.name] = rowValues[colIndex] ?? null;
-    //       });
-
-    //       return newRow;
-    //     });
-
-    //     setPreviewDataList(transformedRows);
-    //   } else {
-    //     setPreviewDataList([]);
-    //   }
-    // };
-
     setIsLoading(true);
-    // BigQueryService.bigQueryPreviewAPIService(
-    //   muiColumns as any,
-    //   tableId,
-    //   dataSetId,
-    //   setIsLoading,
-    //   projectId,
-    //   pageSize,
-    //   pageIndex,
-    //   setTotalRowSize,
-    //   dataSetterWrapper
-    // );
-    // Inside PreviewDataInfo.tsx
     BigQueryService.bigQueryPreviewAPIService(
-      muiColumns,
+      serviceColumns,
       tableId,
       dataSetId,
       setIsLoading,
@@ -119,9 +113,9 @@ const PreviewDataInfo = ({ column, tableId, dataSetId, projectId }: any) => {
       pageSize,
       pageIndex,
       setTotalRowSize,
-      setPreviewDataList // Back to the normal setter!
+      setPreviewDataList
     );
-  }, [pageSize, pageIndex, tableId, dataSetId, projectId, column]);
+  }, [serviceColumns, tableId, dataSetId, projectId, pageSize, pageIndex]);
 
   return (
     <Paper
@@ -138,11 +132,7 @@ const PreviewDataInfo = ({ column, tableId, dataSetId, projectId }: any) => {
         columns={muiColumns}
         loading={isLoading}
         rowCount={Number(totalRowSize)}
-        getRowId={(row: any) => {
-          // If your data ever has a unique column like 'uuid', use that.
-          // Otherwise, we use the row's position in the current list.
-          return previewDataList.indexOf(row);
-        }}
+        getRowId={(row: any) => previewDataList.indexOf(row)}
         paginationMode="server"
         paginationModel={{ page: pageIndex, pageSize: pageSize }}
         onPaginationModelChange={model => {
diff --git a/src/dpms/schemaInfo.tsx b/src/dpms/schemaInfo.tsx
index dce05a3a..e7a61ae2 100644
--- a/src/dpms/schemaInfo.tsx
+++ b/src/dpms/schemaInfo.tsx
@@ -65,7 +65,7 @@ const SchemaInfo = ({ column }: any) => {
               <tr {...headerGroup.getHeaderGroupProps()}>
                 {headerGroup.headers.map(column => (
                   <th {...column.getHeaderProps()}>
-                    {(column.render('Header')as any)}
+                    {column.render('Header') as React.ReactNode}
                   </th>
                 ))}
               </tr>
@@ -82,7 +82,7 @@ const SchemaInfo = ({ column }: any) => {
                         className={index === 0 ? 'bold-column' : ''}
                         {...cell.getCellProps()}
                       >
-                        {(cell.render('Cell')as any)}
+                        {cell.render('Cell') as React.ReactNode}
                       </td>
                     );
                   })}

From 9591fb328d92ee2032d93bb698a91dadc2a7bd0b Mon Sep 17 00:00:00 2001
From: aditee-accenture <aditee.abhijit.katti@accenture.com>
Date: Thu, 8 Jan 2026 11:57:25 +0530
Subject: [PATCH 4/9] filter changes

---
 src/bigQuery/bigQueryService.tsx | 287 +++++++++++++++++++++++--------
 src/bigQuery/previewDataInfo.tsx |  20 ++-
 2 files changed, 235 insertions(+), 72 deletions(-)

diff --git a/src/bigQuery/bigQueryService.tsx b/src/bigQuery/bigQueryService.tsx
index fd73dfa6..8d4d9a7f 100644
--- a/src/bigQuery/bigQueryService.tsx
+++ b/src/bigQuery/bigQueryService.tsx
@@ -21,64 +21,106 @@ import { ISettingRegistry } from '@jupyterlab/settingregistry';
 import { BIGQUERY_SERVICE_NAME, DEFAULT_PUBLIC_PROJECT_ID, PLUGIN_ID } from '../utils/const';
 import { authApi } from '../utils/utils';
 
-interface IPreviewColumn {
-  Header: string;
-  accessor: string;
-}
+// interface IPreviewColumn {
+//   Header: string;
+//   accessor: string;
+// }
 export class BigQueryService {
-  static bigQueryPreviewAPIService = async (
-    columns: IPreviewColumn[],
-    tableId: string,
-    dataSetId: string,
-    setIsLoading: (value: boolean) => void,
-    projectId: string,
-    maxResults: number,
-    pageIndex: number,
-    setTotalRowSize: (value: string) => void,
-    setPreviewDataList: any
-  ) => {
-    setIsLoading(true);
-    try {
-      const startIndex = pageIndex * maxResults;
-      const data: any = await requestAPI(
-        `bigQueryPreview?project_id=${projectId}&dataset_id=${dataSetId}&table_id=${tableId}&max_results=${maxResults}&start_index=${startIndex}`
-      );
 
-      if (data.error) {
-        Notification.emit(data.error, 'error', {
-          autoClose: 5000
-        });
-        setIsLoading(false);
-      } else if (data.totalRows == 0) {
-        setIsLoading(false);
-      } else {
-        let transformRowInfoList: any = [];
-        data.rows.forEach((rowInfo: any) => {
-          let transformRowInfo: any = {};
-          rowInfo['f'].forEach((fieldInfo: any, index: number) => {
-            transformRowInfo[columns[index].Header] =
-              typeof fieldInfo['v'] === 'object'
-                ? JSON.stringify(fieldInfo['v'])
-                : fieldInfo['v'];
-          });
-          transformRowInfoList.push(transformRowInfo);
-        });
-        setPreviewDataList(transformRowInfoList);
-        setIsLoading(false);
-        setTotalRowSize(data.totalRows);
-      }
-    } catch (reason) {
-      Notification.emit(
-        `Error in calling BigQuery Preview API : ${reason}`,
-        'error',
-        {
-          autoClose: 5000
-        }
-      );
-    }
-  };
-// static bigQueryPreviewAPIService = async (
-//     columns: any[], // Changed to any to support both MUI and react-table types
+  // static bigQueryPreviewAPIService = async (
+  //   columns: any[], // Supports both MUI and react-table column structures
+  //   tableId: string,
+  //   dataSetId: string,
+  //   setIsLoading: (value: boolean) => void,
+  //   projectId: string,
+  //   maxResults: number,
+  //   pageIndex: number,
+  //   setTotalRowSize: (value: string) => void,
+  //   setPreviewDataList: (data: any[]) => void,
+  //   filterModel?: any
+  // ) => {
+  //   setIsLoading(true);
+  //   try {
+  //     // 1. Construct the WHERE clause based on DataGrid's filterModel
+  //     let filterQuery = "";
+  //     if (filterModel?.items?.length > 0) {
+  //       const item = filterModel.items[0];
+  //       if (item.value !== undefined && item.value !== null && item.value !== "") {
+  //         const operatorMap: any = {
+  //           '=': '=',
+  //           '>': '>',
+  //           '<': '<',
+  //           '>=': '>=',
+  //           '<=': '<=',
+  //           'contains': 'LIKE',
+  //           'startsWith': 'LIKE',
+  //         };
+          
+  //         let op = operatorMap[item.operator] || '=';
+  //         let val = item.value;
+
+  //         // SQL formatting for strings/patterns
+  //         if (item.operator === 'contains') val = `'%${val}%'`;
+  //         else if (item.operator === 'startsWith') val = `'${val}%'`;
+  //         else if (typeof val === 'string') val = `'${val}'`;
+
+  //         filterQuery = `&filter_field=${item.field}&filter_op=${op}&filter_val=${val}`;
+  //       }
+  //     }
+
+  //     const startIndex = pageIndex * maxResults;
+      
+  //     // 2. Call the API with pagination and filter parameters
+  //     // Note: Ensure your backend handler is updated to read filter_field, filter_op, and filter_val
+  //     const data: any = await requestAPI(
+  //       `bigQueryPreview?project_id=${projectId}&dataset_id=${dataSetId}&table_id=${tableId}&max_results=${maxResults}&start_index=${startIndex}${filterQuery}`
+  //     );
+
+  //     if (data.error) {
+  //       Notification.emit(data.error, 'error', { autoClose: 5000 });
+  //       setIsLoading(false);
+  //     } else if (data.totalRows === 0 || !data.rows) {
+  //       setPreviewDataList([]);
+  //       setTotalRowSize('0');
+  //       setIsLoading(false);
+  //     } else {
+  //       // 3. Transform BigQuery's "f" and "v" structure into a flat JSON object
+  //       let transformRowInfoList: any = [];
+        
+  //       data.rows.forEach((rowInfo: any) => {
+  //         let transformRowInfo: any = {};
+          
+  //         rowInfo['f'].forEach((fieldInfo: any, index: number) => {
+  //           // Determine the key name (supports 'field' from MUI or 'Header' from react-table)
+  //           const columnKey = columns[index]?.field || columns[index]?.Header || columns[index]?.accessor;
+            
+  //           if (columnKey) {
+  //             const rawValue = fieldInfo['v'];
+  //             transformRowInfo[columnKey] =
+  //               typeof rawValue === 'object' && rawValue !== null
+  //                 ? JSON.stringify(rawValue)
+  //                 : rawValue;
+  //           }
+  //         });
+  //         transformRowInfoList.push(transformRowInfo);
+  //       });
+
+  //       setPreviewDataList(transformRowInfoList);
+  //       setTotalRowSize(data.totalRows);
+  //       setIsLoading(false);
+  //     }
+  //   } catch (reason) {
+  //     setIsLoading(false);
+  //     Notification.emit(
+  //       `Error in calling BigQuery Preview API: ${reason}`,
+  //       'error',
+  //       { autoClose: 5000 }
+  //     );
+  //   }
+  // };
+
+//   static bigQueryPreviewAPIService = async (
+//     columns: IPreviewColumn[],
 //     tableId: string,
 //     dataSetId: string,
 //     setIsLoading: (value: boolean) => void,
@@ -86,7 +128,8 @@ export class BigQueryService {
 //     maxResults: number,
 //     pageIndex: number,
 //     setTotalRowSize: (value: string) => void,
-//     setPreviewDataList: any
+//     setPreviewDataList: any,
+//     filterModel?:any
 //   ) => {
 //     setIsLoading(true);
 //     try {
@@ -94,9 +137,38 @@ export class BigQueryService {
 //       const data: any = await requestAPI(
 //         `bigQueryPreview?project_id=${projectId}&dataset_id=${dataSetId}&table_id=${tableId}&max_results=${maxResults}&start_index=${startIndex}`
 //       );
+// let whereClause = "";
+//       if (filterModel?.items?.length > 0) {
+//         const item = filterModel.items[0]; // Simplified for single filter
+//         if (item.value !== undefined && item.value !== null && item.value !== "") {
+//           const operatorMap: any = {
+//             '=': '=',
+//             '>': '>',
+//             '<': '<',
+//             '>=': '>=',
+//             '<=': '<=',
+//             'contains': 'LIKE',
+//             'startsWith': 'LIKE',
+//           };
+          
+//           let val = item.value;
+//           let op = operatorMap[item.operator] || '=';
+          
+//           if (item.operator === 'contains') val = `'%${val}%'`;
+//           else if (item.operator === 'startsWith') val = `'${val}%'`;
+//           else if (typeof val === 'string') val = `'${val}'`;
+
+//           whereClause = `WHERE ${item.field} ${op} ${val}`;
+//         }
+//       }
 
+//       // Your existing BigQuery API call logic here...
+//       // Ensure the query sent to BQ includes the ${whereClause}
+//       console.log("Generated SQL Fragment:", whereClause);
 //       if (data.error) {
-//         Notification.emit(data.error, 'error', { autoClose: 5000 });
+//         Notification.emit(data.error, 'error', {
+//           autoClose: 5000
+//         });
 //         setIsLoading(false);
 //       } else if (data.totalRows == 0) {
 //         setIsLoading(false);
@@ -104,17 +176,11 @@ export class BigQueryService {
 //         let transformRowInfoList: any = [];
 //         data.rows.forEach((rowInfo: any) => {
 //           let transformRowInfo: any = {};
-          
 //           rowInfo['f'].forEach((fieldInfo: any, index: number) => {
-//             // FIX: Try to get the key from 'field' (MUI), then 'Header' (react-table)
-//             const columnKey = columns[index]?.field || columns[index]?.Header;
-            
-//             if (columnKey) {
-//               transformRowInfo[columnKey] =
-//                 typeof fieldInfo['v'] === 'object' && fieldInfo['v'] !== null
-//                   ? JSON.stringify(fieldInfo['v'])
-//                   : fieldInfo['v'];
-//             }
+//             transformRowInfo[columns[index].Header] =
+//               typeof fieldInfo['v'] === 'object'
+//                 ? JSON.stringify(fieldInfo['v'])
+//                 : fieldInfo['v'];
 //           });
 //           transformRowInfoList.push(transformRowInfo);
 //         });
@@ -123,10 +189,93 @@ export class BigQueryService {
 //         setTotalRowSize(data.totalRows);
 //       }
 //     } catch (reason) {
-//       Notification.emit(`Error in calling BigQuery Preview API : ${reason}`, 'error', { autoClose: 5000 });
+//       Notification.emit(
+//         `Error in calling BigQuery Preview API : ${reason}`,
+//         'error',
+//         {
+//           autoClose: 5000
+//         }
+//       );
 //     }
 //   };
 
