diff --git a/plugins/woocommerce-admin/client/analytics/report/taxes/config.js b/plugins/woocommerce-admin/client/analytics/report/taxes/config.js
index e240f493355..5852fcd18d0 100644
--- a/plugins/woocommerce-admin/client/analytics/report/taxes/config.js
+++ b/plugins/woocommerce-admin/client/analytics/report/taxes/config.js
@@ -3,11 +3,17 @@
  * External dependencies
  */
 import { __ } from '@wordpress/i18n';
+import apiFetch from '@wordpress/api-fetch';
+import { find } from 'lodash';
+
+/**
+ * WooCommerce dependencies
+ */
+import { getIdsFromQuery, stringifyQuery } from '@woocommerce/navigation';
 
 /**
  * Internal dependencies
  */
-import { getRequestByIdString } from 'lib/async-requests';
 import { getTaxCode } from './utils';
 import { NAMESPACE } from 'wc-api/constants';
 
@@ -52,15 +58,30 @@ export const filters = [
 			{ label: __( 'All Taxes', 'wc-admin' ), value: 'all' },
 			{
 				label: __( 'Comparison', 'wc-admin' ),
-				value: 'compare-tax-codes',
+				value: 'compare-taxes',
 				chartMode: 'item-comparison',
 				settings: {
 					type: 'taxes',
 					param: 'taxes',
-					getLabels: getRequestByIdString( NAMESPACE + '/taxes', tax => ( {
-						id: tax.id,
-						label: getTaxCode( tax ),
-					} ) ),
+					// @TODO: Core /taxes endpoint should support a collection param 'include'.
+					getLabels: function( queryString = '' ) {
+						const idList = getIdsFromQuery( queryString );
+						if ( idList.length < 1 ) {
+							return Promise.resolve( [] );
+						}
+						const payload = stringifyQuery( {
+							per_page: -1,
+						} );
+						return apiFetch( { path: NAMESPACE + '/taxes' + payload } ).then( taxes => {
+							return idList.map( id => {
+								const tax = find( taxes, { id } );
+								return {
+									id: tax.id,
+									label: getTaxCode( tax ),
+								};
+							} );
+						} );
+					},
 					labels: {
 						helpText: __( 'Select at least two tax codes to compare', 'wc-admin' ),
 						placeholder: __( 'Search for tax codes to compare', 'wc-admin' ),
diff --git a/plugins/woocommerce-admin/client/analytics/report/taxes/index.js b/plugins/woocommerce-admin/client/analytics/report/taxes/index.js
index 9414958c59c..40860866d09 100644
--- a/plugins/woocommerce-admin/client/analytics/report/taxes/index.js
+++ b/plugins/woocommerce-admin/client/analytics/report/taxes/index.js
@@ -4,6 +4,7 @@
  */
 import { Component, Fragment } from '@wordpress/element';
 import PropTypes from 'prop-types';
+import { __ } from '@wordpress/i18n';
 
 /**
  * WooCommerce dependencies
@@ -20,22 +21,46 @@ import ReportSummary from 'analytics/components/report-summary';
 import TaxesReportTable from './table';
 
 export default class TaxesReport extends Component {
+	getChartMeta() {
+		const { query } = this.props;
+		const isCompareTaxView = 'compare-taxes' === query.filter;
+		const mode = isCompareTaxView ? 'item-comparison' : 'time-comparison';
+		const itemsLabel = __( '%d taxes', 'wc-admin' );
+
+		return {
+			itemsLabel,
+			mode,
+		};
+	}
+
 	render() {
 		const { query, path } = this.props;
+		const { mode, itemsLabel } = this.getChartMeta();
+
+		const chartQuery = {
+			...query,
+		};
+
+		if ( 'item-comparison' === mode ) {
+			chartQuery.segmentby = 'tax_rate_id';
+		}
 		return (
 			<Fragment>
 				<ReportFilters query={ query } path={ path } filters={ filters } />
 				<ReportSummary
 					charts={ charts }
 					endpoint="taxes"
-					query={ query }
+					query={ chartQuery }
 					selectedChart={ getSelectedChart( query.chart, charts ) }
 				/>
 				<ReportChart
+					filters={ filters }
 					charts={ charts }
+					mode={ mode }
 					endpoint="taxes"
+					query={ chartQuery }
 					path={ path }
-					query={ query }
+					itemsLabel={ itemsLabel }
 					selectedChart={ getSelectedChart( query.chart, charts ) }
 				/>
 				<TaxesReportTable query={ query } />
diff --git a/plugins/woocommerce-admin/includes/class-wc-admin-reports-segmenting.php b/plugins/woocommerce-admin/includes/class-wc-admin-reports-segmenting.php
index 84f264d09c2..232ccc28359 100644
--- a/plugins/woocommerce-admin/includes/class-wc-admin-reports-segmenting.php
+++ b/plugins/woocommerce-admin/includes/class-wc-admin-reports-segmenting.php
@@ -355,6 +355,7 @@ class WC_Admin_Reports_Segmenting {
 				$args['include'] = $this->query_args['categories'];
 			}
 
