diff --git a/CHANGELOG.md b/CHANGELOG.md
index 860ac652..1eaf3f96 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -26,6 +26,7 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 * Update max supported layer count ([#332](https://github.com/opensearch-project/dashboards-maps/pull/332))
 * BWC for document layer label textType ([#340](https://github.com/opensearch-project/dashboards-maps/pull/340))
 * Add mapbox-gl draw mode ([#347](https://github.com/opensearch-project/dashboards-maps/pull/347))
+* Add support to draw rectangle shape to filter documents ([#348](https://github.com/opensearch-project/dashboards-maps/pull/348))
 * Avoid trigger tooltip from label ([#350](https://github.com/opensearch-project/dashboards-maps/pull/350))
 
 ### Bug Fixes
diff --git a/common/index.ts b/common/index.ts
index 7ecb3a21..c6160e8c 100644
--- a/common/index.ts
+++ b/common/index.ts
@@ -158,12 +158,14 @@ export enum TOOLTIP_STATE {
 export enum FILTER_DRAW_MODE {
   NONE = 'none', // draw filter is inactive
   POLYGON = 'polygon', // Filter is active and set to draw polygon
+  RECTANGLE = 'rectangle', // Filter is active and set to draw rectangle
 }
 
 export const MAPBOX_GL_DRAW_CREATE_LISTENER = 'draw.create';
 
 export enum MAPBOX_GL_DRAW_MODES {
   DRAW_POLYGON = 'draw_polygon',
+  DRAW_RECTANGLE = 'draw_rectangle',
   SIMPLE_SELECT = 'simple_select',
 }
 