+static bigQueryPreviewAPIService = async (
+    columns: any[],
+    tableId: string,
+    dataSetId: string,
+    setIsLoading: (value: boolean) => void,
+    projectId: string,
+    maxResults: number,
+    pageIndex: number,
+    setTotalRowSize: (value: string) => void,
+    setPreviewDataList: (data: any[]) => void,
+    filterModel?: any // Ensure this is passed from the component
+  ) => {
+    setIsLoading(true);
+    try {
+      // 1. Build Filter Query String
+      let filterQuery = "";
+      if (filterModel?.items?.length > 0) {
+        const item = filterModel.items[0];
+        // Only append if there is an actual value to filter by
+        if (item.value !== undefined && item.value !== null && item.value !== "") {
+          const encodedField = encodeURIComponent(item.field);
+          const encodedOp = encodeURIComponent(item.operator);
+          const encodedVal = encodeURIComponent(item.value);
+          
+          filterQuery = `&filter_field=${encodedField}&filter_op=${encodedOp}&filter_val=${encodedVal}`;
+        }
+      }
+
+      // 2. Calculate Pagination
+      const startIndex = pageIndex * maxResults;
+      
+      // 3. Construct URL with Filter Params
+      // The backend handler must be able to read 'filter_field', 'filter_op', and 'filter_val'
+      const apiUrl = `bigQueryPreview?project_id=${projectId}&dataset_id=${dataSetId}&table_id=${tableId}&max_results=${maxResults}&start_index=${startIndex}${filterQuery}`;
+
+      const data: any = await requestAPI(apiUrl);
+
+      if (data.error) {
+        Notification.emit(data.error, 'error', { autoClose: 5000 });
+        setIsLoading(false);
+      } else if (!data.rows || data.totalRows === 0) {
+        setPreviewDataList([]);
+        setTotalRowSize('0');
+        setIsLoading(false);
+      } else {
+        // 4. Transform BigQuery's "f" and "v" structure into flat JSON
+        const transformRowInfoList = data.rows.map((rowInfo: any) => {
+          const transformRowInfo: any = {};
+          rowInfo['f'].forEach((fieldInfo: any, index: number) => {
+            // Support both 'Header' (your current service) and 'field' (MUI)
+            const col = columns[index];
+            const columnKey = col?.Header || col?.field || col?.accessor;
+            
+            if (columnKey) {
+              const rawValue = fieldInfo['v'];
+              transformRowInfo[columnKey] =
+                typeof rawValue === 'object' && rawValue !== null
+                  ? JSON.stringify(rawValue)
+                  : rawValue;
+            }
+          });
+          return transformRowInfo;
+        });
+
+        setPreviewDataList(transformRowInfoList);
+        setTotalRowSize(data.totalRows.toString());
+        setIsLoading(false);
+      }
+    } catch (reason) {
+      setIsLoading(false);
+      Notification.emit(
+        `Error in calling BigQuery Preview API: ${reason}`,
+        'error',
+        { autoClose: 5000 }
+      );
+    }
+  };
   static getBigQueryColumnDetailsAPIService = async (
     datasetId: string,
     tableId: string,
diff --git a/src/bigQuery/previewDataInfo.tsx b/src/bigQuery/previewDataInfo.tsx
index 5606794e..8981af2e 100644
--- a/src/bigQuery/previewDataInfo.tsx
+++ b/src/bigQuery/previewDataInfo.tsx
@@ -32,7 +32,7 @@ const PreviewDataInfo = ({ column, tableId, dataSetId, projectId }: any) => {
   const [pageIndex, setPageIndex] = useState(0);
   const [pageSize, setPageSize] = useState(50);
   const [previewHeight, setPreviewHeight] = useState(window.innerHeight - 180);
-  
+  // const [filterModel, setFilterModel] = useState<any>({ items: [] });
 
   useEffect(() => {
     const handleUpdateHeight = () => setPreviewHeight(window.innerHeight - 180);
@@ -113,9 +113,18 @@ const PreviewDataInfo = ({ column, tableId, dataSetId, projectId }: any) => {
       pageSize,
       pageIndex,
       setTotalRowSize,
-      setPreviewDataList
+      setPreviewDataList,
+      // filterModel
     );
-  }, [serviceColumns, tableId, dataSetId, projectId, pageSize, pageIndex]);
+  }, [
+    serviceColumns,
+    tableId,
+    dataSetId,
+    projectId,
+    pageSize,
+    pageIndex,
+    // filterModel
+  ]);
 
   return (
     <Paper
@@ -134,6 +143,11 @@ const PreviewDataInfo = ({ column, tableId, dataSetId, projectId }: any) => {
         rowCount={Number(totalRowSize)}
         getRowId={(row: any) => previewDataList.indexOf(row)}
         paginationMode="server"
+        // filterMode="server" // Add this!
+        // onFilterModelChange={newModel => {
+        //   setFilterModel(newModel);
+        //   setPageIndex(0); // Reset to first page so we don't look at a non-existent page
+        // }}
         paginationModel={{ page: pageIndex, pageSize: pageSize }}
         onPaginationModelChange={model => {
           setPageIndex(model.page);

From 7665a2e12cfef2edddb666e501b8089ac14b866e Mon Sep 17 00:00:00 2001
From: srinivasan-acn <srinivasan.a.ganesan@accenture.com>
Date: Fri, 30 Jan 2026 09:19:17 +0000
Subject: [PATCH 5/9] Table preview - Bigquery Jobs Integration added

---
 .../controllers/bigquery.py                   | 23 ++++-
 dataproc_jupyter_plugin/services/bigquery.py  | 94 ++++++++++++++++---
 src/bigQuery/bigQueryService.tsx              | 40 ++++----
 src/bigQuery/previewDataInfo.tsx              | 42 +++++++--
 4 files changed, 159 insertions(+), 40 deletions(-)

diff --git a/dataproc_jupyter_plugin/controllers/bigquery.py b/dataproc_jupyter_plugin/controllers/bigquery.py
index d0fdcb60..3aa08ebb 100644
--- a/dataproc_jupyter_plugin/controllers/bigquery.py
+++ b/dataproc_jupyter_plugin/controllers/bigquery.py
@@ -118,10 +118,31 @@ async def get(self):
             max_results = self.get_argument("max_results")
             start_index = self.get_argument("start_index")
             project_id = self.get_argument("project_id")
+            
+            filter_fields = self.get_arguments("filter_field")
+            filter_ops = self.get_arguments("filter_op")
+            filter_vals = self.get_arguments("filter_val")
+            
+            sort_field = self.get_argument("sort_field", default=None)
+            sort_dir = self.get_argument("sort_dir", default=None)
+            
             bq_client = await bigquery_client.get_client(self.log)
+            
             preview_data = await bq_client.bigquery_preview_data(
-                dataset_id, table_id, max_results, start_index, project_id
+                dataset_id, 
+                table_id, 
+                max_results, 
+                start_index, 
+                project_id,
+                filter_fields=filter_fields,
+                filter_ops=filter_ops,
+                filter_vals=filter_vals,
+                sort_field=sort_field,       
+                sort_dir=sort_dir            
             )
+            
+            print("***************************" , preview_data)
+            
             self.finish(json.dumps(preview_data))
         except Exception as e:
             self.log.exception("Error fetching preview data")
diff --git a/dataproc_jupyter_plugin/services/bigquery.py b/dataproc_jupyter_plugin/services/bigquery.py
index 1a4be9e5..b1427c09 100644
--- a/dataproc_jupyter_plugin/services/bigquery.py
+++ b/dataproc_jupyter_plugin/services/bigquery.py
@@ -15,6 +15,10 @@
 
 import aiohttp
 
+from google.cloud import bigquery
+import json
+import datetime
+
 from dataproc_jupyter_plugin import urls
 from dataproc_jupyter_plugin.commons.constants import (
     BIGQUERY_SERVICE_NAME,
@@ -41,6 +45,7 @@ def __init__(self, credentials, log, client_session):
         self.project_id = credentials["project_id"]
         self.region_id = credentials["region_id"]
         self.client_session = client_session
+        self.bqclient = bigquery.Client() 
 
     def create_headers(self):
         return {
@@ -136,21 +141,84 @@ async def list_table_info(self, dataset_id, table_id, project_id):
             return {"error": str(e)}
 
     async def bigquery_preview_data(
-        self, dataset_id, table_id, max_results, start_index, project_id
+        self, dataset_id, table_id, max_results, start_index, project_id,
+        filter_fields=None,filter_ops=None,filter_vals=None,sort_field=None,sort_dir=None, 
     ):
         try:
-            bigquery_url = await urls.gcp_service_url(BIGQUERY_SERVICE_NAME)
-            api_endpoint = f"{bigquery_url}bigquery/v2/projects/{project_id}/datasets/{dataset_id}/tables/{table_id}/data?maxResults={max_results}&startIndex={start_index}"
-            async with self.client_session.get(
-                api_endpoint, headers=self.create_headers()
-            ) as response:
-                if response.status == 200:
-                    resp = await response.json()
-                    return resp
-                else:
-                    raise Exception(
-                        f"Error displaying BigQuery preview data: {response.reason} {await response.text()}"
-                    )
+            offset = int(start_index)
+            
+            table_ref = f"`{project_id}.{dataset_id}.{table_id}`"
+            
+            if sort_field and sort_dir:
+                sql_query = f"SELECT `{sort_field}` as col1,* FROM {table_ref}"
+            else:
+                sql_query = f"SELECT * FROM {table_ref}"
+            
+            conditions = []
+            query_params = [] 
+            
+            if filter_fields and len(filter_fields) > 0:
+                for i, field in enumerate(filter_fields):
+                    op = filter_ops[i] if i < len(filter_ops) else 'equals'
+                    val = filter_vals[i] if i < len(filter_vals) else None
+
+                    if val is not None and val != "":
+                        param_name = f"filterVal{i}" 
+                        
+                        if op == 'equals':
+                            conditions.append(f"`{field}` = @{param_name}")
+                            query_params.append(bigquery.ScalarQueryParameter(param_name, "STRING", val))
+                        elif op == 'contains':
+                            conditions.append(f"CONTAINS_SUBSTR(CAST(`{field}` AS STRING), @{param_name})")
+                            query_params.append(bigquery.ScalarQueryParameter(param_name, "STRING", val))
+                        # Heree, We need to add more as required
+                
+                if conditions:
+                    sql_query += f" WHERE {' AND '.join(conditions)}"
+            
+            if sort_field and sort_dir:
+                direction = "DESC" if sort_dir.lower() == "desc" else "ASC"
+                sql_query += f" ORDER BY col1 {direction}"
+                
+            sql_count_query = sql_query.replace(f"SELECT * FROM {table_ref}", f"SELECT COUNT(*) as total_count FROM {table_ref}")
+
+            sql_query_with_limit = sql_query + f" LIMIT @limit OFFSET @offset"
+            query_params.append(bigquery.ScalarQueryParameter("limit", "INT64", max_results))
+            query_params.append(bigquery.ScalarQueryParameter("offset", "INT64", offset))
+
+            self.log.info(f"Executing BigQuery SQL Query: {sql_query}")
+
+            job_config = bigquery.QueryJobConfig(
+                query_parameters=query_params
+            )
+
+            query_job = self.bqclient.query(sql_query_with_limit, job_config=job_config)
+            results = query_job.result()
+            
+            count_query_job = self.bqclient.query(sql_count_query, job_config=job_config)
+            count_results = count_query_job.result()
+            
+            for row in count_results:
+                total_rows_estimate = row['total_count']
+                break 
+            else:
+                total_rows_estimate = 0
+            
+            transformed_rows = []
+            for row in results:
+                f_list = []
+                for field_name in row.keys():
+                    value = row[field_name]
+                    if isinstance(value, datetime.datetime) or isinstance(value, datetime.date) or isinstance(value, datetime.time):
+                        value = value.isoformat()
+                    f_list.append({"v": value})
+                transformed_rows.append({"f": f_list})
+
+            return {
+                "rows": transformed_rows,
+                "totalRows": str(total_rows_estimate) 
+            }
+            
         except Exception as e:
             self.log.exception("Error fetching preview data")
             return {"error": str(e)}
diff --git a/src/bigQuery/bigQueryService.tsx b/src/bigQuery/bigQueryService.tsx
index 8d4d9a7f..5681fd5f 100644
--- a/src/bigQuery/bigQueryService.tsx
+++ b/src/bigQuery/bigQueryService.tsx
@@ -25,6 +25,7 @@ import { authApi } from '../utils/utils';
 //   Header: string;
 //   accessor: string;
 // }
+
 export class BigQueryService {
 
