diff --git a/src/columnmanager.js b/src/columnmanager.js
index 1cefd6e..7e7b909 100644
--- a/src/columnmanager.js
+++ b/src/columnmanager.js
@@ -270,18 +270,19 @@ export default class ColumnManager {
 
     bindFilter() {
         if (!this.options.inlineFilters) return;
+        this.appliedFilters = this.appliedFilters || {};
         const handler = e => {
             this.$filterCell = $.closest('.dt-cell', e.target);
             const { colIndex } = $.data(this.$filterCell);
             const keyword = e.target.value;
-
-            this.applyFilter(keyword, colIndex);
+            this.appliedFilters[colIndex] = keyword;
+            this.applyFilter(this.appliedFilters);
         };
         $.on(this.header, 'keydown', '.dt-filter', debounce(handler, 300));
     }
 
-    applyFilter(keyword, colIndex) {
-        this.datamanager.filterRows(keyword, colIndex)
+    applyFilter(filters) {
+        this.datamanager.filterRows(filters)
             .then(({
                 rowsToShow
             }) => {
diff --git a/src/datamanager.js b/src/datamanager.js
index 44487a1..c179a6c 100644
--- a/src/datamanager.js
+++ b/src/datamanager.js
@@ -422,10 +422,8 @@ export default class DataManager {
         return column;
     }
 
-    filterRows(keyword, colIndex) {
-        const cells = this.rows.map(row => row[colIndex]);
-
-        return this.options.filterRows(keyword, cells, colIndex)
+    filterRows(filters) {
+        return this.options.filterRows(this.rows, filters)
             .then(result => {
                 if (!result) {
                     result = this.getAllRowIndices();
diff --git a/src/filterRows.js b/src/filterRows.js
index fec0831..8e11689 100644
--- a/src/filterRows.js
+++ b/src/filterRows.js
@@ -1,14 +1,28 @@
 import { isNumber } from './utils';
 
-export default function filterRows(keyword, cells, colIndex) {
-    let filter = guessFilter(keyword);
-    let filterMethod = getFilterMethod(filter);
+export default function filterRows(rows, filters) {
+    let filteredRowIndices = [];
 
-    if (filterMethod) {
-        return filterMethod(filter.text, cells);
+    for (let colIndex in filters) {
+        const keyword = filters[colIndex];
+
+        const filteredRows = filteredRowIndices.length ?
+            filteredRowIndices.map(i => rows[i]) :
+            rows;
+
+        const cells = filteredRows.map(row => row[colIndex]);
+
+        let filter = guessFilter(keyword);
+        let filterMethod = getFilterMethod(filter);
+
+        if (filterMethod) {
+            filteredRowIndices = filterMethod(filter.text, cells);
+        } else {
+            filteredRowIndices = cells.map(cell => cell.rowIndex);
+        }
     }
 
-    return cells.map(cell => cell.rowIndex);
+    return filteredRowIndices;
 };
 
 function getFilterMethod(filter) {