diff --git a/packages/frontend/core/src/layouts/workspace-layout.tsx b/packages/frontend/core/src/layouts/workspace-layout.tsx
index 7b4406314a..12bbf066a6 100644
--- a/packages/frontend/core/src/layouts/workspace-layout.tsx
+++ b/packages/frontend/core/src/layouts/workspace-layout.tsx
@@ -14,6 +14,7 @@ import {
 } from '@affine/component/workspace';
 import { useAFFiNEI18N } from '@affine/i18n/hooks';
 import { rootWorkspacesMetadataAtom } from '@affine/workspace/atom';
+import { getBlobEngine } from '@affine/workspace/manager';
 import { assertExists } from '@blocksuite/global/utils';
 import type { DragEndEvent } from '@dnd-kit/core';
 import {
@@ -116,10 +117,44 @@ type WorkspaceLayoutProps = {
   migration?: MigrationPoint;
 };
 
+const useSyncWorkspaceBlob = () => {
+  // temporary solution for sync blob
+
+  const [currentWorkspace] = useCurrentWorkspace();
+
+  useEffect(() => {
+    const blobEngine = getBlobEngine(currentWorkspace.blockSuiteWorkspace);
+    let stopped = false;
+    function sync() {
+      if (stopped) {
+        return;
+      }
+
+      blobEngine
+        ?.sync()
+        .catch(error => {
+          console.error('sync blob error', error);
+        })
+        .finally(() => {
+          // sync every 1 minute
+          setTimeout(sync, 60000);
+        });
+    }
+
+    // after currentWorkspace changed, wait 1 second to start sync
+    setTimeout(sync, 1000);
+
+    return () => {
+      stopped = true;
+    };
+  }, [currentWorkspace]);
+};
+
 export const WorkspaceLayout = function WorkspacesSuspense({
   children,
   migration,
 }: PropsWithChildren<WorkspaceLayoutProps>) {
+  useSyncWorkspaceBlob();
   return (
     <AdapterProviderWrapper>
       <CurrentWorkspaceContext>
diff --git a/packages/frontend/workspace/package.json b/packages/frontend/workspace/package.json
index ec63f14b88..5b745d3b4b 100644
--- a/packages/frontend/workspace/package.json
+++ b/packages/frontend/workspace/package.json
@@ -22,6 +22,7 @@
     "@toeverything/y-indexeddb": "workspace:*",
     "async-call-rpc": "^6.3.1",
     "idb": "^7.1.1",
+    "idb-keyval": "^6.2.1",
     "is-svg": "^5.0.0",
     "jotai": "^2.5.1",
     "js-base64": "^3.7.5",
diff --git a/packages/frontend/workspace/src/blob/cloud-blob-storage.ts b/packages/frontend/workspace/src/blob/cloud-blob-storage.ts
deleted file mode 100644
index 99eeb49067..0000000000
--- a/packages/frontend/workspace/src/blob/cloud-blob-storage.ts
+++ /dev/null
@@ -1,79 +0,0 @@
-import {
-  checkBlobSizesQuery,
-  deleteBlobMutation,
-  fetchWithTraceReport,
-  listBlobsQuery,
-  setBlobMutation,
-} from '@affine/graphql';
-import { fetcher } from '@affine/workspace/affine/gql';
-import type { BlobStorage } from '@blocksuite/store';
-
-import { predefinedStaticFiles } from './local-static-storage';
-import { bufferToBlob } from './util';
-
-export const createCloudBlobStorage = (workspaceId: string): BlobStorage => {
-  return {
-    crud: {
-      get: async key => {
-        const suffix = key.startsWith('/')
-          ? key
-          : predefinedStaticFiles.includes(key)
-            ? `/static/${key}`
-            : `/api/workspaces/${workspaceId}/blobs/${key}`;
-
-        return fetchWithTraceReport(
-          runtimeConfig.serverUrlPrefix + suffix
-        ).then(async res => {
-          if (!res.ok) {
-            // status not in the range 200-299
-            return null;
-          }
-          return bufferToBlob(await res.arrayBuffer());
-        });
-      },
-      set: async (key, value) => {
-        const {
-          checkBlobSize: { size },
-        } = await fetcher({
-          query: checkBlobSizesQuery,
-          variables: {
-            workspaceId,
-            size: value.size,
-          },
-        });
-
-        if (size <= 0) {
-          throw new Error('Blob size limit exceeded');
-        }
-
-        const result = await fetcher({
-          query: setBlobMutation,
-          variables: {
-            workspaceId,