   // static bigQueryPreviewAPIService = async (
@@ -199,7 +200,7 @@ export class BigQueryService {
 //     }
 //   };
 
-static bigQueryPreviewAPIService = async (
+  static bigQueryPreviewAPIService = async (
     columns: any[],
     tableId: string,
     dataSetId: string,
@@ -209,30 +210,37 @@ static bigQueryPreviewAPIService = async (
     pageIndex: number,
     setTotalRowSize: (value: string) => void,
     setPreviewDataList: (data: any[]) => void,
-    filterModel?: any // Ensure this is passed from the component
+    filterModel?: any,
+    sortModel?: any,
   ) => {
     setIsLoading(true);
     try {
-      // 1. Build Filter Query String
       let filterQuery = "";
       if (filterModel?.items?.length > 0) {
-        const item = filterModel.items[0];
-        // Only append if there is an actual value to filter by
-        if (item.value !== undefined && item.value !== null && item.value !== "") {
-          const encodedField = encodeURIComponent(item.field);
-          const encodedOp = encodeURIComponent(item.operator);
-          const encodedVal = encodeURIComponent(item.value);
-          
-          filterQuery = `&filter_field=${encodedField}&filter_op=${encodedOp}&filter_val=${encodedVal}`;
+        filterModel.items.forEach((item: any, index: number) => {
+          if (item.value !== undefined && item.value !== null && item.value !== "") {
+              const encodedField = encodeURIComponent(item.field);
+              const encodedOp = encodeURIComponent(item.operator);
+              const encodedVal = encodeURIComponent(item.value);
+              
+              filterQuery += `&filter_field=${encodedField}&filter_op=${encodedOp}&filter_val=${encodedVal}`;
+          }
+        });
+      }
+      
+      let sortQuery = "";
+      if (sortModel?.length > 0) {
+        const sortItem = sortModel[0];
+        if (sortItem.field && sortItem.sort) {
+            const encodedSortField = encodeURIComponent(sortItem.field);
+            const encodedSortDir = encodeURIComponent(sortItem.sort); // 'asc' or 'desc'
+            sortQuery = `&sort_field=${encodedSortField}&sort_dir=${encodedSortDir}`;
         }
       }
 
-      // 2. Calculate Pagination
       const startIndex = pageIndex * maxResults;
       
-      // 3. Construct URL with Filter Params
-      // The backend handler must be able to read 'filter_field', 'filter_op', and 'filter_val'
-      const apiUrl = `bigQueryPreview?project_id=${projectId}&dataset_id=${dataSetId}&table_id=${tableId}&max_results=${maxResults}&start_index=${startIndex}${filterQuery}`;
+      const apiUrl = `bigQueryPreview?project_id=${projectId}&dataset_id=${dataSetId}&table_id=${tableId}&max_results=${maxResults}&start_index=${startIndex}${filterQuery}${sortQuery}`;
 
       const data: any = await requestAPI(apiUrl);
 
@@ -244,11 +252,9 @@ static bigQueryPreviewAPIService = async (
         setTotalRowSize('0');
         setIsLoading(false);
       } else {
-        // 4. Transform BigQuery's "f" and "v" structure into flat JSON
         const transformRowInfoList = data.rows.map((rowInfo: any) => {
           const transformRowInfo: any = {};
           rowInfo['f'].forEach((fieldInfo: any, index: number) => {
-            // Support both 'Header' (your current service) and 'field' (MUI)
             const col = columns[index];
             const columnKey = col?.Header || col?.field || col?.accessor;
             
diff --git a/src/bigQuery/previewDataInfo.tsx b/src/bigQuery/previewDataInfo.tsx
index 8981af2e..883c4739 100644
--- a/src/bigQuery/previewDataInfo.tsx
+++ b/src/bigQuery/previewDataInfo.tsx
@@ -15,7 +15,7 @@
 //  * limitations under the License.
 //  */
 import React, { useEffect, useState, useMemo } from 'react';
-import { DataGrid, GridColDef } from '@mui/x-data-grid';
+import { DataGrid, GridColDef, GridFilterModel, GridSortModel } from '@mui/x-data-grid';
 import { Paper, Box, CircularProgress } from '@mui/material';
 import { BigQueryService } from './bigQueryService';
 import { handleDebounce } from '../utils/utils';
@@ -32,7 +32,19 @@ const PreviewDataInfo = ({ column, tableId, dataSetId, projectId }: any) => {
   const [pageIndex, setPageIndex] = useState(0);
   const [pageSize, setPageSize] = useState(50);
   const [previewHeight, setPreviewHeight] = useState(window.innerHeight - 180);
-  // const [filterModel, setFilterModel] = useState<any>({ items: [] });
+  
+  const [filterModel, setFilterModel] = useState<GridFilterModel>({ items: [] });
+  const [debouncedFilterModel, setDebouncedFilterModel] = useState<GridFilterModel>({ items: [] });
+
+  const [sortModel, setSortModel] = useState<GridSortModel>([]);
+
+  useEffect(() => {
+    const handler = setTimeout(() => {
+      setDebouncedFilterModel(filterModel);
+    }, 300);
+
+    return () => clearTimeout(handler);
+  }, [filterModel]);
 
   useEffect(() => {
     const handleUpdateHeight = () => setPreviewHeight(window.innerHeight - 180);
@@ -114,7 +126,8 @@ const PreviewDataInfo = ({ column, tableId, dataSetId, projectId }: any) => {
       pageIndex,
       setTotalRowSize,
       setPreviewDataList,
-      // filterModel
+      debouncedFilterModel,
+      sortModel,
     );
   }, [
     serviceColumns,
@@ -123,7 +136,8 @@ const PreviewDataInfo = ({ column, tableId, dataSetId, projectId }: any) => {
     projectId,
     pageSize,
     pageIndex,
-    // filterModel
+    debouncedFilterModel,
+    sortModel,
   ]);
 
   return (
@@ -143,11 +157,21 @@ const PreviewDataInfo = ({ column, tableId, dataSetId, projectId }: any) => {
         rowCount={Number(totalRowSize)}
         getRowId={(row: any) => previewDataList.indexOf(row)}
         paginationMode="server"
-        // filterMode="server" // Add this!
-        // onFilterModelChange={newModel => {
-        //   setFilterModel(newModel);
-        //   setPageIndex(0); // Reset to first page so we don't look at a non-existent page
-        // }}
+        filterMode="server"
+        sortingMode="server"
+        filterModel={filterModel} 
+        sortModel={sortModel}
+        
+        onFilterModelChange={newModel => {
+          setFilterModel(newModel);
+          setPageIndex(0);
+        }}
+
+        onSortModelChange={newModel => {
+            setSortModel(newModel);
+            setPageIndex(0);
+        }}
+
         paginationModel={{ page: pageIndex, pageSize: pageSize }}
         onPaginationModelChange={model => {
           setPageIndex(model.page);

From 70eda6ca26bc41f41a3fb2e26b3718674d6b3a43 Mon Sep 17 00:00:00 2001
From: vysakhviswama <vysakhma@google.com>
Date: Mon, 2 Feb 2026 05:48:04 +0000
Subject: [PATCH 6/9] Revert "Merge branch 'preview-ui-change' of
 https://github.com/Shubha-accenture/dataproc-jupyter-plugin-fork"

This reverts commit bcea304d2ab08197c8244465fd0d7914c42bb64e, reversing
changes made to da15ffcfe7de99acc44aec6933978399666978ba.
---
 .../controllers/bigquery.py                   |   23 +-
 dataproc_jupyter_plugin/services/bigquery.py  |   94 +-
 package.json                                  |    1 -
 src/bigQuery/bigQuerySchema.tsx               |    4 +-
 src/bigQuery/bigQueryService.tsx              |  257 +-
 src/bigQuery/previewDataInfo.tsx              |  318 +-
 src/dpms/schemaInfo.tsx                       |    4 +-
 src/utils/tableData.tsx                       |    2 +-
 style/dpms.css                                |   19 -
 yarn.lock                                     | 9736 +++++++----------
 10 files changed, 4385 insertions(+), 6073 deletions(-)

diff --git a/dataproc_jupyter_plugin/controllers/bigquery.py b/dataproc_jupyter_plugin/controllers/bigquery.py
index 3aa08ebb..d0fdcb60 100644
--- a/dataproc_jupyter_plugin/controllers/bigquery.py
+++ b/dataproc_jupyter_plugin/controllers/bigquery.py
@@ -118,31 +118,10 @@ async def get(self):
             max_results = self.get_argument("max_results")
             start_index = self.get_argument("start_index")
             project_id = self.get_argument("project_id")
-            
-            filter_fields = self.get_arguments("filter_field")
-            filter_ops = self.get_arguments("filter_op")
-            filter_vals = self.get_arguments("filter_val")
-            
-            sort_field = self.get_argument("sort_field", default=None)
-            sort_dir = self.get_argument("sort_dir", default=None)
-            
             bq_client = await bigquery_client.get_client(self.log)
-            
             preview_data = await bq_client.bigquery_preview_data(
-                dataset_id, 
-                table_id, 
-                max_results, 
-                start_index, 
-                project_id,
-                filter_fields=filter_fields,
-                filter_ops=filter_ops,
-                filter_vals=filter_vals,
-                sort_field=sort_field,       
-                sort_dir=sort_dir            
+                dataset_id, table_id, max_results, start_index, project_id
             )
-            
-            print("***************************" , preview_data)
-            
             self.finish(json.dumps(preview_data))
         except Exception as e:
             self.log.exception("Error fetching preview data")
diff --git a/dataproc_jupyter_plugin/services/bigquery.py b/dataproc_jupyter_plugin/services/bigquery.py
index b1427c09..1a4be9e5 100644
--- a/dataproc_jupyter_plugin/services/bigquery.py
+++ b/dataproc_jupyter_plugin/services/bigquery.py
@@ -15,10 +15,6 @@
 
 import aiohttp
 
-from google.cloud import bigquery
-import json
-import datetime
-
 from dataproc_jupyter_plugin import urls
 from dataproc_jupyter_plugin.commons.constants import (
     BIGQUERY_SERVICE_NAME,
@@ -45,7 +41,6 @@ def __init__(self, credentials, log, client_session):
         self.project_id = credentials["project_id"]
         self.region_id = credentials["region_id"]
         self.client_session = client_session
-        self.bqclient = bigquery.Client() 
 
     def create_headers(self):
         return {
@@ -141,84 +136,21 @@ async def list_table_info(self, dataset_id, table_id, project_id):
             return {"error": str(e)}
 
