diff --git a/projects/packages/videopress/changelog/update-videopress-privacy-edit-page b/projects/packages/videopress/changelog/update-videopress-privacy-edit-page
new file mode 100644
index 000000000000..452e1cbebd87
--- /dev/null
+++ b/projects/packages/videopress/changelog/update-videopress-privacy-edit-page
@@ -0,0 +1,4 @@
+Significance: patch
+Type: changed
+
+VideoPress: Support edit privacy on edit details page
diff --git a/projects/packages/videopress/src/client/admin/components/edit-video-details/index.tsx b/projects/packages/videopress/src/client/admin/components/edit-video-details/index.tsx
index b6f218861adb..3af6439cf53d 100644
--- a/projects/packages/videopress/src/client/admin/components/edit-video-details/index.tsx
+++ b/projects/packages/videopress/src/client/admin/components/edit-video-details/index.tsx
@@ -11,8 +11,14 @@ import {
 	useBreakpointMatch,
 	JetpackVideoPressLogo,
 } from '@automattic/jetpack-components';
+import { SelectControl } from '@wordpress/components';
 import { __ } from '@wordpress/i18n';
-import { Icon, chevronRightSmall, arrowLeft } from '@wordpress/icons';
+import {
+	Icon,
+	chevronRightSmall,
+	arrowLeft,
+	globe as siteDefaultPrivacyIcon,
+} from '@wordpress/icons';
 import classnames from 'classnames';
 import { useEffect } from 'react';
 import { useHistory, Prompt } from 'react-router-dom';
@@ -20,7 +26,14 @@ import { useHistory, Prompt } from 'react-router-dom';
  * Internal dependencies
  */
 import { Link } from 'react-router-dom';
+import privatePrivacyIcon from '../../../components/icons/crossed-eye-icon';
+import publicPrivacyIcon from '../../../components/icons/uncrossed-eye-icon';
 import { VideoPlayer } from '../../../components/video-frame-selector';
+import {
+	VIDEO_PRIVACY_LEVEL_PRIVATE,
+	VIDEO_PRIVACY_LEVEL_PUBLIC,
+	VIDEO_PRIVACY_LEVEL_SITE_DEFAULT,
+} from '../../../state/constants';
 import { usePermission } from '../../hooks/use-permission';
 import useUnloadPrevent from '../../hooks/use-unload-prevent';
 import { useVideosQuery } from '../../hooks/use-videos';
@@ -144,6 +157,7 @@ const EditVideoDetails = () => {
 		height,
 		title,
 		description,
+		privacySetting,
 		// Playback Token
 		isFetchingPlaybackToken,
 		// Page State/Actions
@@ -155,6 +169,7 @@ const EditVideoDetails = () => {
 		// Metadata
 		setTitle,
 		setDescription,
+		setPrivacySetting,
 		processing,
 		// Poster Image
 		useVideoAsThumbnail,
@@ -261,6 +276,43 @@ const EditVideoDetails = () => {
 								shortcode={ shortcode ?? '' }
 								loading={ isFetchingData }
 							/>
+							<SelectControl
+								className={ styles.privacy }
+								value={ privacySetting }
+								label={ __( 'Privacy', 'jetpack-videopress-pkg' ) }
+								onChange={ value => setPrivacySetting( value ) }
+								prefix={
+									// Casting for unknown since allowing only a string is a mistake
+									// at WP Components
+									( (
+										<div className={ styles[ 'privacy-icon' ] }>
+											<Icon
+												icon={
+													( privacySetting === VIDEO_PRIVACY_LEVEL_PUBLIC && publicPrivacyIcon ) ||
+													( privacySetting === VIDEO_PRIVACY_LEVEL_PRIVATE &&
+														privatePrivacyIcon ) ||
+													( privacySetting === VIDEO_PRIVACY_LEVEL_SITE_DEFAULT &&
+														siteDefaultPrivacyIcon )
+												}
+											/>
+										</div>
+									 ) as unknown ) as string
+								}
+								options={ [
+									{
+										label: __( 'Site default', 'jetpack-videopress-pkg' ),
+										value: VIDEO_PRIVACY_LEVEL_SITE_DEFAULT,
+									},
+									{
+										label: __( 'Public', 'jetpack-videopress-pkg' ),
+										value: VIDEO_PRIVACY_LEVEL_PUBLIC,
+									},
+									{
+										label: __( 'Private', 'jetpack-videopress-pkg' ),
+										value: VIDEO_PRIVACY_LEVEL_PRIVATE,
+									},
+								] }
+							/>
 						</Col>
 					</Container>
 				</AdminSection>
diff --git a/projects/packages/videopress/src/client/admin/components/edit-video-details/style.module.scss b/projects/packages/videopress/src/client/admin/components/edit-video-details/style.module.scss
index f3ab4f93ea62..a7ccb7fdd350 100644
--- a/projects/packages/videopress/src/client/admin/components/edit-video-details/style.module.scss
+++ b/projects/packages/videopress/src/client/admin/components/edit-video-details/style.module.scss
@@ -68,3 +68,13 @@
 		align-items: center;
 	}
 }
+
+.privacy {
+	padding: 0 calc(var(--spacing-base) * 3); // 0|24px
+	margin-top: calc(var( --spacing-base) * 4); // 32px
+}
+
+.privacy-icon {
+	display: flex;
+	margin-left: var(--spacing-base); // 8px
+}
diff --git a/projects/packages/videopress/src/client/admin/components/edit-video-details/use-edit-details.ts b/projects/packages/videopress/src/client/admin/components/edit-video-details/use-edit-details.ts
index 9b36208a9d77..6308aebeb035 100644
--- a/projects/packages/videopress/src/client/admin/components/edit-video-details/use-edit-details.ts
+++ b/projects/packages/videopress/src/client/admin/components/edit-video-details/use-edit-details.ts
@@ -10,6 +10,7 @@ import { useParams, useHistory } from 'react-router-dom';
  */
 import useMetaUpdate from '../../../hooks/use-meta-update';
 import { STORE_ID } from '../../../state';
+import { VIDEO_PRIVACY_LEVELS } from '../../../state/constants';
 import usePlaybackToken from '../../hooks/use-playback-token';
 import usePosterEdit from '../../hooks/use-poster-edit';
 import useVideo from '../../hooks/use-video';
@@ -67,7 +68,7 @@ export default () => {
 
