Tanstack Table

Overview

TanStack Table is a headless UI library for building data tables and datagrids. It provides logic for sorting, filtering, pagination, grouping, expanding, column pinning/ordering/visibility/resizing, and row selection - without rendering any markup or styles.

Package: @tanstack/react-table Utilities: @tanstack/match-sorter-utils (fuzzy filtering) Current Version: v8

Installation

npm install @tanstack/react-table

Core Architecture

Building Blocks

1. Column Definitions - describe columns (data access, rendering, features)
2. Table Instance - central coordinator with state and APIs
3. Row Models - data processing pipeline (filter -> sort -> group -> paginate)
4. Headers, Rows, Cells - renderable units

Critical: Data & Column Stability

// WRONG - new references every render, causes infinite loops
const table = useReactTable({
  data: fetchedData.results,     // new ref!
  columns: [{ accessorKey: 'name' }], // new ref!
})

// CORRECT - stable references
const columns = useMemo(() => [...], [])
const data = useMemo(() => fetchedData?.results ?? [], [fetchedData])

const table = useReactTable({ data, columns, getCoreRowModel: getCoreRowModel() })

Column Definitions

Using createColumnHelper (Recommended)

import { createColumnHelper } from '@tanstack/react-table'

type Person = {
  firstName: string
  lastName: string
  age: number
  status: 'active' | 'inactive'
}

const columnHelper = createColumnHelper()

const columns = [
  // Accessor column (data column)
  columnHelper.accessor('firstName', {
    header: 'First Name',
    cell: info => info.getValue(),
    footer: info => info.column.id,
  }),

  // Accessor with function
  columnHelper.accessor(row => row.lastName, {
    id: 'lastName', // required with accessorFn
    header: () => Last Name,
    cell: info => {info.getValue()},
  }),

  // Display column (no data, custom rendering)
  columnHelper.display({
    id: 'actions',
    header: 'Actions',
    cell: ({ row }) => (
       deleteRow(row.original)}>Delete
    ),
  }),

  // Group column (nested headers)
  columnHelper.group({
    id: 'info',
    header: 'Info',
    columns: [
      columnHelper.accessor('age', { header: 'Age' }),
      columnHelper.accessor('status', { header: 'Status' }),
    ],
  }),
]

Column Options

| Option | Type | Description | |--------|------|-------------| | id | string | Unique identifier (auto-derived from accessorKey) | | accessorKey | string | Dot-notation path to row data | | accessorFn | (row) => any | Custom accessor function | | header | string \| (context) => ReactNode | Header renderer | | cell | (context) => ReactNode | Cell renderer | | footer | (context) => ReactNode | Footer renderer | | size | number | Default width (default: 150) | | minSize | number | Min width (default: 20) | | maxSize | number | Max width | | enableSorting | boolean | Enable sorting | | sortingFn | string \| SortingFn | Sort function | | enableFiltering | boolean | Enable filtering | | filterFn | string \| FilterFn | Filter function | | enableGrouping | boolean | Enable grouping | | aggregationFn | string \| AggregationFn | Aggregation function | | enableHiding | boolean | Enable visibility toggle | | enableResizing | boolean | Enable resizing | | enablePinning | boolean | Enable pinning | | meta | any | Custom metadata |

Table Instance

Creating a Table

import {
  useReactTable,
  getCoreRowModel,
  getSortedRowModel,
  getFilteredRowModel,
  getPaginationRowModel,
  flexRender,
} from '@tanstack/react-table'

function MyTable() {
  const [sorting, setSorting] = useState([])
  const [columnFilters, setColumnFilters] = useState([])
  const [pagination, setPagination] = useState({
    pageIndex: 0,
    pageSize: 10,
  })

  const table = useReactTable({
    data,
    columns,
    state: { sorting, columnFilters, pagination },
    onSortingChange: setSorting,
    onColumnFiltersChange: setColumnFilters,
    onPaginationChange: setPagination,
    getCoreRowModel: getCoreRowModel(),
    getSortedRowModel: getSortedRowModel(),
    getFilteredRowModel: getFilteredRowModel(),
    getPaginationRowModel: getPaginationRowModel(),
  })

  return (
    
      
        {table.getHeaderGroups().map(headerGroup => (
          
            {headerGroup.headers.map(header => (
              
                {header.isPlaceholder ? null :
                  flexRender(header.column.columnDef.header, header.getContext())}
                {{ asc: ' ↑', desc: ' ↓' }[header.column.getIsSorted() as string] ?? null}
              