     async def bigquery_preview_data(
-        self, dataset_id, table_id, max_results, start_index, project_id,
-        filter_fields=None,filter_ops=None,filter_vals=None,sort_field=None,sort_dir=None, 
+        self, dataset_id, table_id, max_results, start_index, project_id
     ):
         try:
-            offset = int(start_index)
-            
-            table_ref = f"`{project_id}.{dataset_id}.{table_id}`"
-            
-            if sort_field and sort_dir:
-                sql_query = f"SELECT `{sort_field}` as col1,* FROM {table_ref}"
-            else:
-                sql_query = f"SELECT * FROM {table_ref}"
-            
-            conditions = []
-            query_params = [] 
-            
-            if filter_fields and len(filter_fields) > 0:
-                for i, field in enumerate(filter_fields):
-                    op = filter_ops[i] if i < len(filter_ops) else 'equals'
-                    val = filter_vals[i] if i < len(filter_vals) else None
-
-                    if val is not None and val != "":
-                        param_name = f"filterVal{i}" 
-                        
-                        if op == 'equals':
-                            conditions.append(f"`{field}` = @{param_name}")
-                            query_params.append(bigquery.ScalarQueryParameter(param_name, "STRING", val))
-                        elif op == 'contains':
-                            conditions.append(f"CONTAINS_SUBSTR(CAST(`{field}` AS STRING), @{param_name})")
-                            query_params.append(bigquery.ScalarQueryParameter(param_name, "STRING", val))
-                        # Heree, We need to add more as required
-                
-                if conditions:
-                    sql_query += f" WHERE {' AND '.join(conditions)}"
-            
-            if sort_field and sort_dir:
-                direction = "DESC" if sort_dir.lower() == "desc" else "ASC"
-                sql_query += f" ORDER BY col1 {direction}"
-                
-            sql_count_query = sql_query.replace(f"SELECT * FROM {table_ref}", f"SELECT COUNT(*) as total_count FROM {table_ref}")
-
-            sql_query_with_limit = sql_query + f" LIMIT @limit OFFSET @offset"
-            query_params.append(bigquery.ScalarQueryParameter("limit", "INT64", max_results))
-            query_params.append(bigquery.ScalarQueryParameter("offset", "INT64", offset))
-
-            self.log.info(f"Executing BigQuery SQL Query: {sql_query}")
-
-            job_config = bigquery.QueryJobConfig(
-                query_parameters=query_params
-            )
-
-            query_job = self.bqclient.query(sql_query_with_limit, job_config=job_config)
-            results = query_job.result()
-            
-            count_query_job = self.bqclient.query(sql_count_query, job_config=job_config)
-            count_results = count_query_job.result()
-            
-            for row in count_results:
-                total_rows_estimate = row['total_count']
-                break 
-            else:
-                total_rows_estimate = 0
-            
-            transformed_rows = []
-            for row in results:
-                f_list = []
-                for field_name in row.keys():
-                    value = row[field_name]
-                    if isinstance(value, datetime.datetime) or isinstance(value, datetime.date) or isinstance(value, datetime.time):
-                        value = value.isoformat()
-                    f_list.append({"v": value})
-                transformed_rows.append({"f": f_list})
-
-            return {
-                "rows": transformed_rows,
-                "totalRows": str(total_rows_estimate) 
-            }
-            
+            bigquery_url = await urls.gcp_service_url(BIGQUERY_SERVICE_NAME)
+            api_endpoint = f"{bigquery_url}bigquery/v2/projects/{project_id}/datasets/{dataset_id}/tables/{table_id}/data?maxResults={max_results}&startIndex={start_index}"
+            async with self.client_session.get(
+                api_endpoint, headers=self.create_headers()
+            ) as response:
+                if response.status == 200:
+                    resp = await response.json()
+                    return resp
+                else:
+                    raise Exception(
+                        f"Error displaying BigQuery preview data: {response.reason} {await response.text()}"
+                    )
         except Exception as e:
             self.log.exception("Error fetching preview data")
             return {"error": str(e)}
diff --git a/package.json b/package.json
index 56088c16..8495bac5 100644
--- a/package.json
+++ b/package.json
@@ -72,7 +72,6 @@
         "@jupyterlab/settingregistry": "^4.0.0",
         "@mui/icons-material": "^5.14.7",
         "@mui/material": "^5.14.7",
-        "@mui/x-data-grid": "8.23.0",
         "@mui/x-date-pickers": "^6.18.6",
         "@types/uuid": "^9.0.2",
         "antd": "^5.12.8",
diff --git a/src/bigQuery/bigQuerySchema.tsx b/src/bigQuery/bigQuerySchema.tsx
index e2abf3b0..0f6fef5e 100644
--- a/src/bigQuery/bigQuerySchema.tsx
+++ b/src/bigQuery/bigQuerySchema.tsx
@@ -116,7 +116,7 @@ const BigQuerySchemaInfo = ({ column }: { column: IColumn[] }) => {
               <tr {...headerGroup.getHeaderGroupProps()}>
                 {headerGroup.headers.map(column => (
                   <th {...column.getHeaderProps()}>
-                    {column.render('Header') as React.ReactNode}
+                    {column.render('Header')as React.ReactNode}
                   </th>
                 ))}
               </tr>
@@ -133,7 +133,7 @@ const BigQuerySchemaInfo = ({ column }: { column: IColumn[] }) => {
                         className={index === 0 ? 'bold-column' : ''}
                         {...cell.getCellProps()}
                       >
-                        {cell.render('Cell') as React.ReactNode}
+                        {cell.render('Cell')as React.ReactNode}
                       </td>
                     );
                   })}
diff --git a/src/bigQuery/bigQueryService.tsx b/src/bigQuery/bigQueryService.tsx
index 5681fd5f..1f7cbe68 100644
--- a/src/bigQuery/bigQueryService.tsx
+++ b/src/bigQuery/bigQueryService.tsx
@@ -21,187 +21,14 @@ import { ISettingRegistry } from '@jupyterlab/settingregistry';
 import { BIGQUERY_SERVICE_NAME, DEFAULT_PUBLIC_PROJECT_ID, PLUGIN_ID } from '../utils/const';
 import { authApi } from '../utils/utils';
 
-// interface IPreviewColumn {
-//   Header: string;
-//   accessor: string;
-// }
+interface IPreviewColumn {
+  Header: string;
+  accessor: string;
+}
 
 export class BigQueryService {
-
-  // static bigQueryPreviewAPIService = async (
-  //   columns: any[], // Supports both MUI and react-table column structures
-  //   tableId: string,
-  //   dataSetId: string,
-  //   setIsLoading: (value: boolean) => void,
-  //   projectId: string,
-  //   maxResults: number,
-  //   pageIndex: number,
-  //   setTotalRowSize: (value: string) => void,
-  //   setPreviewDataList: (data: any[]) => void,
-  //   filterModel?: any
-  // ) => {
-  //   setIsLoading(true);
-  //   try {
-  //     // 1. Construct the WHERE clause based on DataGrid's filterModel
-  //     let filterQuery = "";
-  //     if (filterModel?.items?.length > 0) {
-  //       const item = filterModel.items[0];
-  //       if (item.value !== undefined && item.value !== null && item.value !== "") {
-  //         const operatorMap: any = {
-  //           '=': '=',
-  //           '>': '>',
-  //           '<': '<',
-  //           '>=': '>=',
-  //           '<=': '<=',
-  //           'contains': 'LIKE',
-  //           'startsWith': 'LIKE',
-  //         };
-          
-  //         let op = operatorMap[item.operator] || '=';
-  //         let val = item.value;
-
-  //         // SQL formatting for strings/patterns
-  //         if (item.operator === 'contains') val = `'%${val}%'`;
-  //         else if (item.operator === 'startsWith') val = `'${val}%'`;
-  //         else if (typeof val === 'string') val = `'${val}'`;
-
-  //         filterQuery = `&filter_field=${item.field}&filter_op=${op}&filter_val=${val}`;
-  //       }
-  //     }
-
-  //     const startIndex = pageIndex * maxResults;
-      
-  //     // 2. Call the API with pagination and filter parameters
-  //     // Note: Ensure your backend handler is updated to read filter_field, filter_op, and filter_val
-  //     const data: any = await requestAPI(
-  //       `bigQueryPreview?project_id=${projectId}&dataset_id=${dataSetId}&table_id=${tableId}&max_results=${maxResults}&start_index=${startIndex}${filterQuery}`
-  //     );
-
-  //     if (data.error) {
-  //       Notification.emit(data.error, 'error', { autoClose: 5000 });
-  //       setIsLoading(false);
-  //     } else if (data.totalRows === 0 || !data.rows) {
-  //       setPreviewDataList([]);
-  //       setTotalRowSize('0');
-  //       setIsLoading(false);
-  //     } else {
-  //       // 3. Transform BigQuery's "f" and "v" structure into a flat JSON object
-  //       let transformRowInfoList: any = [];
-        
-  //       data.rows.forEach((rowInfo: any) => {
-  //         let transformRowInfo: any = {};
-          
-  //         rowInfo['f'].forEach((fieldInfo: any, index: number) => {
-  //           // Determine the key name (supports 'field' from MUI or 'Header' from react-table)
-  //           const columnKey = columns[index]?.field || columns[index]?.Header || columns[index]?.accessor;
-            
-  //           if (columnKey) {
-  //             const rawValue = fieldInfo['v'];
-  //             transformRowInfo[columnKey] =
-  //               typeof rawValue === 'object' && rawValue !== null
-  //                 ? JSON.stringify(rawValue)
-  //                 : rawValue;
-  //           }
-  //         });
-  //         transformRowInfoList.push(transformRowInfo);
-  //       });
-
-  //       setPreviewDataList(transformRowInfoList);
-  //       setTotalRowSize(data.totalRows);
-  //       setIsLoading(false);
-  //     }
-  //   } catch (reason) {
-  //     setIsLoading(false);
-  //     Notification.emit(
-  //       `Error in calling BigQuery Preview API: ${reason}`,
-  //       'error',
-  //       { autoClose: 5000 }
-  //     );
-  //   }
-  // };
-
-//   static bigQueryPreviewAPIService = async (
-//     columns: IPreviewColumn[],
-//     tableId: string,
-//     dataSetId: string,
-//     setIsLoading: (value: boolean) => void,
-//     projectId: string,
-//     maxResults: number,
-//     pageIndex: number,
-//     setTotalRowSize: (value: string) => void,
-//     setPreviewDataList: any,
-//     filterModel?:any
-//   ) => {
-//     setIsLoading(true);
-//     try {
-//       const startIndex = pageIndex * maxResults;
-//       const data: any = await requestAPI(
-//         `bigQueryPreview?project_id=${projectId}&dataset_id=${dataSetId}&table_id=${tableId}&max_results=${maxResults}&start_index=${startIndex}`
-//       );
-// let whereClause = "";
-//       if (filterModel?.items?.length > 0) {
-//         const item = filterModel.items[0]; // Simplified for single filter
-//         if (item.value !== undefined && item.value !== null && item.value !== "") {
-//           const operatorMap: any = {
-//             '=': '=',
-//             '>': '>',
-//             '<': '<',
-//             '>=': '>=',
-//             '<=': '<=',
-//             'contains': 'LIKE',
-//             'startsWith': 'LIKE',
-//           };
-          
-//           let val = item.value;
-//           let op = operatorMap[item.operator] || '=';
-          
-//           if (item.operator === 'contains') val = `'%${val}%'`;
-//           else if (item.operator === 'startsWith') val = `'${val}%'`;
-//           else if (typeof val === 'string') val = `'${val}'`;
-
-//           whereClause = `WHERE ${item.field} ${op} ${val}`;
-//         }
-//       }
-
-//       // Your existing BigQuery API call logic here...
-//       // Ensure the query sent to BQ includes the ${whereClause}
-//       console.log("Generated SQL Fragment:", whereClause);
-//       if (data.error) {
-//         Notification.emit(data.error, 'error', {
-//           autoClose: 5000
-//         });
-//         setIsLoading(false);
-//       } else if (data.totalRows == 0) {
-//         setIsLoading(false);
-//       } else {
-//         let transformRowInfoList: any = [];
-//         data.rows.forEach((rowInfo: any) => {
-//           let transformRowInfo: any = {};
-//           rowInfo['f'].forEach((fieldInfo: any, index: number) => {
-//             transformRowInfo[columns[index].Header] =
-//               typeof fieldInfo['v'] === 'object'
-//                 ? JSON.stringify(fieldInfo['v'])
-//                 : fieldInfo['v'];
-//           });
-//           transformRowInfoList.push(transformRowInfo);
-//         });
-//         setPreviewDataList(transformRowInfoList);
-//         setIsLoading(false);
-//         setTotalRowSize(data.totalRows);
-//       }
-//     } catch (reason) {
-//       Notification.emit(
-//         `Error in calling BigQuery Preview API : ${reason}`,
-//         'error',
-//         {
-//           autoClose: 5000
-//         }
-//       );
-//     }
-//   };
-
   static bigQueryPreviewAPIService = async (
-    columns: any[],
+    columns: IPreviewColumn[],
     tableId: string,
     dataSetId: string,
     setIsLoading: (value: boolean) => void,
@@ -209,79 +36,49 @@ export class BigQueryService {
     maxResults: number,
     pageIndex: number,
     setTotalRowSize: (value: string) => void,
-    setPreviewDataList: (data: any[]) => void,
-    filterModel?: any,
-    sortModel?: any,
+    setPreviewDataList: any
   ) => {
     setIsLoading(true);
     try {
-      let filterQuery = "";
-      if (filterModel?.items?.length > 0) {
-        filterModel.items.forEach((item: any, index: number) => {
-          if (item.value !== undefined && item.value !== null && item.value !== "") {
-              const encodedField = encodeURIComponent(item.field);
-              const encodedOp = encodeURIComponent(item.operator);
-              const encodedVal = encodeURIComponent(item.value);
-              
-              filterQuery += `&filter_field=${encodedField}&filter_op=${encodedOp}&filter_val=${encodedVal}`;
-          }
-        });
-      }
-      
-      let sortQuery = "";
-      if (sortModel?.length > 0) {
-        const sortItem = sortModel[0];
-        if (sortItem.field && sortItem.sort) {
-            const encodedSortField = encodeURIComponent(sortItem.field);
-            const encodedSortDir = encodeURIComponent(sortItem.sort); // 'asc' or 'desc'
-            sortQuery = `&sort_field=${encodedSortField}&sort_dir=${encodedSortDir}`;
-        }
-      }
-
       const startIndex = pageIndex * maxResults;
-      
-      const apiUrl = `bigQueryPreview?project_id=${projectId}&dataset_id=${dataSetId}&table_id=${tableId}&max_results=${maxResults}&start_index=${startIndex}${filterQuery}${sortQuery}`;
-
-      const data: any = await requestAPI(apiUrl);
+      const data: any = await requestAPI(
+        `bigQueryPreview?project_id=${projectId}&dataset_id=${dataSetId}&table_id=${tableId}&max_results=${maxResults}&start_index=${startIndex}`
+      );
 