@@ -175,5 +177,7 @@ export interface DrawFilterProperties {
 
 export const DRAW_FILTER_SHAPE_TITLE = 'DRAW SHAPE';
 export const DRAW_FILTER_POLYGON_DEFAULT_LABEL = 'polygon';
+export const DRAW_FILTER_RECTANGLE_DEFAULT_LABEL = 'rectangle';
 export const DRAW_FILTER_POLYGON = 'Draw Polygon';
+export const DRAW_FILTER_RECTANGLE = 'Draw Rectangle';
 export const DRAW_FILTER_SPATIAL_RELATIONS = ['intersects', 'disjoint', 'within'];
diff --git a/public/components/toolbar/spatial_filter/__snapshots__/filter_by_rectangle.test.tsx.snap b/public/components/toolbar/spatial_filter/__snapshots__/filter_by_rectangle.test.tsx.snap
new file mode 100644
index 00000000..3dc50dad
--- /dev/null
+++ b/public/components/toolbar/spatial_filter/__snapshots__/filter_by_rectangle.test.tsx.snap
@@ -0,0 +1,113 @@
+// Jest Snapshot v1, https://goo.gl/fbAQLP
+
+exports[`renders filter by rectangle button 1`] = `
+<EuiPopover
+  anchorPosition="leftUp"
+  button={
+    <EuiPanel
+      className="spatialFilterToolbar__shape"
+      paddingSize="none"
+    >
+      <EuiButtonIcon
+        aria-label="draw_filter_rectangle"
+        color="text"
+        iconType={Object {}}
+        isDisabled={false}
+        onClick={[Function]}
+        size="s"
+        title="Draw Rectangle"
+      />
+    </EuiPanel>
+  }
+  closePopover={[Function]}
+  data-test-subj="drawRectanglePopOver"
+  display="inlineBlock"
+  hasArrow={true}
+  id="drawRectangleId"
+  isOpen={false}
+  ownFocus={true}
+  panelPaddingSize="none"
+>
+  <EuiContextMenu
+    initialPanelId={0}
+    panels={
+      Array [
+        Object {
+          "content": <FilterInputPanel
+            defaultFilterLabel="rectangle"
+            drawLabel="Draw Rectangle"
+            mode="rectangle"
+            onSubmit={[Function]}
+            relations={
+              Array [
+                "intersects",
+                "disjoint",
+                "within",
+              ]
+            }
+          />,
+          "id": 0,
+          "title": "DRAW SHAPE",
+        },
+      ]
+    }
+    size="m"
+  />
+</EuiPopover>
+`;
+
+exports[`renders filter by rectangle in middle of drawing 1`] = `
+<EuiPopover
+  anchorPosition="leftUp"
+  button={
+    <EuiPanel
+      className="spatialFilterToolbar__shape"
+      paddingSize="none"
+    >
+      <EuiButtonIcon
+        aria-label="draw_filter_rectangle"
+        color="text"
+        iconType={Object {}}
+        isDisabled={true}
+        onClick={[Function]}
+        size="s"
+        title="Draw Rectangle"
+      />
+    </EuiPanel>
+  }
+  closePopover={[Function]}
+  data-test-subj="drawRectanglePopOver"
+  display="inlineBlock"
+  hasArrow={true}
+  id="drawRectangleId"
+  isOpen={false}
+  ownFocus={true}
+  panelPaddingSize="none"
+>
+  <EuiContextMenu
+    initialPanelId={0}
+    panels={
+      Array [
+        Object {
+          "content": <FilterInputPanel
+            defaultFilterLabel="rectangle"
+            drawLabel="Draw Rectangle"
+            mode="rectangle"
+            onSubmit={[Function]}
+            relations={
+              Array [
+                "intersects",
+                "disjoint",
+                "within",
+              ]
+            }
+          />,
+          "id": 0,
+          "title": "DRAW SHAPE",
+        },
+      ]
+    }
+    size="m"
+  />
+</EuiPopover>
+`;
diff --git a/public/components/toolbar/spatial_filter/__snapshots__/filter_toolbar.test.tsx.snap b/public/components/toolbar/spatial_filter/__snapshots__/filter_toolbar.test.tsx.snap
index fbafe8dd..edb9097b 100644
--- a/public/components/toolbar/spatial_filter/__snapshots__/filter_toolbar.test.tsx.snap
+++ b/public/components/toolbar/spatial_filter/__snapshots__/filter_toolbar.test.tsx.snap
@@ -12,6 +12,10 @@ exports[`renders spatial filter before drawing 1`] = `
       isDrawActive={false}
       setDrawFilterProperties={[MockFunction]}
     />
+    <FilterByRectangle
+      isDrawActive={false}
+      setDrawFilterProperties={[MockFunction]}
+    />
   </EuiFlexItem>
 </EuiFlexGroup>
 `;
@@ -36,6 +40,10 @@ exports[`renders spatial filter while drawing 1`] = `
       isDrawActive={true}
       setDrawFilterProperties={[MockFunction]}
     />
+    <FilterByRectangle
+      isDrawActive={true}
+      setDrawFilterProperties={[MockFunction]}
+    />
   </EuiFlexItem>
 </EuiFlexGroup>
 `;
diff --git a/public/components/toolbar/spatial_filter/draw_filter_shape.tsx b/public/components/toolbar/spatial_filter/draw_filter_shape.tsx
index 567d049f..36f384c2 100644
--- a/public/components/toolbar/spatial_filter/draw_filter_shape.tsx
+++ b/public/components/toolbar/spatial_filter/draw_filter_shape.tsx
@@ -13,6 +13,7 @@ import {
   MAPBOX_GL_DRAW_MODES,
   MAPBOX_GL_DRAW_CREATE_LISTENER,
 } from '../../../../common';
+import { DrawRectangle } from '../../draw/modes/rectangle';
 
 interface DrawFilterShapeProps {
   filterProperties: DrawFilterProperties;
@@ -20,6 +21,17 @@ interface DrawFilterShapeProps {
   updateFilterProperties: (properties: DrawFilterProperties) => void;
 }
 
+function getMapboxDrawMode(mode: FILTER_DRAW_MODE): string {
+  switch (mode) {
+    case FILTER_DRAW_MODE.POLYGON:
+      return MAPBOX_GL_DRAW_MODES.DRAW_POLYGON;
+    case FILTER_DRAW_MODE.RECTANGLE:
+      return MAPBOX_GL_DRAW_MODES.DRAW_RECTANGLE;
+    default:
+      return MAPBOX_GL_DRAW_MODES.SIMPLE_SELECT;
+  }
+}
+
 export const DrawFilterShape = ({
   filterProperties,
   map,
@@ -33,6 +45,10 @@ export const DrawFilterShape = ({
   const mapboxDrawRef = useRef<MapboxDraw>(
     new MapboxDraw({
       displayControlsDefault: false,
+      modes: {
+        ...MapboxDraw.modes,
+        [MAPBOX_GL_DRAW_MODES.DRAW_RECTANGLE]: DrawRectangle,
+      },
     })
   );
 