-            blob: new File([value], key),
-          },
-        });
-        console.assert(result.setBlob === key, 'Blob hash mismatch');
-        return key;
-      },
-      list: async () => {
-        const result = await fetcher({
-          query: listBlobsQuery,
-          variables: {
-            workspaceId,
-          },
-        });
-        return result.listBlobs;
-      },
-      delete: async (key: string) => {
-        await fetcher({
-          query: deleteBlobMutation,
-          variables: {
-            workspaceId,
-            hash: key,
-          },
-        });
-      },
-    },
-  };
-};
diff --git a/packages/frontend/workspace/src/blob/engine.ts b/packages/frontend/workspace/src/blob/engine.ts
new file mode 100644
index 0000000000..16f993bdaa
--- /dev/null
+++ b/packages/frontend/workspace/src/blob/engine.ts
@@ -0,0 +1,139 @@
+import { DebugLogger } from '@affine/debug';
+import { difference } from 'lodash-es';
+
+const logger = new DebugLogger('affine:blob-engine');
+
+export class BlobEngine {
+  constructor(
+    private local: BlobStorage,
+    private remotes: BlobStorage[]
+  ) {}
+
+  get storages() {
+    return [this.local, ...this.remotes];
+  }
+
+  async sync() {
+    if (this.local.readonly) {
+      return;
+    }
+    logger.debug('start syncing blob...');
+    for (const remote of this.remotes) {
+      let localList;
+      let remoteList;
+      try {
+        localList = await this.local.list();
+        remoteList = await remote.list();
+      } catch (err) {
+        logger.error(`error when sync`, err);
+        continue;
+      }
+
+      if (!remote.readonly) {
+        const needUpload = difference(localList, remoteList);
+        for (const key of needUpload) {
+          try {
+            const data = await this.local.get(key);
+            if (data) {
+              await remote.set(key, data);
+            }
+          } catch (err) {
+            logger.error(
+              `error when sync ${key} from [${this.local.name}] to [${remote.name}]`,
+              err
+            );
+          }
+        }
+      }
+
+      const needDownload = difference(remoteList, localList);
+
+      for (const key of needDownload) {
+        try {
+          const data = await remote.get(key);
+          if (data) {
+            await this.local.set(key, data);
+          }
+        } catch (err) {
+          logger.error(
+            `error when sync ${key} from [${remote.name}] to [${this.local.name}]`,
+            err
+          );
+        }
+      }
+    }
+
+    logger.debug('finish syncing blob');
+  }
+
+  async get(key: string) {
+    logger.debug('get blob', key);
+    for (const storage of this.storages) {
+      const data = await storage.get(key);
+      if (data) {
+        return data;
+      }
+    }
+    return undefined;
+  }
+
+  async set(key: string, value: Blob) {
+    if (this.local.readonly) {
+      throw new Error('local peer is readonly');
+    }
+
+    // await upload to the local peer
+    await this.local.set(key, value);
+
+    // uploads to other peers in the background
+    Promise.allSettled(
+      this.remotes
+        .filter(r => !r.readonly)
+        .map(peer =>
+          peer.set(key, value).catch(err => {
+            logger.error('error when upload to peer', err);
+          })
+        )
+    )
+      .then(result => {
+        if (result.some(({ status }) => status === 'rejected')) {
+          logger.error(
+            `blob ${key} update finish, but some peers failed to update`
+          );
+        } else {
+          logger.debug(`blob ${key} update finish`);
+        }
+      })
+      .catch(() => {
+        // Promise.allSettled never reject
+      });
+  }
+
+  async delete(_key: string) {
+    // not supported
+  }
+
+  async list() {
+    const blobList = new Set<string>();
+
+    for (const peer of this.storages) {
+      const list = await peer.list();
+      if (list) {