 	const { videoId: videoIdFromParams } = useParams();
 	const videoId = Number( videoIdFromParams );
-	const { data: video, isFetching, processing } = useVideo( Number( videoId ) );
+	const { data: video, isFetching, processing, updateVideoPrivacy } = useVideo( Number( videoId ) );
 
 	const { playbackToken, isFetchingPlaybackToken } = usePlaybackToken( video );
 
@@ -78,6 +79,9 @@ export default () => {
 
 	const [ updating, setUpdating ] = useState( false );
 	const [ updated, setUpdated ] = useState( false );
+	const [ privacySetting, setPrivacySetting ] = useState(
+		VIDEO_PRIVACY_LEVELS[ video?.privacySetting ]
+	);
 
 	const [ formData, setFormData ] = useState( {
 		title: video?.title,
@@ -112,7 +116,11 @@ export default () => {
 		setPosterImageSource( 'video' );
 	}, [ selectedTime ] );
 
-	const hasChanges = metaChanged || selectedTime != null || libraryAttachment != null;
+	const hasChanges =
+		metaChanged ||
+		selectedTime != null ||
+		libraryAttachment != null ||
+		privacySetting !== VIDEO_PRIVACY_LEVELS[ video?.privacySetting ];
 
 	const selectPosterImageFromLibrary = async () => {
 		const attachment = await selectAttachmentFromLibrary();
@@ -134,12 +142,20 @@ export default () => {
 			promises.push( updatePosterImageFromLibrary( libraryAttachment.id ) );
 		}
 
+		if ( privacySetting !== VIDEO_PRIVACY_LEVELS[ video?.privacySetting ] ) {
+			updateVideoPrivacy( privacySetting );
+		}
+
 		// TODO: handle errors
 		Promise.allSettled( promises ).then( () => {
 			const videoData = { ...video, ...formData };
+
 			// posterImage already set by the action
 			delete videoData.posterImage;
 
+			// privacySetting already set by the action
+			delete videoData.privacySetting;
+
 			setUpdating( false );
 			dispatch?.setVideo( videoData );
 			setUpdated( true );
@@ -184,6 +200,8 @@ export default () => {
 		updating,
 		updated,
 		selectedTime,
+		setPrivacySetting,
+		privacySetting,
 		...metaEditData,
 		...posterEditData,
 	};