@@ -51,12 +67,8 @@ export const DrawFilterShape = ({
   }, []);
 
   useEffect(() => {
-    if (filterProperties.mode === FILTER_DRAW_MODE.POLYGON) {
-      mapboxDrawRef.current.changeMode(MAPBOX_GL_DRAW_MODES.DRAW_POLYGON);
-    } else {
-      // default mode
-      mapboxDrawRef.current.changeMode(MAPBOX_GL_DRAW_MODES.SIMPLE_SELECT);
-    }
+    const mapboxDrawMode: string = getMapboxDrawMode(filterProperties.mode);
+    mapboxDrawRef.current.changeMode(mapboxDrawMode);
   }, [filterProperties.mode]);
 
   return <Fragment />;
diff --git a/public/components/toolbar/spatial_filter/draw_tooltip.tsx b/public/components/toolbar/spatial_filter/draw_tooltip.tsx
index bcb25a1f..ee42e317 100644
--- a/public/components/toolbar/spatial_filter/draw_tooltip.tsx
+++ b/public/components/toolbar/spatial_filter/draw_tooltip.tsx
@@ -22,6 +22,10 @@ const getTooltipContent = (mode: FILTER_DRAW_MODE): string => {
       return i18n.translate('maps.drawFilterPolygon.tooltipContent', {
         defaultMessage: 'Click to start shape. Click for vertex. Double click to finish.',
       });
+    case FILTER_DRAW_MODE.RECTANGLE:
+      return i18n.translate('maps.drawFilterRectangle.tooltipContent', {
+        defaultMessage: 'Click and drag to draw rectangle.',
+      });
     default:
       return i18n.translate('maps.drawFilterDefault.tooltipContent', {
         defaultMessage: 'Click to start shape. Double click to finish.',
diff --git a/public/components/toolbar/spatial_filter/filter_by_rectangle.test.tsx b/public/components/toolbar/spatial_filter/filter_by_rectangle.test.tsx
new file mode 100644
index 00000000..8b100b67
--- /dev/null
+++ b/public/components/toolbar/spatial_filter/filter_by_rectangle.test.tsx
@@ -0,0 +1,23 @@
+/*
+ * Copyright OpenSearch Contributors
+ * SPDX-License-Identifier: Apache-2.0
+ */
+import { shallow } from 'enzyme';
+import React from 'react';
+import { FilterByRectangle } from './filter_by_rectangle';
+
+it('renders filter by rectangle button', () => {
+  const mockCallback = jest.fn();
+  const component = shallow(
+    <FilterByRectangle setDrawFilterProperties={mockCallback} isDrawActive={false} />
+  );
+  expect(component).toMatchSnapshot();
+});
+
+it('renders filter by rectangle in middle of drawing', () => {
+  const mockCallback = jest.fn();
+  const component = shallow(
+    <FilterByRectangle setDrawFilterProperties={mockCallback} isDrawActive={true} />
+  );
+  expect(component).toMatchSnapshot();
+});
diff --git a/public/components/toolbar/spatial_filter/filter_by_rectangle.tsx b/public/components/toolbar/spatial_filter/filter_by_rectangle.tsx
new file mode 100644
index 00000000..d018917e
--- /dev/null
+++ b/public/components/toolbar/spatial_filter/filter_by_rectangle.tsx
@@ -0,0 +1,90 @@
+/*
+ * Copyright OpenSearch Contributors
+ * SPDX-License-Identifier: Apache-2.0
+ */
+
+import React, { useState } from 'react';
+import { EuiPopover, EuiContextMenu, EuiPanel, EuiButtonIcon } from '@elastic/eui';
+import { FilterInputPanel } from './filter_input_panel';
+// TODO: replace with rectangle image file once available
+import rectangle from '../../../images/polygon.svg';
+import {