+        for (const blob of list) {
+          blobList.add(blob);
+        }
+      }
+    }
+
+    return Array.from(blobList);
+  }
+}
+
+export interface BlobStorage {
+  name: string;
+  readonly: boolean;
+  get: (key: string) => Promise<Blob | undefined>;
+  set: (key: string, value: Blob) => Promise<void>;
+  delete: (key: string) => Promise<void>;
+  list: () => Promise<string[]>;
+}
diff --git a/packages/frontend/workspace/src/blob/index.ts b/packages/frontend/workspace/src/blob/index.ts
new file mode 100644
index 0000000000..e6fc140b24
--- /dev/null
+++ b/packages/frontend/workspace/src/blob/index.ts
@@ -0,0 +1,37 @@
+import { BlobEngine } from './engine';
+import {
+  createAffineCloudBlobStorage,
+  createIndexeddbBlobStorage,
+  createSQLiteBlobStorage,
+  createStaticBlobStorage,
+} from './storage';
+
+export * from './engine';
+export * from './storage';
+
+export function createLocalBlobStorage(workspaceId: string) {
+  if (environment.isDesktop) {
+    return createSQLiteBlobStorage(workspaceId);
+  } else {
+    return createIndexeddbBlobStorage(workspaceId);
+  }
+}
+
+export function createLocalBlobEngine(workspaceId: string) {
+  return new BlobEngine(createLocalBlobStorage(workspaceId), [
+    createStaticBlobStorage(),
+  ]);
+}
+
+export function createAffineCloudBlobEngine(workspaceId: string) {
+  return new BlobEngine(createLocalBlobStorage(workspaceId), [
+    createStaticBlobStorage(),
+    createAffineCloudBlobStorage(workspaceId),
+  ]);
+}
+
+export function createAffinePublicBlobEngine(workspaceId: string) {
+  return new BlobEngine(createAffineCloudBlobStorage(workspaceId), [
+    createStaticBlobStorage(),
+  ]);
+}
diff --git a/packages/frontend/workspace/src/blob/sqlite-blob-storage.ts b/packages/frontend/workspace/src/blob/sqlite-blob-storage.ts
deleted file mode 100644
index c095eeee33..0000000000
--- a/packages/frontend/workspace/src/blob/sqlite-blob-storage.ts
+++ /dev/null
@@ -1,34 +0,0 @@
-import { assertExists } from '@blocksuite/global/utils';
-import type { BlobStorage } from '@blocksuite/store';
-
-import { bufferToBlob } from './util';
-
-export const createSQLiteStorage = (workspaceId: string): BlobStorage => {
-  const apis = window.apis;
-  assertExists(apis);
-  return {
-    crud: {
-      get: async (key: string) => {
-        const buffer = await apis.db.getBlob(workspaceId, key);
-        if (buffer) {
-          return bufferToBlob(buffer);
-        }
-        return null;
-      },
-      set: async (key: string, value: Blob) => {
-        await apis.db.addBlob(
-          workspaceId,
-          key,
-          new Uint8Array(await value.arrayBuffer())
-        );
-        return key;
-      },
-      delete: async (key: string) => {
-        return apis.db.deleteBlob(workspaceId, key);
-      },
-      list: async () => {
-        return apis.db.getBlobKeys(workspaceId);
-      },
-    },
-  };
-};
diff --git a/packages/frontend/workspace/src/blob/storage/affine-cloud.ts b/packages/frontend/workspace/src/blob/storage/affine-cloud.ts
new file mode 100644
index 0000000000..91ffa92a4f
--- /dev/null
+++ b/packages/frontend/workspace/src/blob/storage/affine-cloud.ts
@@ -0,0 +1,76 @@
+import {
+  checkBlobSizesQuery,
+  deleteBlobMutation,
+  fetchWithTraceReport,
+  listBlobsQuery,
+  setBlobMutation,
+} from '@affine/graphql';
+import { fetcher } from '@affine/workspace/affine/gql';
+
+import type { BlobStorage } from '../engine';
+
+export const createAffineCloudBlobStorage = (
+  workspaceId: string
+): BlobStorage => {
+  return {
+    name: 'affine-cloud',
+    readonly: false,
+    get: async key => {
+      const suffix = key.startsWith('/')
+        ? key
+        : `/api/workspaces/${workspaceId}/blobs/${key}`;
+
+      return fetchWithTraceReport(runtimeConfig.serverUrlPrefix + suffix).then(
+        async res => {
+          if (!res.ok) {
+            // status not in the range 200-299
+            return undefined;
+          }
