diff --git a/client/analytics/report/customers/config.js b/client/analytics/report/customers/config.js
index 5ee8e7b1bcb..ab1cac2b101 100644
--- a/client/analytics/report/customers/config.js
+++ b/client/analytics/report/customers/config.js
@@ -251,6 +251,36 @@ export const advancedFilters = {
 				component: 'Currency',
 			},
 		},
+		registered: {
+			labels: {
+				add: __( 'Registered', 'wc-admin' ),
+				remove: __( 'Remove registered filter', 'wc-admin' ),
+				rule: __( 'Select a registered filter match', 'wc-admin' ),
+				/* translators: A sentence describing a Product filter. See screen shot for context: https://cloudup.com/cCsm3GeXJbE */
+				title: __( 'Registered {{rule /}} {{filter /}}', 'wc-admin' ),
+				filter: __( 'Select registered date', 'wc-admin' ),
+			},
+			rules: [
+				{
+					value: 'before',
+					/* translators: Sentence fragment, logical, "Before" refers to customers registered before a given date. Screenshot for context: https://cloudup.com/cCsm3GeXJbE */
+					label: _x( 'Before', 'date', 'wc-admin' ),
+				},
+				{
+					value: 'after',
+					/* translators: Sentence fragment, logical, "after" refers to customers registered after a given date. Screenshot for context: https://cloudup.com/cCsm3GeXJbE */
+					label: _x( 'After', 'date', 'wc-admin' ),
+				},
+				{
+					value: 'between',
+					/* translators: Sentence fragment, logical, "Between" refers to average order value of a customer, between two given amounts. Screenshot for context: https://cloudup.com/cCsm3GeXJbE */
+					label: _x( 'Between', 'date', 'wc-admin' ),
+				},
+			],
+			input: {
+				component: 'Date',
+			},
+		},
 	},
 };
 /*eslint-enable max-len*/
diff --git a/packages/components/src/filters/advanced/date-filter.js b/packages/components/src/filters/advanced/date-filter.js
new file mode 100644
index 00000000000..fba117a8e7a
--- /dev/null
+++ b/packages/components/src/filters/advanced/date-filter.js
@@ -0,0 +1,199 @@
+/** @format */
+/**
+ * External dependencies
+ */
+import { Component } from '@wordpress/element';
+import interpolateComponents from 'interpolate-components';
+import { SelectControl } from '@wordpress/components';
+import { find, partial } from 'lodash';
+import classnames from 'classnames';
+import { __, _x } from '@wordpress/i18n';
+import moment from 'moment';
+
+/**
+ * WooCommerce dependencies
+ */
+import { isoDateFormat, toMoment } from '@woocommerce/date';
+
+/**
+ * Internal dependencies
+ */
+import DatePicker from '../../calendar/date-picker';
+
+const dateStringFormat = __( 'MMM D, YYYY', 'wc-admin' );
+const dateFormat = __( 'MM/DD/YYYY', 'wc-admin' );
+
+class DateFilter extends Component {
+	constructor( { filter } ) {
+		super( ...arguments );
+
+		const [ isoAfter, isoBefore ] = ( filter.value || '' ).split( ',' );
+		const after = isoAfter ? toMoment( isoDateFormat, isoAfter ) : null;
+		const before = isoBefore ? toMoment( isoDateFormat, isoBefore ) : null;
+
+		this.state = {
+			before,
+			beforeText: before ? before.format( dateFormat ) : '',
+			beforeError: null,
+			after,
+			afterText: after ? after.format( dateFormat ) : '',
+			afterError: null,
+		};
+
+		this.onSingleDateChange = this.onSingleDateChange.bind( this );
+		this.onRangeDateChange = this.onRangeDateChange.bind( this );
+	}
+
+	getBetweenString() {
+		return _x(
+			'{{after /}}{{span}}and{{/span}}{{before /}}',
+			'Date range inputs arranged on a single line',
+			'wc-admin'
+		);
+	}
+
+	getLegend( filter, config ) {
+		const date = moment(); // For now...