            ))}
          
        ))}
      
      
        {table.getRowModel().rows.map(row => (
          
            {row.getVisibleCells().map(cell => (
              
                {flexRender(cell.column.columnDef.cell, cell.getContext())}
              
            ))}
          
        ))}
      
    
  )
}

Sorting

const table = useReactTable({
  state: { sorting },
  onSortingChange: setSorting,
  getSortedRowModel: getSortedRowModel(),
  enableSorting: true,
  enableMultiSort: true,
  // manualSorting: true,  // For server-side sorting
})

// Built-in sort functions: 'alphanumeric', 'text', 'datetime', 'basic'
// Column-level: sortingFn: 'alphanumeric'

Filtering

Column Filtering

const table = useReactTable({
  state: { columnFilters },
  onColumnFiltersChange: setColumnFilters,
  getFilteredRowModel: getFilteredRowModel(),
  getFacetedRowModel: getFacetedRowModel(),
  getFacetedUniqueValues: getFacetedUniqueValues(),
  getFacetedMinMaxValues: getFacetedMinMaxValues(),
})

// Built-in: 'includesString', 'equalsString', 'arrIncludes', 'inNumberRange', etc.

// Filter UI
function Filter({ column }) {
  return (
     column.setFilterValue(e.target.value)}
      placeholder={`Filter... (${column.getFacetedUniqueValues()?.size})`}
    />
  )
}

Global Filtering

const [globalFilter, setGlobalFilter] = useState('')

const table = useReactTable({
  state: { globalFilter },
  onGlobalFilterChange: setGlobalFilter,
  globalFilterFn: 'includesString',
  getFilteredRowModel: getFilteredRowModel(),
})

Fuzzy Filtering

import { rankItem } from '@tanstack/match-sorter-utils'

const fuzzyFilter: FilterFn = (row, columnId, value, addMeta) => {
  const itemRank = rankItem(row.getValue(columnId), value)
  addMeta({ itemRank })
  return itemRank.passed
}

const table = useReactTable({
  filterFns: { fuzzy: fuzzyFilter },
  globalFilterFn: 'fuzzy',
})

Pagination

const table = useReactTable({
  state: { pagination },
  onPaginationChange: setPagination,
  getPaginationRowModel: getPaginationRowModel(),
  // For server-side:
  // manualPagination: true,
  // pageCount: serverPageCount,
})

// Navigation
table.nextPage()
table.previousPage()
table.firstPage()
table.lastPage()
table.setPageSize(20)
table.getCanNextPage()     // boolean
table.getCanPreviousPage() // boolean
table.getPageCount()       // total pages

Row Selection

const [rowSelection, setRowSelection] = useState({})

const table = useReactTable({
  state: { rowSelection },
  onRowSelectionChange: setRowSelection,
  enableRowSelection: true,
  enableMultiRowSelection: true,
})

// Checkbox column
columnHelper.display({
  id: 'select',
  header: ({ table }) => (
    
  ),
  cell: ({ row }) => (
    
  ),
})

// Get selected rows
table.getSelectedRowModel().rows

Column Visibility

const [columnVisibility, setColumnVisibility] = useState({})

const table = useReactTable({
  state: { columnVisibility },
  onColumnVisibilityChange: setColumnVisibility,
})

// Toggle UI
{table.getAllLeafColumns().map(column => (
  
    
    {column.id}
  
))}

Column Pinning

const [columnPinning, setColumnPinning] = useState({
  left: ['select', 'name'],
  right: ['actions'],
})

const table = useReactTable({
  state: { columnPinning },
  onColumnPinningChange: setColumnPinning,
  enableColumnPinning: true,
})

// Render pinned sections separately
row.getLeftVisibleCells()   // Left-pinned
row.getCenterVisibleCells() // Unpinned
row.getRightVisibleCells()  // Right-pinned

Column Resizing

const table = useReactTable({
  enableColumnResizing: true,
  columnResizeMode: 'onChange', // 'onChange' | 'onEnd'
  defaultColumn: { size: 150, minSize: 50, maxSize: 500 },
})

// Resize handle in header

Grouping & Aggregation

const [grouping, setGrouping] = useState([])

const table = useReactTable({
  state: { grouping },
  onGroupingChange: setGrouping,
  getGroupedRowModel: getGroupedRowModel(),
  getExpandedRowModel: getExpandedRowModel(),
})

// Built-in aggregation: 'sum', 'min', 'max', 'mean', 'median', 'count', 'unique', 'uniqueCount'
columnHelper.accessor('amount', {
  aggregationFn: 'sum',
  aggregatedCell: ({ getValue }) => `Total: ${getValue()}`,
})