       if (data.error) {
-        Notification.emit(data.error, 'error', { autoClose: 5000 });
+        Notification.emit(data.error, 'error', {
+          autoClose: 5000
+        });
         setIsLoading(false);
-      } else if (!data.rows || data.totalRows === 0) {
-        setPreviewDataList([]);
-        setTotalRowSize('0');
+      } else if (data.totalRows == 0) {
         setIsLoading(false);
       } else {
-        const transformRowInfoList = data.rows.map((rowInfo: any) => {
-          const transformRowInfo: any = {};
+        let transformRowInfoList: any = [];
+        data.rows.forEach((rowInfo: any) => {
+          let transformRowInfo: any = {};
           rowInfo['f'].forEach((fieldInfo: any, index: number) => {
-            const col = columns[index];
-            const columnKey = col?.Header || col?.field || col?.accessor;
-            
-            if (columnKey) {
-              const rawValue = fieldInfo['v'];
-              transformRowInfo[columnKey] =
-                typeof rawValue === 'object' && rawValue !== null
-                  ? JSON.stringify(rawValue)
-                  : rawValue;
-            }
+            transformRowInfo[columns[index].Header] =
+              typeof fieldInfo['v'] === 'object'
+                ? JSON.stringify(fieldInfo['v'])
+                : fieldInfo['v'];
           });
-          return transformRowInfo;
+          transformRowInfoList.push(transformRowInfo);
         });
-
         setPreviewDataList(transformRowInfoList);
-        setTotalRowSize(data.totalRows.toString());
         setIsLoading(false);
+        setTotalRowSize(data.totalRows);
       }
     } catch (reason) {
-      setIsLoading(false);
       Notification.emit(
-        `Error in calling BigQuery Preview API: ${reason}`,
+        `Error in calling BigQuery Preview API : ${reason}`,
         'error',
-        { autoClose: 5000 }
+        {
+          autoClose: 5000
+        }
       );
     }
   };
+
   static getBigQueryColumnDetailsAPIService = async (
     datasetId: string,
     tableId: string,
diff --git a/src/bigQuery/previewDataInfo.tsx b/src/bigQuery/previewDataInfo.tsx
index 883c4739..98d23e1f 100644
--- a/src/bigQuery/previewDataInfo.tsx
+++ b/src/bigQuery/previewDataInfo.tsx
@@ -1,123 +1,89 @@
-// /**
-//  * @license
-//  * Copyright 2024 Google LLC
-//  *
-//  * Licensed under the Apache License, Version 2.0 (the "License");
-//  * you may not use this file except in compliance with the License.
-//  * You may obtain a copy of the License at
-//  *
-//  *   http://www.apache.org/licenses/LICENSE-2.0
-//  *
-//  * Unless required by applicable law or agreed to in writing, software
-//  * distributed under the License is distributed on an "AS IS" BASIS,
-//  * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-//  * See the License for the specific language governing permissions and
-//  * limitations under the License.
-//  */
-import React, { useEffect, useState, useMemo } from 'react';
-import { DataGrid, GridColDef, GridFilterModel, GridSortModel } from '@mui/x-data-grid';
-import { Paper, Box, CircularProgress } from '@mui/material';
+/**
+ * @license
+ * Copyright 2024 Google LLC
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+import React, { useEffect, useState } from 'react';
+import { useGlobalFilter, usePagination, useTable } from 'react-table';
+import TableData from '../utils/tableData';
 import { BigQueryService } from './bigQueryService';
-import { handleDebounce } from '../utils/utils';
-
-interface IPreviewColumn {
-  Header: string;
-  accessor: string;
-}
+import { ICellProps, handleDebounce } from '../utils/utils';
+import { PreviewPaginationView } from '../utils/previewPaginationView';
+import { CircularProgress } from '@mui/material';
 
 const PreviewDataInfo = ({ column, tableId, dataSetId, projectId }: any) => {
-  const [previewDataList, setPreviewDataList] = useState<any[]>([]);
+  const [previewDataList, setPreviewDataList] = useState([]);
   const [isLoading, setIsLoading] = useState(true);
-  const [totalRowSize, setTotalRowSize] = useState('0');
+  const [totalRowSize, setTotalRowSize] = useState('');
+
   const [pageIndex, setPageIndex] = useState(0);
-  const [pageSize, setPageSize] = useState(50);
+
   const [previewHeight, setPreviewHeight] = useState(window.innerHeight - 180);
-  
-  const [filterModel, setFilterModel] = useState<GridFilterModel>({ items: [] });
-  const [debouncedFilterModel, setDebouncedFilterModel] = useState<GridFilterModel>({ items: [] });
 
-  const [sortModel, setSortModel] = useState<GridSortModel>([]);
+  function handleUpdateHeight() {
+    let updateHeight = window.innerHeight - 180;
+    setPreviewHeight(updateHeight);
+  }
 
-  useEffect(() => {
-    const handler = setTimeout(() => {
-      setDebouncedFilterModel(filterModel);
-    }, 300);
-
-    return () => clearTimeout(handler);
-  }, [filterModel]);
+  // Debounce the handleUpdateHeight function
+  const debouncedHandleUpdateHeight = handleDebounce(handleUpdateHeight, 500);
 
+  // Add event listener for window resize using useEffect
   useEffect(() => {
-    const handleUpdateHeight = () => setPreviewHeight(window.innerHeight - 180);
-    const debounced = handleDebounce(handleUpdateHeight, 500);
-    window.addEventListener('resize', debounced);
-    return () => window.removeEventListener('resize', debounced);
+    window.addEventListener('resize', debouncedHandleUpdateHeight);
+
+    // Cleanup function to remove event listener on component unmount
+    return () => {
+      window.removeEventListener('resize', debouncedHandleUpdateHeight);
+    };
   }, []);
 
-  const muiColumns: GridColDef[] = useMemo(() => {
-    return column.map((col: any) => {
-      // 1. Determine the logic type
-      let columnType: 'string' | 'number' | 'boolean' = 'string';
-      const bqType = col.type?.toUpperCase();
-
-      if (
-        ['INTEGER', 'FLOAT', 'NUMERIC', 'DECIMAL', 'INT64', 'FLOAT64'].includes(
-          bqType
-        )
-      ) {
-        columnType = 'number';
-      } else if (['BOOLEAN', 'BOOL'].includes(bqType)) {
-        columnType = 'boolean';
-      }
-
-      return {
-        field: col.name,
-        headerName: col.name,
-        type: columnType, // Enables the correct filter icons (=, >, <)
-        flex: 1,
-        minWidth: 150,
-
-        // 2. Add the valueGetter here
-        valueGetter: (value: any) => {
-          if (
-            columnType === 'number' &&
-            value !== null &&
-            value !== undefined
-          ) {
-            const parsed = Number(value);
-            return isNaN(parsed) ? value : parsed;
-          }
-          return value;
-        },
-
-        renderCell: (params: any) => {
-          if (
-            params.value === null ||
-            params.value === undefined ||
-            params.value === ''
-          ) {
-            return (
-              <Box sx={{ color: 'text.disabled', fontStyle: 'italic' }}>
-                null
-              </Box>
-            );
-          }
-          return String(params.value);
-        }
-      };
-    });
-  }, [column]);
-
-  const serviceColumns: IPreviewColumn[] = useMemo(() => {
-    return column.map((col: any) => ({
-      Header: col.name,
-      accessor: col.name
-    }));
-  }, [column]);
+  const data = previewDataList;
+
+  const columns = React.useMemo(
+    () =>
+      column.map((column: any) => ({
+        Header: column.name.split(' ')[0],
+        accessor: column.name.split(' ')[0]
+      })),
+    []
+  );
+
+  const {
+    getTableProps,
+    getTableBodyProps,
+    headerGroups,
+    rows,
+    prepareRow,
+    page,
+    setPageSize,
+    state: { pageSize }
+  } = useTable(
+    {
+      columns,
+      data,
+      autoResetPage: false,
+      initialState: { pageSize: 50, pageIndex: 0 }
+    },
+    useGlobalFilter,
+    usePagination
+  );
 
   useEffect(() => {
-    setIsLoading(true);
     BigQueryService.bigQueryPreviewAPIService(
-      serviceColumns,
+      columns,
       tableId,
       dataSetId,
       setIsLoading,
@@ -125,85 +91,75 @@ const PreviewDataInfo = ({ column, tableId, dataSetId, projectId }: any) => {
       pageSize,
       pageIndex,
       setTotalRowSize,
-      setPreviewDataList,
-      debouncedFilterModel,
-      sortModel,
+      setPreviewDataList
     );
-  }, [
-    serviceColumns,
-    tableId,
-    dataSetId,
-    projectId,
-    pageSize,
-    pageIndex,
-    debouncedFilterModel,
-    sortModel,
-  ]);
+  }, [pageSize, pageIndex]);
+
+  const tableDataCondition = (cell: ICellProps) => {
+    return (
+      <td {...cell.getCellProps()} className="preview-table-data">
+        {cell.value === null ? 'null' : cell.render('Cell')}
+      </td>
+    );
+  };
+
+  const handlePageChange = (newPageIndex: number) => {
+    setPageIndex(newPageIndex);
+  };
 
   return (
-    <Paper
-      sx={{
-        height: previewHeight,
-        width: '100%',
-        border: '1px solid #e0e0e0',
-        boxShadow: 'none'
-      }}
-    >
-      <DataGrid
-        className="custom-data-grid"
-        rows={previewDataList}
-        columns={muiColumns}
-        loading={isLoading}
-        rowCount={Number(totalRowSize)}
-        getRowId={(row: any) => previewDataList.indexOf(row)}
-        paginationMode="server"
-        filterMode="server"
-        sortingMode="server"
-        filterModel={filterModel} 
-        sortModel={sortModel}
-        
-        onFilterModelChange={newModel => {
-          setFilterModel(newModel);
-          setPageIndex(0);
-        }}
-
-        onSortModelChange={newModel => {
-            setSortModel(newModel);
-            setPageIndex(0);
-        }}
-
-        paginationModel={{ page: pageIndex, pageSize: pageSize }}
-        onPaginationModelChange={model => {
-          setPageIndex(model.page);
-          setPageSize(model.pageSize);
-        }}
-        pageSizeOptions={[10, 25, 50, 100]}
-        disableRowSelectionOnClick
-        density="compact"
-        sx={{
-          border: 0,
-          '& .MuiDataGrid-columnHeaderTitle': { fontWeight: 'bold' },
-          '& .MuiDataGrid-cell:focus': { outline: 'none' }
-        }}
-        slots={{
-          noRowsOverlay: () => (
-            <Box sx={{ p: 2, textAlign: 'center' }}>No data available</Box>
-          ),
-          loadingOverlay: () => (
-            <Box
-              sx={{
-                display: 'flex',
-                justifyContent: 'center',
-                alignItems: 'center',
-                height: '100%'
-              }}
-            >
-              <CircularProgress size={30} />
-            </Box>
-          )
-        }}
-      />
-    </Paper>
+    <div>
+      {previewDataList.length > 0 ? (
+        <div>
+          <div
+            className="preview-data-table-parent"
+            style={{ height: previewHeight }}
+          >
+            <TableData
+              getTableProps={getTableProps}
+              headerGroups={headerGroups}
+              getTableBodyProps={getTableBodyProps}
+              isLoading={isLoading}
+              rows={rows}
+              page={page}
+              prepareRow={prepareRow}
+              tableDataCondition={tableDataCondition}
+              fromPage="Preview"
+            />
+            {Number(totalRowSize) >= 50 && (
+              <PreviewPaginationView
+                pageSize={pageSize}
+                setPageSize={setPageSize}
+                pageIndex={pageIndex}
+                totalRowSize={totalRowSize}
+                canPreviousPage={pageIndex !== 0}
+                canNextPage={
+                  pageIndex !== Math.floor(Number(totalRowSize) / pageSize)
+                }
+                onPageChange={handlePageChange}
+              />
+            )}
+          </div>
+        </div>
+      ) : (
+        <div>
+          {isLoading && (
+            <div className="spin-loader-main">
+              <CircularProgress
+                className="spin-loader-custom-style"
+                size={18}
+                aria-label="Loading Spinner"
+                data-testid="loader"
+              />
+              Loading Preview Data
+            </div>
+          )}
+          {!isLoading && (
+            <div className="no-data-style">No rows to display</div>
+          )}
+        </div>
+      )}
+    </div>
   );
 };
 