+		const rule = find( config.rules, { value: filter.rule } ) || {};
+		const filterStr = date && date.format( dateStringFormat );
+
+		return interpolateComponents( {
+			mixedString: config.labels.title,
+			components: {
+				filter: <span>{ filterStr }</span>,
+				rule: <span>{ rule.label }</span>,
+			},
+		} );
+	}
+
+	onSingleDateChange( { date, text, error } ) {
+		const { filter, onFilterChange } = this.props;
+		this.setState( { before: date, beforeText: text, beforeError: error } );
+
+		if ( date ) {
+			onFilterChange( filter.key, 'value', date.format( isoDateFormat ) );
+		}
+	}
+
+	onRangeDateChange( input, { date, text, error } ) {
+		const { filter, onFilterChange } = this.props;
+
+		this.setState( {
+			[ input ]: date,
+			[ input + 'Text' ]: text,
+			[ input + 'Error' ]: error,
+		} );
+
+		if ( date ) {
+			const { before, after } = this.state;
+			let nextAfter = null;
+			let nextBefore = null;
+
+			if ( 'after' === input ) {
+				nextAfter = date.format( isoDateFormat );
+				nextBefore = before ? before.format( isoDateFormat ) : null;
+			}
+
+			if ( 'before' === input ) {
+				nextAfter = after ? after.format( isoDateFormat ) : null;
+				nextBefore = date.format( isoDateFormat );
+			}
+
+			if ( nextAfter && nextBefore ) {
+				onFilterChange( filter.key, 'value', [ nextAfter, nextBefore ].join( ',' ) );
+			}
+		}
+	}
+
+	getFilterInputs() {
+		const { filter } = this.props;
+		const { before, beforeText, beforeError, after, afterText, afterError } = this.state;
+
+		if ( 'between' === filter.rule ) {
+			return interpolateComponents( {
+				mixedString: this.getBetweenString(),
+				components: {
+					after: (
+						<DatePicker
+							date={ after }
+							text={ afterText }
+							error={ afterError }
+							onUpdate={ partial( this.onRangeDateChange, 'after' ) }
+							dateFormat={ dateFormat }
+							invalidDays="none"
+						/>
+					),
+					before: (
+						<DatePicker
+							date={ before }
+							text={ beforeText }
+							error={ beforeError }
+							onUpdate={ partial( this.onRangeDateChange, 'before' ) }
+							dateFormat={ dateFormat }
+							invalidDays="none"
+						/>
+					),
+					span: <span className="separator" />,
+				},
+			} );
+		}
+
+		return (
+			<DatePicker
+				date={ before }
+				text={ beforeText }
+				error={ beforeError }
+				onUpdate={ this.onSingleDateChange }
+				dateFormat={ dateFormat }
+				invalidDays="none"
+			/>
+		);
+	}
+
+	render() {
+		const { config, filter, onFilterChange, isEnglish } = this.props;
+		const { key, rule } = filter;
+		const { labels, rules } = config;
+		const children = interpolateComponents( {
+			mixedString: labels.title,
+			components: {
+				rule: (
+					<SelectControl
+						className="woocommerce-filters-advanced__rule"
+						options={ rules }
+						value={ rule }
+						onChange={ partial( onFilterChange, key, 'rule' ) }
+						aria-label={ labels.rule }
+					/>
+				),
+				filter: (
+					<div
+						className={ classnames( 'woocommerce-filters-advanced__input-range', {
+							'is-between': 'between' === rule,
+						} ) }
+					>
+						{ this.getFilterInputs() }
+					</div>
+				),
+			},
+		} );
+		/*eslint-disable jsx-a11y/no-noninteractive-tabindex*/
+		return (
+			<fieldset tabIndex="0">
+				<legend className="screen-reader-text">
+					{ this.getLegend( filter, config ) }
+				</legend>
+				<div
+					className={ classnames( 'woocommerce-filters-advanced__fieldset', {
+						'is-english': isEnglish,
+					} ) }
+				>
+					{ children }
+				</div>
+			</fieldset>
+		);
+		/*eslint-enable jsx-a11y/no-noninteractive-tabindex*/
+	}
+}
+
+export default DateFilter;
diff --git a/packages/components/src/filters/advanced/index.js b/packages/components/src/filters/advanced/index.js
index 4b39460a513..8f71516ffb0 100644
--- a/packages/components/src/filters/advanced/index.js
+++ b/packages/components/src/filters/advanced/index.js
@@ -28,6 +28,7 @@ import Link from '../../link';
 import SelectFilter from './select-filter';
 import SearchFilter from './search-filter';
 import NumberFilter from './number-filter';
+import DateFilter from './date-filter';
 
 const matches = [
 	{ value: 'all', label: __( 'All', 'wc-admin' ) },
@@ -210,6 +211,15 @@ class AdvancedFilters extends Component {
 										query={ query }
 									/>
 								) }
+								{ 'Date' === input.component && (
+									<DateFilter
+										filter={ filter }
+										config={ config.filters[ key ] }
+										onFilterChange={ this.onFilterChange }
+										isEnglish={ isEnglish }
+										query={ query }
+									/>
+								) }
 								<IconButton
 									className="woocommerce-filters-advanced__remove"
 									label={ labels.remove }
diff --git a/packages/components/src/filters/advanced/number-filter.js b/packages/components/src/filters/advanced/number-filter.js
index 804074ed676..c16b98f4dd4 100644
--- a/packages/components/src/filters/advanced/number-filter.js
+++ b/packages/components/src/filters/advanced/number-filter.js
@@ -203,7 +203,7 @@ class NumberFilter extends Component {
 				),
 				filter: (
 					<div
-						className={ classnames( 'woocommerce-filters-advanced__input-numeric-range', {
+						className={ classnames( 'woocommerce-filters-advanced__input-range', {
 							'is-between': 'between' === rule,
 						} ) }
 					>
diff --git a/packages/components/src/filters/advanced/style.scss b/packages/components/src/filters/advanced/style.scss
index 3f1194fe673..9ec4f9f72bf 100644
--- a/packages/components/src/filters/advanced/style.scss
+++ b/packages/components/src/filters/advanced/style.scss
@@ -171,7 +171,7 @@
 	}
 }
 
-.woocommerce-filters-advanced__input-numeric-range {
+.woocommerce-filters-advanced__input-range {
 	align-items: center;
 	display: grid;
 	grid-template-columns: 1fr;