diff --git a/client/my-sites/stats/videopress-stats-module/index.jsx b/client/my-sites/stats/videopress-stats-module/index.jsx
index d98ed7409786..c5a7903c693a 100644
--- a/client/my-sites/stats/videopress-stats-module/index.jsx
+++ b/client/my-sites/stats/videopress-stats-module/index.jsx
@@ -1,4 +1,3 @@
-import config from '@automattic/calypso-config';
 import page from '@automattic/calypso-router';
 import { Card } from '@automattic/components';
 import { formatNumber } from '@automattic/number-formatters';
@@ -12,7 +11,6 @@ import SectionHeader from 'calypso/components/section-header';
 import { recordTracksEvent } from 'calypso/lib/analytics/tracks';
 import StatsInfotip from 'calypso/my-sites/stats/components/stats-infotip';
 import { getSiteSlug } from 'calypso/state/sites/selectors';
-import getSiteAdminUrl from 'calypso/state/sites/selectors/get-site-admin-url';
 import {
 	isRequestingSiteStatsForQuery,
 	getVideoPressPlaysComplete,
@@ -86,7 +84,7 @@ class VideoPressStatsModule extends Component {
 		return Math.max( ...data.map( ( item ) => item[ field ] || 0 ) );
 	}
 
-	renderTitleCell( title, views, maxViews, onClick, onKeyUp ) {
+	renderTitleCell( { title, views, maxViews, onClick, href } ) {
 		const fillPercentage = maxViews > 0 ? ( views / maxViews ) * 100 : 0;
 		return (
 			<div className="videopress-stats-module__grid-cell videopress-stats-module__grid-link">
@@ -95,9 +93,9 @@ class VideoPressStatsModule extends Component {
 						className="videopress-stats-module__bar"
 						style={ { '--bar-fill-percentage': `${ fillPercentage }%` } }
 					>
-						<span onClick={ onClick } onKeyUp={ onKeyUp } tabIndex="0" role="button">
+						<a href={ href } onClick={ onClick }>
 							{ title }
-						</span>
+						</a>
 					</div>
 				</div>
 			</div>
@@ -117,7 +115,6 @@ class VideoPressStatsModule extends Component {
 			period,
 			siteSlug,
 			translate,
-			siteAdminUrl,
 			siteId,
 		} = this.props;
 
@@ -148,14 +145,23 @@ class VideoPressStatsModule extends Component {
 			'is-refreshing': requesting && ! isLoading,
 		} );
 
-		const editVideo = ( postId ) => {
-			const isOdysseyStats = config.isEnabled( 'is_running_in_jetpack_site' );
-			if ( ! isOdysseyStats ) {
-				page( `/media/${ siteSlug }/${ postId }` );
+		const videoDetailsHref = ( postId ) =>
+			`/stats/${ data.period }/videodetails/${ siteSlug }?post=${ postId }`;
+
+		const showVideoDetails = ( event, postId ) => {
+			recordTracksEvent( 'calypso_video_stats_details_clicked', {
+				blog_id: this.props.siteId,
+				post_id: postId,
+				period: data.period,
+			} );
+
+			// Let the browser handle modified clicks (open in a new tab, etc.).
+			if ( event.metaKey || event.ctrlKey || event.shiftKey || event.altKey || event.button > 0 ) {
 				return;
 			}
-			// If it's Odyssey, redirect user to media lib page.
-			location.href = `${ siteAdminUrl }upload.php?item=${ postId }`;
+
+			event.preventDefault();
+			page( videoDetailsHref( postId ) );
 		};
 
 		const showStat = ( queryStatType, row ) => {
@@ -233,13 +239,13 @@ class VideoPressStatsModule extends Component {
 								key={ 'videopress-stats-row-' + index }
 								className="videopress-stats-module__row-wrapper"
 							>
-								{ this.renderTitleCell(
-									row.title,
-									row.views,
+								{ this.renderTitleCell( {
+									title: row.title,
+									views: row.views,
 									maxViews,
-									() => editVideo( row.post_id ),
-									() => editVideo( row.post_id )
-								) }
+									href: videoDetailsHref( row.post_id ),
+									onClick: ( event ) => showVideoDetails( event, row.post_id ),
+								} ) }
 								<div className="videopress-stats-module__grid-cell videopress-stats-module__grid-metric">
 									<span
 										onClick={ () => showStat( 'impressions', row ) }
@@ -308,7 +314,6 @@ export default connect( ( state, ownProps ) => {
 	return {
 		requesting: isRequestingSiteStatsForQuery( state, siteId, statType, query ),
 		data: getVideoPressPlaysComplete( state, siteId, statType, query ),
-		siteAdminUrl: getSiteAdminUrl( state, siteId ),
 		siteId,
 		siteSlug,
 	};
diff --git a/client/my-sites/stats/videopress-stats-module/style.scss b/client/my-sites/stats/videopress-stats-module/style.scss
index f1a57b8456ec..6b4ecaf33e49 100644
--- a/client/my-sites/stats/videopress-stats-module/style.scss
+++ b/client/my-sites/stats/videopress-stats-module/style.scss
@@ -88,7 +88,7 @@
 			align-items: center;
 			padding-left: 10px;
 			
-			span {
+			a {
 				overflow: hidden;
 				white-space: nowrap;
 				text-overflow: ellipsis;
@@ -100,6 +100,11 @@
 				color: var(--color-text);
 				font-size: $font-body-small;
 				font-weight: 500;
+				text-decoration: none;
+
+				&:visited {
+					color: var(--color-text);
+				}
 			}
 
 			&::before {
@@ -133,7 +138,7 @@
 			}
 
 			.videopress-stats-module__grid-metric span,
-			.videopress-stats-module__bar span {
+			.videopress-stats-module__bar a {
 				color: var(--color-text-inverted);
 			}
 		}