diff --git a/src/dpms/schemaInfo.tsx b/src/dpms/schemaInfo.tsx
index e7a61ae2..de00d48f 100644
--- a/src/dpms/schemaInfo.tsx
+++ b/src/dpms/schemaInfo.tsx
@@ -65,7 +65,7 @@ const SchemaInfo = ({ column }: any) => {
               <tr {...headerGroup.getHeaderGroupProps()}>
                 {headerGroup.headers.map(column => (
                   <th {...column.getHeaderProps()}>
-                    {column.render('Header') as React.ReactNode}
+                    {column.render('Header')as React.ReactNode}
                   </th>
                 ))}
               </tr>
@@ -82,7 +82,7 @@ const SchemaInfo = ({ column }: any) => {
                         className={index === 0 ? 'bold-column' : ''}
                         {...cell.getCellProps()}
                       >
-                        {cell.render('Cell') as React.ReactNode}
+                        {cell.render('Cell')as React.ReactNode}
                       </td>
                     );
                   })}
diff --git a/src/utils/tableData.tsx b/src/utils/tableData.tsx
index 5da43f3a..f93aa3f2 100644
--- a/src/utils/tableData.tsx
+++ b/src/utils/tableData.tsx
@@ -68,7 +68,7 @@ function TableData({
                 {...column.getHeaderProps()}
                 className="clusters-table-header"
               >
-                {(column.render('Header')as any)}
+                {column.render('Header')}
               </th>
             ))}
           </tr>
diff --git a/style/dpms.css b/style/dpms.css
index 4b8b7811..3a9d0cd2 100644
--- a/style/dpms.css
+++ b/style/dpms.css
@@ -225,22 +225,3 @@
 .load-more-spinner-container {
   width: 200%;
 }
-
-.custom-data-grid .MuiDataGrid-columnHeaderTitle {
-  font-weight: 800 !important;
-  color: #000000;
-}
-.custom-data-grid .MuiDataGrid-columnHeaders {
-  border-bottom: 2px solid #bdbdbd !important;
-  background-color: #f5f5f5;
-}
-.custom-data-grid .MuiDataGrid-columnHeader {
-  border-right: 1px solid #e0e0e0 !important;
-}
-.custom-data-grid .MuiDataGrid-columnHeader:last-child {
-  border-right: none !important;
-}
-.custom-data-grid .MuiDataGrid-cell {
-  border-right: 1px solid #f0f0f0 !important;
-}
-
diff --git a/yarn.lock b/yarn.lock
index 97e0824f..7c7a7e30 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -5,18 +5,28 @@ __metadata:
   version: 6
   cacheKey: 8
 
-"@ant-design/colors@npm:^7.0.0, @ant-design/colors@npm:^7.2.1":
-  version: 7.2.1
-  resolution: "@ant-design/colors@npm:7.2.1"
+"@ampproject/remapping@npm:^2.2.0":
+  version: 2.3.0
+  resolution: "@ampproject/remapping@npm:2.3.0"
   dependencies:
-    "@ant-design/fast-color": ^2.0.6
-  checksum: 505c81c94f3602f28115282c7dae4e89b985dbb7dad8a35c0ad653c0ad8859f7bb541220cc5e086b57842be252a02ca240a78cd2f695ed7e0014e7605aabd80c
+    "@jridgewell/gen-mapping": ^0.3.5
+    "@jridgewell/trace-mapping": ^0.3.24
+  checksum: d3ad7b89d973df059c4e8e6d7c972cbeb1bb2f18f002a3bd04ae0707da214cb06cc06929b65aa2313b9347463df2914772298bae8b1d7973f246bb3f2ab3e8f0
   languageName: node
   linkType: hard
 
-"@ant-design/cssinjs-utils@npm:^1.1.3":
-  version: 1.1.3
-  resolution: "@ant-design/cssinjs-utils@npm:1.1.3"
+"@ant-design/colors@npm:^7.0.0, @ant-design/colors@npm:^7.1.0":
+  version: 7.1.0
+  resolution: "@ant-design/colors@npm:7.1.0"
+  dependencies:
+    "@ctrl/tinycolor": ^3.6.1
+  checksum: 6488b4159cea52be8a904caf541064e9f0e267c1df74ed687abd9364e6cfeb0353c64ee078878069f48aa6c381feca2af17612efe0529517c0260f989472b7ae
+  languageName: node
+  linkType: hard
+
+"@ant-design/cssinjs-utils@npm:^1.1.1":
+  version: 1.1.1
+  resolution: "@ant-design/cssinjs-utils@npm:1.1.1"
   dependencies:
     "@ant-design/cssinjs": ^1.21.0
     "@babel/runtime": ^7.23.2
@@ -24,13 +34,13 @@ __metadata:
   peerDependencies:
     react: ">=16.9.0"
     react-dom: ">=16.9.0"
-  checksum: 9f84d068e0fbcb74a80232cc712f5f56f2ec353a584c88a7b3d436711151d0c2157b6361577c73e25789da5590d467b83b17f433ad73666ad22d87fc430de1ef
+  checksum: 00cfaf1e5f745bee743da65f74e3d879fe37a5b12220a105ee695fdd2de13cd08cb4e17e76748eba63903c08cdc77222ef8b248304b066e292d3cd2d4f867ecf
   languageName: node
   linkType: hard
 
-"@ant-design/cssinjs@npm:^1.21.0, @ant-design/cssinjs@npm:^1.23.0":
-  version: 1.24.0
-  resolution: "@ant-design/cssinjs@npm:1.24.0"
+"@ant-design/cssinjs@npm:^1.21.0, @ant-design/cssinjs@npm:^1.21.1":
+  version: 1.21.1
+  resolution: "@ant-design/cssinjs@npm:1.21.1"
   dependencies:
     "@babel/runtime": ^7.11.1
     "@emotion/hash": ^0.8.0
@@ -38,11 +48,11 @@ __metadata:
     classnames: ^2.3.1
     csstype: ^3.1.3
     rc-util: ^5.35.0
-    stylis: ^4.3.4
+    stylis: ^4.3.3
   peerDependencies:
     react: ">=16.0.0"
     react-dom: ">=16.0.0"
-  checksum: 72f76410696bad932cb65db64e403b408cfe052212b38d5b2f92e5a492a4cea1025fa924261030ca793291f7b5f34723b5431bf0be1a31091bf3f44fe74af4f2
+  checksum: 9260cc7533eb127516a66a21def2878f2da9c27cb5699e5e0586ad5f4420785b7ee0e4d7437a2ad82fe89888536b460bb63c58f366c4b9e5af12ea312f7bf94c
   languageName: node
   linkType: hard
 
@@ -62,9 +72,9 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@ant-design/icons@npm:^5.6.1":
-  version: 5.6.1
-  resolution: "@ant-design/icons@npm:5.6.1"
+"@ant-design/icons@npm:^5.5.1":
+  version: 5.5.1
+  resolution: "@ant-design/icons@npm:5.5.1"
   dependencies:
     "@ant-design/colors": ^7.0.0
     "@ant-design/icons-svg": ^4.4.0
@@ -74,7 +84,7 @@ __metadata:
   peerDependencies:
     react: ">=16.0.0"
     react-dom: ">=16.0.0"
-  checksum: a278939e24d71ed5dfb857cb6659a46e1a14d1441247bc0fe81d642263f2eeb4dfdc4c944fcb4f26467b87a484976ddf2c188106d025e1af4a636c27ee265417
+  checksum: c4e75858037bb90252f390a89d89e9b144d475a67bcb9d0f50bc89ca9dd4ca5fc74f37e23df2d7fe07a2d943c3fd8bb2f35340ddfc2bd2818fadd87a244d8546
   languageName: node
   linkType: hard
 
@@ -93,16 +103,6 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@antfu/install-pkg@npm:^1.1.0":
-  version: 1.1.0
-  resolution: "@antfu/install-pkg@npm:1.1.0"
-  dependencies:
-    package-manager-detector: ^1.3.0
-    tinyexec: ^1.0.1
-  checksum: e20b7cd1c37eff832cc878cddd794f8c3779175681cf6d75c4cc1ae1475526126a4c1f71fa027161aa1ee35a8850782be9ca0ec01b621893defebe97ba9dc70e
-  languageName: node
-  linkType: hard
-
 "@aw-web-design/x-default-browser@npm:1.4.126":
   version: 1.4.126
   resolution: "@aw-web-design/x-default-browser@npm:1.4.126"
@@ -114,328 +114,352 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@babel/code-frame@npm:^7.0.0, @babel/code-frame@npm:^7.10.4, @babel/code-frame@npm:^7.12.13, @babel/code-frame@npm:^7.16.7, @babel/code-frame@npm:^7.27.1":
-  version: 7.27.1
-  resolution: "@babel/code-frame@npm:7.27.1"
+"@babel/code-frame@npm:^7.0.0, @babel/code-frame@npm:^7.10.4, @babel/code-frame@npm:^7.12.13, @babel/code-frame@npm:^7.16.7, @babel/code-frame@npm:^7.25.7":
+  version: 7.25.7
+  resolution: "@babel/code-frame@npm:7.25.7"
   dependencies:
-    "@babel/helper-validator-identifier": ^7.27.1
-    js-tokens: ^4.0.0
-    picocolors: ^1.1.1
-  checksum: 5874edc5d37406c4a0bb14cf79c8e51ad412fb0423d176775ac14fc0259831be1bf95bdda9c2aa651126990505e09a9f0ed85deaa99893bc316d2682c5115bdc
+    "@babel/highlight": ^7.25.7
+    picocolors: ^1.0.0
+  checksum: f235cdf9c5d6f172898a27949bd63731c5f201671f77bcf4c2ad97229bc462d89746c1a7f5671a132aecff5baf43f3d878b93a7ecc6aa71f9612d2b51270c53e
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+    vega-scale: ~7.4.1
+    vega-scenegraph: ~4.13.0
     vega-statistics: ~1.9.0
-    vega-time: ~2.1.3
-    vega-transforms: ~4.12.1
-    vega-typings: ~1.5.0
+    vega-time: ~2.1.2
+    vega-transforms: ~4.12.0
+    vega-typings: ~1.3.1
     vega-util: ~1.17.2
-    vega-view: ~5.16.0
-    vega-view-transforms: ~4.6.1
-    vega-voronoi: ~4.2.4
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+    vega-view: ~5.13.0
+    vega-view-transforms: ~4.6.0
+    vega-voronoi: ~4.2.3
+    vega-wordcloud: ~4.1.5
+  checksum: 4775a990339a5d45bc42b474678b8136134aed7f8df0cfd43be9b440c82b90e5784f642fd69298dc66a930297c3e828fc106d75d0cc2b6fc15ecea30313e6af6
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@@ -20318,7 +19043,7 @@ __metadata:
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-"vscode-languageserver-protocol@npm:3.17.5, vscode-languageserver-protocol@npm:^3.17.0":
+"vscode-languageserver-protocol@npm:^3.17.0":
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   resolution: "vscode-languageserver-protocol@npm:3.17.5"
   dependencies:
@@ -20328,13 +19053,6 @@ __metadata:
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-"vscode-languageserver-textdocument@npm:~1.0.11":
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-  resolution: "vscode-languageserver-textdocument@npm:1.0.12"
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   resolution: "vscode-languageserver-types@npm:3.17.5"
@@ -20342,24 +19060,6 @@ __metadata:
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-"vscode-languageserver@npm:~9.0.1":
-  version: 9.0.1
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@@ -20403,13 +19103,13 @@ __metadata:
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-"watchpack@npm:^2.2.0, watchpack@npm:^2.4.4":
-  version: 2.5.0
-  resolution: "watchpack@npm:2.5.0"
+"watchpack@npm:^2.2.0, watchpack@npm:^2.4.1":
+  version: 2.4.2
+  resolution: "watchpack@npm:2.4.2"
   dependencies:
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     graceful-fs: ^4.1.2
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@@ -20525,10 +19225,10 @@ __metadata:
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-"webpack-sources@npm:^3.3.3":
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+"webpack-sources@npm:^3.2.3":
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@@ -20547,40 +19247,38 @@ __metadata:
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 "webpack@npm:5, webpack@npm:^5.76.1, webpack@npm:^5.94.0":
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-    acorn: ^8.15.0
-    acorn-import-phases: ^1.0.3
-    browserslist: ^4.28.1
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+  dependencies:
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+    "@webassemblyjs/ast": ^1.12.1
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+    "@webassemblyjs/wasm-parser": ^1.12.1
+    acorn: ^8.7.1
+    acorn-import-attributes: ^1.9.5
+    browserslist: ^4.21.10
     chrome-trace-event: ^1.0.2
-    enhanced-resolve: ^5.17.4
-    es-module-lexer: ^2.0.0
+    enhanced-resolve: ^5.17.1
+    es-module-lexer: ^1.2.1
     eslint-scope: 5.1.1
     events: ^3.2.0
     glob-to-regexp: ^0.4.1
     graceful-fs: ^4.2.11
     json-parse-even-better-errors: ^2.3.1
-    loader-runner: ^4.3.1
+    loader-runner: ^4.2.0
     mime-types: ^2.1.27
     neo-async: ^2.6.2
-    schema-utils: ^4.3.3
-    tapable: ^2.3.0
-    terser-webpack-plugin: ^5.3.16
-    watchpack: ^2.4.4
-    webpack-sources: ^3.3.3
+    schema-utils: ^3.2.0
+    tapable: ^2.1.1
+    terser-webpack-plugin: ^5.3.10
+    watchpack: ^2.4.1
+    webpack-sources: ^3.2.3
   peerDependenciesMeta:
     webpack-cli:
       optional: true
   bin:
     webpack: bin/webpack.js
-  checksum: 4d187c246da5c03215a9a583682d1b8972fa0c5a446ba479d63507fe2d844dacf88a46ff7f3133dba22f07f1482f866b14e84c509c0f371ae7ad9316cad83fcb
+  checksum: 0c3dfe288de4d62f8f3dc25478a618894883cab739121330763b7847e43304630ea2815ae2351a5f8ff6ab7c9642caf530d503d89bda261fe2cd220e524dd5d1
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@@ -20638,41 +19336,20 @@ __metadata:
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-"which-boxed-primitive@npm:^1.0.2, which-boxed-primitive@npm:^1.1.0, which-boxed-primitive@npm:^1.1.1":
-  version: 1.1.1
-  resolution: "which-boxed-primitive@npm:1.1.1"
-  dependencies:
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-    is-boolean-object: ^1.2.1
-    is-number-object: ^1.1.1
-    is-string: ^1.1.1
-    is-symbol: ^1.1.1
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-  languageName: node
-  linkType: hard
-
-"which-builtin-type@npm:^1.2.1":
-  version: 1.2.1
-  resolution: "which-builtin-type@npm:1.2.1"
+"which-boxed-primitive@npm:^1.0.2":
+  version: 1.0.2
+  resolution: "which-boxed-primitive@npm:1.0.2"
   dependencies:
-    call-bound: ^1.0.2
-    function.prototype.name: ^1.1.6
-    has-tostringtag: ^1.0.2
-    is-async-function: ^2.0.0
-    is-date-object: ^1.1.0
-    is-finalizationregistry: ^1.1.0
-    is-generator-function: ^1.0.10
-    is-regex: ^1.2.1
-    is-weakref: ^1.0.2
-    isarray: ^2.0.5
-    which-boxed-primitive: ^1.1.0
-    which-collection: ^1.0.2
-    which-typed-array: ^1.1.16
-  checksum: 7a3617ba0e7cafb795f74db418df889867d12bce39a477f3ee29c6092aa64d396955bf2a64eae3726d8578440e26777695544057b373c45a8bcf5fbe920bf633
+    is-bigint: ^1.0.1
+    is-boolean-object: ^1.1.0
+    is-number-object: ^1.0.4
+    is-string: ^1.0.5
+    is-symbol: ^1.0.3
+  checksum: 53ce774c7379071729533922adcca47220228405e1895f26673bbd71bdf7fb09bee38c1d6399395927c6289476b5ae0629863427fd151491b71c4b6cb04f3a5e
   languageName: node
   linkType: hard
 