+  DrawFilterProperties,
+  DRAW_FILTER_SPATIAL_RELATIONS,
+  DRAW_FILTER_SHAPE_TITLE,
+  DRAW_FILTER_RECTANGLE,
+  DRAW_FILTER_RECTANGLE_DEFAULT_LABEL,
+} from '../../../../common';
+import { FILTER_DRAW_MODE } from '../../../../common';
+
+interface FilterByRectangleProps {
+  setDrawFilterProperties: (properties: DrawFilterProperties) => void;
+  isDrawActive: boolean;
+}
+
+export const FilterByRectangle = ({
+  setDrawFilterProperties,
+  isDrawActive,
+}: FilterByRectangleProps) => {
+  const [isPopoverOpen, setPopover] = useState(false);
+
+  const onClick = () => {
+    setPopover(!isPopoverOpen);
+  };
+
+  const closePopover = () => {
+    setPopover(false);
+  };
+
+  const onSubmit = (input: { relation: string; label: string; mode: FILTER_DRAW_MODE }) => {
+    setDrawFilterProperties({
+      mode: input.mode,
+      relation: input.relation,
+      filterLabel: input.label,
+    });
+    closePopover();
+  };
+
+  const panels = [
+    {
+      id: 0,
+      title: DRAW_FILTER_SHAPE_TITLE,
+      content: (
+        <FilterInputPanel
+          drawLabel={DRAW_FILTER_RECTANGLE}
+          defaultFilterLabel={DRAW_FILTER_RECTANGLE_DEFAULT_LABEL}
+          relations={DRAW_FILTER_SPATIAL_RELATIONS}
+          onSubmit={onSubmit}
+          mode={FILTER_DRAW_MODE.RECTANGLE}
+        />
+      ),
+    },
+  ];
+
+  const drawRectangleButton = (
+    <EuiPanel paddingSize="none" className="spatialFilterToolbar__shape">
+      <EuiButtonIcon
+        color="text"
+        size={'s'}
+        iconType={rectangle}
+        onClick={onClick}
+        aria-label={'draw_filter_rectangle'}
+        title={DRAW_FILTER_RECTANGLE}
+        isDisabled={isDrawActive}
+      />
+    </EuiPanel>
+  );
+  return (
+    <EuiPopover
+      id="drawRectangleId"
+      button={drawRectangleButton}
+      isOpen={isPopoverOpen}
+      closePopover={closePopover}
+      panelPaddingSize="none"
+      anchorPosition="leftUp"
+      data-test-subj="drawRectanglePopOver"
+    >
+      <EuiContextMenu initialPanelId={0} panels={panels} />
+    </EuiPopover>
+  );
+};
diff --git a/public/components/toolbar/spatial_filter/filter_toolbar.tsx b/public/components/toolbar/spatial_filter/filter_toolbar.tsx
index 9fc6bbaa..747dd7bf 100644
--- a/public/components/toolbar/spatial_filter/filter_toolbar.tsx
+++ b/public/components/toolbar/spatial_filter/filter_toolbar.tsx
@@ -7,6 +7,7 @@ import React from 'react';
 import { EuiButton, EuiFlexGroup, EuiFlexItem } from '@elastic/eui';
 import { FilterByPolygon } from './filter_by_polygon';
 import { FILTER_DRAW_MODE, DrawFilterProperties } from '../../../../common';
+import {FilterByRectangle} from "./filter_by_rectangle";
 
 interface SpatialFilterToolBarProps {
   setFilterProperties: (properties: DrawFilterProperties) => void;
@@ -25,6 +26,10 @@ export const SpatialFilterToolbar = ({
   const filterIconGroups = (
     <EuiFlexItem>
       <FilterByPolygon setDrawFilterProperties={setFilterProperties} isDrawActive={isDrawActive} />
+      <FilterByRectangle
+        setDrawFilterProperties={setFilterProperties}
+        isDrawActive={isDrawActive}
+      />
     </EuiFlexItem>
   );
   if (isDrawActive) {