Row Expanding

const [expanded, setExpanded] = useState({})

const table = useReactTable({
  state: { expanded },
  onExpandedChange: setExpanded,
  getExpandedRowModel: getExpandedRowModel(),
  getSubRows: (row) => row.subRows, // For hierarchical data
})

// Expand toggle

  {row.getIsExpanded() ? '−' : '+'}

// Detail row pattern
{row.getIsExpanded() && (
  
    
      
    
  
)}

Virtualization Integration

import { useVirtualizer } from '@tanstack/react-virtual'

function VirtualizedTable() {
  const table = useReactTable({ /* ... */ })
  const { rows } = table.getRowModel()
  const parentRef = useRef(null)

  const virtualizer = useVirtualizer({
    count: rows.length,
    getScrollElement: () => parentRef.current,
    estimateSize: () => 35,
    overscan: 10,
  })

  return (
    
      
        
          {virtualizer.getVirtualItems().map(virtualRow => {
            const row = rows[virtualRow.index]
            return (
              
                {row.getVisibleCells().map(cell => (
                  
                    {flexRender(cell.column.columnDef.cell, cell.getContext())}
                  
                ))}
              
            )
          })}
        
      
    
  )
}

Server-Side Operations

const table = useReactTable({
  data: serverData,
  columns,
  manualSorting: true,
  manualFiltering: true,
  manualPagination: true,
  pageCount: serverPageCount,
  state: { sorting, columnFilters, pagination },
  onSortingChange: setSorting,
  onColumnFiltersChange: setColumnFilters,
  onPaginationChange: setPagination,
  getCoreRowModel: getCoreRowModel(),
  // Do NOT include getSortedRowModel, getFilteredRowModel, getPaginationRowModel
})

// Fetch data based on state
useEffect(() => {
  fetchData({ sorting, filters: columnFilters, pagination })
}, [sorting, columnFilters, pagination])

TypeScript Patterns

Extending Column Meta

declare module '@tanstack/react-table' {
  interface ColumnMeta {
    filterVariant?: 'text' | 'range' | 'select'
    align?: 'left' | 'center' | 'right'
  }
}

Custom Filter/Sort Function Registration

declare module '@tanstack/react-table' {
  interface FilterFns {
    fuzzy: FilterFn
  }
  interface SortingFns {
    myCustomSort: SortingFn
  }
}

Editable Cells via Table Meta

declare module '@tanstack/react-table' {
  interface TableMeta {
    updateData: (rowIndex: number, columnId: string, value: unknown) => void
  }
}

const table = useReactTable({
  meta: {
    updateData: (rowIndex, columnId, value) => {
      setData(old => old.map((row, i) =>
        i === rowIndex ? { ...row, [columnId]: value } : row
      ))
    },
  },
})

Key Imports

import {
  createColumnHelper, flexRender, useReactTable,
  getCoreRowModel, getSortedRowModel, getFilteredRowModel,
  getPaginationRowModel, getGroupedRowModel, getExpandedRowModel,
  getFacetedRowModel, getFacetedUniqueValues, getFacetedMinMaxValues,
} from '@tanstack/react-table'

import type {
  ColumnDef, SortingState, ColumnFiltersState, VisibilityState,
  PaginationState, ExpandedState, RowSelectionState, GroupingState,
  ColumnOrderState, ColumnPinningState, FilterFn, SortingFn,
} from '@tanstack/react-table'

Best Practices

1. Always memoize data and columns to prevent infinite re-renders
2. Use flexRender for all header/cell/footer rendering
3. Use table.getRowModel().rows for final rendered rows (not getCoreRowModel)
4. Import only needed row models - each adds processing to the pipeline
5. Use getRowId for stable row keys when data has unique IDs
6. Use manualX options for server-side operations
7. Pair controlled state with both state.X and onXChange
8. Use module augmentation for custom meta, filter fns, sort fns
9. Use column helper for type-safe column definitions
10. Set autoResetPageIndex: true when filtering should reset pagination

Common Pitfalls

• Defining columns inline (creates new ref each render)
• Forgetting getCoreRowModel() (required for all tables)
• Using row models without importing them
• Not providing id when using accessorFn
• Mixing manualPagination with client-side getPaginationRowModel
• Forgetting colSpan for grouped headers
• Not handling header.isPlaceholder for group column spacers

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: tanstack-skills
• Source: tanstack-skills/tanstack-skills
• License: MIT

Install and usage instructions live in the source repository linked above.