diff --git a/blocksuite/affine/blocks/bookmark/src/bookmark-block.ts b/blocksuite/affine/blocks/bookmark/src/bookmark-block.ts
index 22f862a99d..a9c619b446 100644
--- a/blocksuite/affine/blocks/bookmark/src/bookmark-block.ts
+++ b/blocksuite/affine/blocks/bookmark/src/bookmark-block.ts
@@ -2,10 +2,16 @@ import {
   CaptionedBlockComponent,
   SelectedStyle,
 } from '@blocksuite/affine-components/caption';
-import type { BookmarkBlockModel } from '@blocksuite/affine-model';
-import { DocModeProvider } from '@blocksuite/affine-shared/services';
+import type {
+  BookmarkBlockModel,
+  LinkPreviewData,
+} from '@blocksuite/affine-model';
+import {
+  DocModeProvider,
+  LinkPreviewerService,
+} from '@blocksuite/affine-shared/services';
 import { BlockSelection } from '@blocksuite/std';
-import { computed, type ReadonlySignal } from '@preact/signals-core';
+import { computed, type ReadonlySignal, signal } from '@preact/signals-core';
 import { html } from 'lit';
 import { property, query } from 'lit/decorators.js';
 import { type ClassInfo, classMap } from 'lit/directives/class-map.js';
@@ -28,6 +34,62 @@ export class BookmarkBlockComponent extends CaptionedBlockComponent<BookmarkBloc
 
   protected containerStyleMap!: ReturnType<typeof styleMap>;
 
+  /**
+   * @description Local link preview data
+   * When the doc is in readonly mode, and the link preview data are not provided (stored in the block model),
+   * We will use the local link preview data fetched from the link previewer service to render the block.
+   */
+  private readonly _localLinkPreview$ = signal<LinkPreviewData>({
+    icon: null,
+    title: null,
+    description: null,
+    image: null,
+  });
+
+  /**
+   * @description Link preview data for actual rendering
+   * When the doc is not in readonly mode, and the link preview data are provided (stored in the block model),
+   * We will use the model props to render the block.
+   * Otherwise, we will use the local link preview data to render the block.
+   */
+  linkPreview$ = computed(() => {
+    const modelProps = this.model.props;
+    const local = this._localLinkPreview$.value;
+    return {
+      icon: modelProps.icon$.value ?? local.icon ?? null,
+      title: modelProps.title$.value ?? local.title ?? null,
+      description: modelProps.description$.value ?? local.description ?? null,
+      image: modelProps.image$.value ?? local.image ?? null,
+    };
+  });
+
+  private readonly _updateLocalLinkPreview = () => {
+    // cancel any inflight request
+    this._fetchAbortController?.abort();
+    this._fetchAbortController = new AbortController();
+
+    this.loading = true;
+    this.error = false;
+
+    this.std.store
+      .get(LinkPreviewerService)
+      .query(this.model.props.url, this._fetchAbortController.signal)
+      .then(data => {
+        this._localLinkPreview$.value = {
+          icon: data.icon ?? null,
+          title: data.title ?? null,
+          description: data.description ?? null,
+          image: data.image ?? null,
+        };
+      })
+      .catch(() => {
+        this.error = true;
+      })
+      .finally(() => {
+        this.loading = false;
+      });
+  };
+
   selectBlock = () => {
     const selectionManager = this.std.selection;
     const blockSelection = selectionManager.create(BlockSelection, {
@@ -57,17 +119,30 @@ export class BookmarkBlockComponent extends CaptionedBlockComponent<BookmarkBloc
     );
   }
 
+  handleClick = (event: MouseEvent) => {
+    event.stopPropagation();
+
+    if (this.model.parent?.flavour !== 'affine:surface' && !this.doc.readonly) {
+      this.selectBlock();
+    }
+  };
+
+  handleDoubleClick = (event: MouseEvent) => {
+    event.stopPropagation();
+    this.open();
+  };
+
   private readonly _renderCitationView = () => {
-    const { title, description, url, icon, footnoteIdentifier } =
-      this.model.props;
+    const { url, footnoteIdentifier } = this.model.props;
+    const { icon, title, description } = this.linkPreview$.value;
     return html`
       <affine-citation-card
         .icon=${icon}
         .citationTitle=${title || url}
         .citationContent=${description}
         .citationIdentifier=${footnoteIdentifier}
-        .onClickCallback=${this.selectBlock}
-        .onDoubleClickCallback=${this.open}
+        .onClickCallback=${this.handleClick}
+        .onDoubleClickCallback=${this.handleDoubleClick}
         .active=${this.selected$.value}
       ></affine-citation-card>
     `;
@@ -97,10 +172,17 @@ export class BookmarkBlockComponent extends CaptionedBlockComponent<BookmarkBloc
 
     this.contentEditable = 'false';
 
-    if (!this.model.props.description && !this.model.props.title) {
+    if (
+      (!this.model.props.description && !this.model.props.title) ||
+      (!this.model.props.image && this.model.props.style === 'vertical')
+    ) {
+      // When the doc is readonly, and the preview data not provided
+      // We should fetch the preview data and update the local link preview data
       if (this.doc.readonly) {
+        this._updateLocalLinkPreview();
         return;
       }
+      // Otherwise, we should refresh the data to the model props
       this.refreshData();
     }
 
diff --git a/blocksuite/affine/blocks/bookmark/src/components/bookmark-card.ts b/blocksuite/affine/blocks/bookmark/src/components/bookmark-card.ts
index 672c5cbe9b..fbda56b011 100644
--- a/blocksuite/affine/blocks/bookmark/src/components/bookmark-card.ts
+++ b/blocksuite/affine/blocks/bookmark/src/components/bookmark-card.ts
@@ -18,20 +18,6 @@ export class BookmarkCard extends SignalWatcher(
 ) {
   static override styles = styles;
 
-  private _handleClick(event: MouseEvent) {
-    event.stopPropagation();
-    const model = this.bookmark.model;
-
-    if (model.parent?.flavour !== 'affine:surface') {
-      this.bookmark.selectBlock();
-    }
-  }
-
-  private _handleDoubleClick(event: MouseEvent) {
-    event.stopPropagation();
-    this.bookmark.open();
-  }
-
   override connectedCallback(): void {
     super.connectedCallback();
 
@@ -49,8 +35,9 @@ export class BookmarkCard extends SignalWatcher(
   }
 
   override render() {
-    const { icon, title, url, description, image, style } =
-      this.bookmark.model.props;
+    const { url, style } = this.bookmark.model.props;
+    const { icon, title, description, image } =
+      this.bookmark.linkPreview$.value;
 
     const cardClassMap = classMap({
       loading: this.loading,
@@ -98,8 +85,8 @@ export class BookmarkCard extends SignalWatcher(
     return html`
       <div
         class="affine-bookmark-card ${cardClassMap}"
-        @click=${this._handleClick}
-        @dblclick=${this._handleDoubleClick}
+        @click=${this.bookmark.handleClick}
+        @dblclick=${this.bookmark.handleDoubleClick}
       >
         <div class="affine-bookmark-content">
           <div class="affine-bookmark-content-title">