-"which-collection@npm:^1.0.1, which-collection@npm:^1.0.2":
+"which-collection@npm:^1.0.1":
   version: 1.0.2
   resolution: "which-collection@npm:1.0.2"
   dependencies:
@@ -20684,18 +19361,16 @@ __metadata:
   languageName: node
   linkType: hard
 
-"which-typed-array@npm:^1.1.13, which-typed-array@npm:^1.1.16, which-typed-array@npm:^1.1.19, which-typed-array@npm:^1.1.2":
-  version: 1.1.19
-  resolution: "which-typed-array@npm:1.1.19"
+"which-typed-array@npm:^1.1.13, which-typed-array@npm:^1.1.14, which-typed-array@npm:^1.1.15, which-typed-array@npm:^1.1.2":
+  version: 1.1.15
+  resolution: "which-typed-array@npm:1.1.15"
   dependencies:
     available-typed-arrays: ^1.0.7
-    call-bind: ^1.0.8
-    call-bound: ^1.0.4
-    for-each: ^0.3.5
-    get-proto: ^1.0.1
-    gopd: ^1.2.0
+    call-bind: ^1.0.7
+    for-each: ^0.3.3
+    gopd: ^1.0.1
     has-tostringtag: ^1.0.2
-  checksum: 162d2a07f68ea323f88ed9419861487ce5d02cb876f2cf9dd1e428d04a63133f93a54f89308f337b27cabd312ee3d027cae4a79002b2f0a85b79b9ef4c190670
+  checksum: 65227dcbfadf5677aacc43ec84356d17b5500cb8b8753059bb4397de5cd0c2de681d24e1a7bd575633f976a95f88233abfd6549c2105ef4ebd58af8aa1807c75
   languageName: node
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@@ -20721,14 +19396,14 @@ __metadata:
   languageName: node
   linkType: hard
 
-"which@npm:^6.0.0":
-  version: 6.0.0
-  resolution: "which@npm:6.0.0"
+"which@npm:^4.0.0":
+  version: 4.0.0
+  resolution: "which@npm:4.0.0"
   dependencies:
     isexe: ^3.1.1
   bin:
     node-which: bin/which.js
-  checksum: df19b2cd8aac94b333fa29b42e8e371a21e634a742a3b156716f7752a5afe1d73fb5d8bce9b89326f453d96879e8fe626eb421e0117eb1a3ce9fd8c97f6b7db9
+  checksum: f17e84c042592c21e23c8195108cff18c64050b9efb8459589116999ea9da6dd1509e6a1bac3aeebefd137be00fabbb61b5c2bc0aa0f8526f32b58ee2f545651
   languageName: node
   linkType: hard
 
@@ -20825,8 +19500,8 @@ __metadata:
   linkType: hard
 
 "ws@npm:^8.11.0, ws@npm:^8.2.3":
-  version: 8.18.3
-  resolution: "ws@npm:8.18.3"
+  version: 8.18.0
+  resolution: "ws@npm:8.18.0"
   peerDependencies:
     bufferutil: ^4.0.1
     utf-8-validate: ">=5.0.2"
@@ -20835,7 +19510,7 @@ __metadata:
       optional: true
     utf-8-validate:
       optional: true
-  checksum: d64ef1631227bd0c5fe21b3eb3646c9c91229402fb963d12d87b49af0a1ef757277083af23a5f85742bae1e520feddfb434cb882ea59249b15673c16dc3f36e0
+  checksum: 91d4d35bc99ff6df483bdf029b9ea4bfd7af1f16fc91231a96777a63d263e1eabf486e13a2353970efc534f9faa43bdbf9ee76525af22f4752cbc5ebda333975
   languageName: node
   linkType: hard
 
@@ -20868,13 +19543,13 @@ __metadata:
   linkType: hard
 
 "y-protocols@npm:^1.0.5":
-  version: 1.0.7
-  resolution: "y-protocols@npm:1.0.7"
+  version: 1.0.6
+  resolution: "y-protocols@npm:1.0.6"
   dependencies:
     lib0: ^0.2.85
   peerDependencies:
     yjs: ^13.0.0
-  checksum: d58579ee542b6b9f4e3c3223fd24efcfd4af6f97acdb40a3d362713dcce812dd3dd086cc1f221a6ccb50bd373ff4b3d30fc2462a17f7804e0d1a8bd187099f31
+  checksum: 4b57c8811befcf2e45c3d47830005f8a33e626c734f78a42fe8a4fa3caad2233ba85a7c8bceefbd52ffc40130d3f3faee664fd0d1c324ff1fa8817a056ccdc1c
   languageName: node
   linkType: hard
 
@@ -20899,13 +19574,6 @@ __metadata:
   languageName: node
   linkType: hard
 
-"yallist@npm:^5.0.0":
-  version: 5.0.0
-  resolution: "yallist@npm:5.0.0"
-  checksum: eba51182400b9f35b017daa7f419f434424410691bbc5de4f4240cc830fdef906b504424992700dc047f16b4d99100a6f8b8b11175c193f38008e9c96322b6a5
-  languageName: node
-  linkType: hard
-
 "yaml@npm:^1.10.0":
   version: 1.10.2
   resolution: "yaml@npm:1.10.2"
@@ -20953,11 +19621,11 @@ __metadata:
   linkType: hard
 
 "yjs@npm:^13.5.0, yjs@npm:^13.5.40":
-  version: 13.6.29
-  resolution: "yjs@npm:13.6.29"
+  version: 13.6.20
+  resolution: "yjs@npm:13.6.20"
   dependencies:
-    lib0: ^0.2.99
-  checksum: 5f3ea72bec0f5172f7d4cf213ee15fa63ca06ac1416289eca148a100b35b4cec8db8703e36adb12ded510cec285422075a01fffe6df97565543d4d4e7faf2950
+    lib0: ^0.2.98
+  checksum: a87295efe7df58ae8b5cf09b7cdbbcc3cbfba2b7fb72bb424513eb25587eff8dc8304f41e3bcd3926c02c86a0f7ce2185285e4b9d71aca5ff50cefe1ecb6657c
   languageName: node
   linkType: hard
 
@@ -20969,20 +19637,20 @@ __metadata:
   linkType: hard
 
 "yocto-queue@npm:^1.0.0":
-  version: 1.2.2
-  resolution: "yocto-queue@npm:1.2.2"
-  checksum: 92dd9880c324dbc94ff4b677b7d350ba8d835619062b7102f577add7a59ab4d87f40edc5a03d77d369dfa9d11175b1b2ec4a06a6f8a5d8ce5d1306713f66ee41
+  version: 1.1.1
+  resolution: "yocto-queue@npm:1.1.1"
+  checksum: f2e05b767ed3141e6372a80af9caa4715d60969227f38b1a4370d60bffe153c9c5b33a862905609afc9b375ec57cd40999810d20e5e10229a204e8bde7ef255c
   languageName: node
   linkType: hard
 
 "yup@npm:^1.2.0":
-  version: 1.7.1
-  resolution: "yup@npm:1.7.1"
+  version: 1.4.0
+  resolution: "yup@npm:1.4.0"
   dependencies:
     property-expr: ^2.0.5
     tiny-case: ^1.0.3
     toposort: ^2.0.2
     type-fest: ^2.19.0
-  checksum: 80d0d6838da457d489a97ee0b9c26fa9f59355a553f86842ea114b049811a918a0e7221f9c22bb88314699ddfb3e24ded49f7ab10a0e74dd273d03430110d5af
+  checksum: 20a2ee0c1e891979ca16b34805b3a3be9ab4bea6ea3d2f9005b998b4dc992d0e4d7b53e5f4d8d9423420046630fb44fdf0ecf7e83bc34dd83392bca046c5229d
   languageName: node
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From 2ec786e9a85ea8e552ed3593d8e1edadf94a8f6a Mon Sep 17 00:00:00 2001
From: srinivasan-acn <srinivasan.a.ganesan@accenture.com>
Date: Tue, 10 Mar 2026 03:50:07 +0000
Subject: [PATCH 7/9] bigquery_semantic_search with pagination and scoping