+			// @todo: Look into `wc_get_products` or data store methods and not directly touching the database or post types.
 			$categories = get_categories( $args );
 
 			$segments       = wp_list_pluck( $categories, 'cat_ID' );
@@ -374,15 +375,17 @@ class WC_Admin_Reports_Segmenting {
 			// 1 -- returning customer
 			$segments = array( 0, 1 );
 		} elseif ( 'tax_rate_id' === $this->query_args['segmentby'] ) {
-			// @todo Do we need to include tax rates that existed in the past, but have never been used? I guess there are other, more pressing problems...
-			// Current tax rates UNION previously used tax rates.
-			$tax_rate_ids = $wpdb->get_results(
-				"SELECT tax_rate_id FROM {$wpdb->prefix}woocommerce_tax_rates
-						UNION 
-						SELECT DISTINCT meta_value FROM {$wpdb->prefix}woocommerce_order_itemmeta where meta_key='rate_id'",
-				ARRAY_A
-			); // WPCS: cache ok, DB call ok, unprepared SQL ok.
-			$segments     = wp_list_pluck( $tax_rate_ids, 'tax_rate_id' );
+			$args = array();
+			if ( isset( $this->query_args['taxes'] ) ) {
+				$args['include'] = $this->query_args['taxes'];
+			}
+			$taxes = WC_Admin_Reports_Taxes_Stats_Data_Store::get_taxes( $args );
+
+			foreach ( $taxes as $tax ) {
+				$id                    = $tax['tax_rate_id'];
+				$segments[]            = $id;
+				$segment_labels[ $id ] = WC_Tax::get_rate_code( (object) $tax );
+			}
 		} else {
 			// Catch all default.
 			$segments = array();
diff --git a/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-reports-taxes-stats-data-store.php b/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-reports-taxes-stats-data-store.php
index f028a318d65..767d2f3b7ec 100644
--- a/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-reports-taxes-stats-data-store.php
+++ b/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-reports-taxes-stats-data-store.php
@@ -102,6 +102,30 @@ class WC_Admin_Reports_Taxes_Stats_Data_Store extends WC_Admin_Reports_Data_Stor
 		$intervals_params['where_clause'] .= $taxes_where_clause;
 	}
 
+	/**
+	 * Get taxes associated with a store.
+	 *
+	 * @param array $args Array of args to filter the query by. Supports `include`.
+	 * @return array An array of all taxes.
+	 */
+	public static function get_taxes( $args ) {
+		global $wpdb;
+		$query = "
+			SELECT 
+				tax_rate_id, 
+				tax_rate_country, 
+				tax_rate_state, 
+				tax_rate_name, 
+				tax_rate_priority 
+			FROM {$wpdb->prefix}woocommerce_tax_rates
+		";
+		if ( ! empty( $args['include'] ) ) {
+			$included_taxes = implode( ',', $args['include'] );
+			$query .= " WHERE tax_rate_id IN ({$included_taxes})";
+		}
+		return $wpdb->get_results( $query, ARRAY_A ); // WPCS: cache ok, DB call ok, unprepared SQL ok.
+	}
+
 	/**
 	 * Returns the report data based on parameters supplied by the user.
 	 *