- Implemented `scope` , `project_id` , `type` , `location` filtering
- Add support for `page_size` and `page_token` for paginated results
---
 .../controllers/bigquery.py                   |  28 ++++-
 dataproc_jupyter_plugin/services/bigquery.py  | 101 ++++++++++++++++++
 2 files changed, 125 insertions(+), 4 deletions(-)

diff --git a/dataproc_jupyter_plugin/controllers/bigquery.py b/dataproc_jupyter_plugin/controllers/bigquery.py
index d0fdcb60..c56d6347 100644
--- a/dataproc_jupyter_plugin/controllers/bigquery.py
+++ b/dataproc_jupyter_plugin/controllers/bigquery.py
@@ -152,14 +152,34 @@ class SearchController(APIHandler):
     async def post(self):
         try:
             search_string = self.get_argument("search_string")
-            type = self.get_argument("type")
+            search_type = self.get_argument("type")
             system = self.get_argument("system")
-            projects = await bq_projects_list()
+            scope_str = self.get_argument("scope", default="false")
+            scope = scope_str.lower() == "true"
+            projects_arg = self.get_argument("projects", default=None)
+            locations = self.get_arguments("location")
+
+            page_size = int(self.get_argument("page_size", default="100"))
+            page_token = self.get_argument("page_token", default=None)
+
+            if projects_arg:
+                projects = projects_arg.split("|")
+            else:
+                projects = await bq_projects_list()
+
             bq_client = await bigquery_client.get_client(self.log)
-            search_data = await bq_client.bigquery_search(
-                search_string, type, system, projects
+            search_data = await bq_client.bigquery_semantic_search(
+                search_string,
+                search_type,
+                system,
+                projects,
+                scope,
+                locations,
+                page_size=page_size,
+                page_token=page_token,
             )
             self.finish(json.dumps(search_data))
         except Exception as e:
             self.log.exception("Error fetching search data")
             self.finish({"error": str(e)})
+
diff --git a/dataproc_jupyter_plugin/services/bigquery.py b/dataproc_jupyter_plugin/services/bigquery.py
index 1a4be9e5..c27d38f6 100644
--- a/dataproc_jupyter_plugin/services/bigquery.py
+++ b/dataproc_jupyter_plugin/services/bigquery.py
@@ -245,3 +245,104 @@ async def bigquery_projects(self, dataset_id, table_id):
         except Exception as e:
             self.log.exception("Error fetching projects")
             return {"error": str(e)}
+
+    async def bigquery_semantic_search(
+        self,
+        search_string: str,
+        type: str,
+        system: str,
+        projects: list,
+        scope: bool,
+        locations: list,
+        page_size: int = 100,
+        page_token: str = None,
+    ):
+        """Searches for BigQuery data assets using the Dataplex API with Semantic Search enabled."""
+        try:
+            dataplex_url = await urls.gcp_service_url(DATAPLEX_SERVICE_NAME)
+            api_endpoint = f"{dataplex_url}v1/projects/{self.project_id}/locations/global:searchEntries"
+
+            headers = {
+                "Content-Type": "application/json",
+                "Authorization": f"Bearer {self._access_token}",
+                "X-Goog-User-Project": self.project_id,
+            }
+
+            query_parts = []
+            if search_string:
+                query_parts.append(f"{search_string}")
+
+            if system:
+                query_parts.append(f"system={system.upper()}")
+
+            if type:
+                types = type.split("|")
+                type_filters = " OR ".join([f"type={t.upper()}" for t in types])
+                query_parts.append(f"({type_filters})")
+
+            if projects:
+                project_filters = " OR ".join([f"projectid:{p}" for p in projects])
+                query_parts.append(f"({project_filters})")
+
+            if locations:
+                location_filters = " OR ".join([f"location={l}" for l in locations])
+                query_parts.append(f"({location_filters})")
+
+            full_query = " AND ".join(filter(None, query_parts))
+
+            if not full_query:
+                self.log.warning("No search query provided. Returning empty result.")
+                return {}
+
+            payload = {
+                "name": f"projects/{self.project_id}/locations/global",
+                "query": " AND ".join(filter(None, query_parts)),
+                "pageSize": page_size,
+                "pageToken": page_token,
+                "semanticSearch": True,
+            }
+
+            if page_token:
+                payload["pageToken"] = page_token
+            if scope:
+                payload["scope"] = f"projects/{self.project_id}"
+
+            if scope:
+                # If True: Restrict to "projects/<id>"
+                payload["scope"] = f"projects/{self.project_id}"
+
+            search_results = []
+
+            try:
+                async with self.client_session.post(
+                    api_endpoint, headers=headers, json=payload
+                ) as response:
+                    if response.status == 200:
+                        resp = await response.json()
+                        # Return only this page and the token for the next one
+                        return {
+                            "results": resp.get("results", []),
+                            "nextPageToken": resp.get("nextPageToken", None),
+                            "totalSize": resp.get("totalSize", 0),
+                        }
+                    else:
+                        response_text = await response.text()
+                        self.log.error(
+                            f"Error searching in Dataplex: {response.status} - {response_text}"
+                        )
+                        raise Exception(
+                            f"Dataplex API Error: {response.status} - {response.reason} - {response_text}"
+                        )
+
+            except aiohttp.ClientError as e:
+                self.log.error(f"Aiohttp client error during API call: {e}")
+                raise
+
+            if not search_results:
+                return {}
+            else:
+                return {"results": search_results}
+
+        except Exception as e:
+            self.log.exception(f"Error fetching Dataplex search data: {e}")
+            return {"error": str(e)}
\ No newline at end of file

From b71c5b5184e54545bc1cb6357305cb2a6a0640cd Mon Sep 17 00:00:00 2001
From: srinivasan-acn <srinivasan.a.ganesan@accenture.com>
Date: Tue, 10 Mar 2026 15:34:39 +0000
Subject: [PATCH 8/9] Gemini comments addressed.

---
 dataproc_jupyter_plugin/services/bigquery.py | 22 +++++---------------
 1 file changed, 5 insertions(+), 17 deletions(-)

diff --git a/dataproc_jupyter_plugin/services/bigquery.py b/dataproc_jupyter_plugin/services/bigquery.py
index c27d38f6..c2e378cc 100644
--- a/dataproc_jupyter_plugin/services/bigquery.py
+++ b/dataproc_jupyter_plugin/services/bigquery.py
@@ -249,7 +249,7 @@ async def bigquery_projects(self, dataset_id, table_id):
     async def bigquery_semantic_search(
         self,
         search_string: str,
-        type: str,
+        search_type: str,
         system: str,
         projects: list,
         scope: bool,
@@ -275,13 +275,13 @@ async def bigquery_semantic_search(
             if system:
                 query_parts.append(f"system={system.upper()}")
 
-            if type:
-                types = type.split("|")
+            if search_type:
+                types = search_type.split("|")
                 type_filters = " OR ".join([f"type={t.upper()}" for t in types])
                 query_parts.append(f"({type_filters})")
 
             if projects:
-                project_filters = " OR ".join([f"projectid:{p}" for p in projects])
+                project_filters = " OR ".join([f"projectid={p}" for p in projects])
                 query_parts.append(f"({project_filters})")
 
             if locations:
@@ -296,9 +296,8 @@ async def bigquery_semantic_search(
 
             payload = {
                 "name": f"projects/{self.project_id}/locations/global",
-                "query": " AND ".join(filter(None, query_parts)),
+                "query": full_query,
                 "pageSize": page_size,
-                "pageToken": page_token,
                 "semanticSearch": True,
             }
 
@@ -307,12 +306,6 @@ async def bigquery_semantic_search(
             if scope:
                 payload["scope"] = f"projects/{self.project_id}"
 
-            if scope:
-                # If True: Restrict to "projects/<id>"
-                payload["scope"] = f"projects/{self.project_id}"
-
-            search_results = []
-
             try:
                 async with self.client_session.post(
                     api_endpoint, headers=headers, json=payload
@@ -338,11 +331,6 @@ async def bigquery_semantic_search(
                 self.log.error(f"Aiohttp client error during API call: {e}")
                 raise
 
-            if not search_results:
-                return {}
-            else:
-                return {"results": search_results}
-
         except Exception as e:
             self.log.exception(f"Error fetching Dataplex search data: {e}")
             return {"error": str(e)}
\ No newline at end of file

From 293202c0d8a25fd1853b0e225f12e21e9f45363c Mon Sep 17 00:00:00 2001
From: srinivasan-acn <srinivasan.a.ganesan@accenture.com>
Date: Mon, 16 Mar 2026 15:08:58 +0000
Subject: [PATCH 9/9] test case for semantic search feature.

---
 .../tests/test_semanticSearch.py              | 178 ++++++++++++++++++
 1 file changed, 178 insertions(+)
 create mode 100644 dataproc_jupyter_plugin/tests/test_semanticSearch.py

diff --git a/dataproc_jupyter_plugin/tests/test_semanticSearch.py b/dataproc_jupyter_plugin/tests/test_semanticSearch.py
new file mode 100644
index 00000000..3aae2dbc
--- /dev/null
+++ b/dataproc_jupyter_plugin/tests/test_semanticSearch.py
@@ -0,0 +1,178 @@
+# Copyright 2024 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import json
+import pytest
+import aiohttp
+import asyncio
+import time
+from unittest.mock import AsyncMock, patch, Mock
+
+from dataproc_jupyter_plugin.services.bigquery import Client
+from dataproc_jupyter_plugin.commons.constants import (
+    DATAPLEX_SERVICE_NAME
+)
+
+@pytest.fixture
+def mock_credentials():
+    return {
+        "access_token": "mock-token",
+        "project_id": "test-project",
+        "region_id": "us-central1"
+    }
+
+@pytest.fixture
+def mock_log():
+    return Mock()
+
+@pytest.fixture
+def mock_client_session():
+    return AsyncMock(spec=aiohttp.ClientSession)
+
+@pytest.fixture
+def mock_dataplex_url():
+    with patch("dataproc_jupyter_plugin.urls.gcp_service_url") as mock_url:
+        mock_url.return_value = "https://dataplex.googleapis.com/"
+        yield mock_url
+
+@pytest.mark.asyncio
+async def test_semantic_search_payload_construction(
+    mock_credentials, mock_log, mock_client_session, mock_dataplex_url
+):
+    """Verifies that the Dataplex query and JSON payload are correctly formed."""
+    mock_response = AsyncMock()
+    mock_response.status = 200
+    mock_response.json.return_value = {
+        "results": [{"dataplexEntry": {"displayName": "sales_table"}}],
+        "totalSize": 1
+    }
+    mock_client_session.post.return_value.__aenter__.return_value = mock_response
+
+    client = Client(mock_credentials, mock_log, mock_client_session)
+    
+    await client.bigquery_semantic_search(
+        search_string="revenue",
+        search_type="TABLE|VIEW",
+        system="BIGQUERY",
+        projects=["proj-1"],
+        scope=True,
+        locations=["us"],
+        page_size=20,
+        page_token="token-abc"
+    )
+
+    # Validate the generated URL
+    expected_url = "https://dataplex.googleapis.com/v1/projects/test-project/locations/global:searchEntries"
+    
+    # Validate the complex query string construction
+    expected_query = "revenue AND system=BIGQUERY AND (type=TABLE OR type=VIEW) AND (projectid=proj-1) AND (location=us)"
+    
+    # Validate the JSON payload including the semanticSearch toggle
+    expected_payload = {
+        "name": "projects/test-project/locations/global",
+        "query": expected_query,
+        "pageSize": 20,
+        "semanticSearch": True,
+        "pageToken": "token-abc",
+        "scope": "projects/test-project"
+    }
+
+    call_args = mock_client_session.post.call_args
+    assert call_args[0][0] == expected_url
+    assert call_args[1]["json"] == expected_payload
+    assert call_args[1]["headers"]["X-Goog-User-Project"] == "test-project"
+
+@pytest.mark.asyncio
+async def test_semantic_search_empty_input_handling(
+    mock_credentials, mock_log, mock_client_session
+):
+    """Ensures the client returns early with a warning if no search parameters exist."""
+    client = Client(mock_credentials, mock_log, mock_client_session)
+    
+    result = await client.bigquery_semantic_search(
+        "", "", "", [], False, []
+    )
+    
+    assert result == {}
+    mock_log.warning.assert_called_once_with("No search query provided. Returning empty result.")
+
+@pytest.mark.asyncio
+async def test_semantic_search_api_failure(
+    mock_credentials, mock_log, mock_client_session, mock_dataplex_url
+):
+    """Verifies error handling when the Dataplex API returns a non-200 status."""
+    mock_response = AsyncMock()
+    mock_response.status = 403
+    mock_response.reason = "Forbidden"
+    mock_response.text.return_value = "Access Denied"
+    mock_client_session.post.return_value.__aenter__.return_value = mock_response
+
+    client = Client(mock_credentials, mock_log, mock_client_session)
+    
+    result = await client.bigquery_semantic_search("test", "TABLE", "BQ", [], False, [])
+
+    assert "error" in result
+    assert "Dataplex API Error: 403" in result["error"]
+    mock_log.exception.assert_called_once()
+
+@pytest.mark.asyncio
+async def test_tornado_responsiveness_during_semantic_search(
+    mock_credentials, mock_log, mock_client_session, mock_dataplex_url
+):
+    """
+    Verifies that the Tornado event loop remains responsive (non-blocking)
+    while the semantic search API call is in flight.
+    """
+    # Create a mock response object first
+    mock_json_body = AsyncMock()
+    mock_json_body.return_value = {}
+    
+    mock_response = AsyncMock()
+    mock_response.status = 200
+    mock_response.json = mock_json_body
+    # This is the key: Mock the context manager __aenter__ to return our response
+    mock_response.__aenter__ = AsyncMock(return_value=mock_response)
+
+    async def slow_response(*args, **kwargs):
+        await asyncio.sleep(0.5)
+        return mock_response
+
+    # Use side_effect to trigger the delay
+    mock_client_session.post.side_effect = slow_response
+    client = Client(mock_credentials, mock_log, mock_client_session)
+
+    start_canary = time.perf_counter()
+
+    # Start the search task
+    search_task = asyncio.create_task(
+        client.bigquery_semantic_search(
+            search_string="revenue", 
+            search_type="TABLE", 
+            system="BQ", 
+            projects=["*"], 
+            scope=False, 
+            locations=[]
+        )
+    )
+
+    # Canary sleep to check for blocking
+    await asyncio.sleep(0.05) 
+    
+    end_canary = time.perf_counter()
+    latency = end_canary - start_canary
+
+    # Await the actual task to clean up the coroutine
+    await search_task
+
+    assert latency < 0.1, f"Tornado loop was blocked! Latency was {latency:.4f}s"
\ No newline at end of file