+          return await res.blob();
+        }
+      );
+    },
+    set: async (key, value) => {
+      const {
+        checkBlobSize: { size },
+      } = await fetcher({
+        query: checkBlobSizesQuery,
+        variables: {
+          workspaceId,
+          size: value.size,
+        },
+      });
+
+      if (size <= 0) {
+        throw new Error('Blob size limit exceeded');
+      }
+
+      const result = await fetcher({
+        query: setBlobMutation,
+        variables: {
+          workspaceId,
+          blob: new File([value], key),
+        },
+      });
+      console.assert(result.setBlob === key, 'Blob hash mismatch');
+    },
+    list: async () => {
+      const result = await fetcher({
+        query: listBlobsQuery,
+        variables: {
+          workspaceId,
+        },
+      });
+      return result.listBlobs;
+    },
+    delete: async (key: string) => {
+      await fetcher({
+        query: deleteBlobMutation,
+        variables: {
+          workspaceId,
+          hash: key,
+        },
+      });
+    },
+  };
+};
diff --git a/packages/frontend/workspace/src/blob/storage/index.ts b/packages/frontend/workspace/src/blob/storage/index.ts
new file mode 100644
index 0000000000..a8d9bd6e86
--- /dev/null
+++ b/packages/frontend/workspace/src/blob/storage/index.ts
@@ -0,0 +1,4 @@
+export * from './affine-cloud';
+export * from './indexeddb';
+export * from './sqlite';
+export * from './static';
diff --git a/packages/frontend/workspace/src/blob/storage/indexeddb.ts b/packages/frontend/workspace/src/blob/storage/indexeddb.ts
new file mode 100644
index 0000000000..66973bd28a
--- /dev/null
+++ b/packages/frontend/workspace/src/blob/storage/indexeddb.ts
@@ -0,0 +1,32 @@
+import { createStore, del, get, keys, set } from 'idb-keyval';
+
+import type { BlobStorage } from '../engine';
+
+export const createIndexeddbBlobStorage = (
+  workspaceId: string
+): BlobStorage => {
+  const db = createStore(`${workspaceId}_blob`, 'blob');
+  const mimeTypeDb = createStore(`${workspaceId}_blob_mime`, 'blob_mime');
+  return {
+    name: 'indexeddb',
+    readonly: false,
+    get: async (key: string) => {
+      const res = await get<ArrayBuffer>(key, db);
+      if (res) {
+        return new Blob([res], { type: await get(key, mimeTypeDb) });
+      }
+      return undefined;
+    },
+    set: async (key: string, value: Blob) => {
+      await set(key, await value.arrayBuffer(), db);
+      await set(key, value.type, mimeTypeDb);
+    },
+    delete: async (key: string) => {
+      await del(key, db);
+      await del(key, mimeTypeDb);
+    },
+    list: async () => {
+      return keys<string>(db);
+    },
+  };
+};
diff --git a/packages/frontend/workspace/src/blob/storage/sqlite.ts b/packages/frontend/workspace/src/blob/storage/sqlite.ts
new file mode 100644
index 0000000000..3f3a0c080c
--- /dev/null
+++ b/packages/frontend/workspace/src/blob/storage/sqlite.ts
@@ -0,0 +1,33 @@
+import { assertExists } from '@blocksuite/global/utils';
+
+import type { BlobStorage } from '../engine';
+import { bufferToBlob } from '../util';
+
+export const createSQLiteBlobStorage = (workspaceId: string): BlobStorage => {
+  const apis = window.apis;
+  assertExists(apis);
+  return {
+    name: 'sqlite',
+    readonly: false,
+    get: async (key: string) => {
+      const buffer = await apis.db.getBlob(workspaceId, key);
+      if (buffer) {
+        return bufferToBlob(buffer);
+      }
+      return undefined;
+    },
+    set: async (key: string, value: Blob) => {
+      await apis.db.addBlob(
+        workspaceId,
+        key,
+        new Uint8Array(await value.arrayBuffer())
+      );
+    },
+    delete: async (key: string) => {
+      return apis.db.deleteBlob(workspaceId, key);
+    },
+    list: async () => {
+      return apis.db.getBlobKeys(workspaceId);
+    },
+  };
+};
diff --git a/packages/frontend/workspace/src/blob/local-static-storage.ts b/packages/frontend/workspace/src/blob/storage/static.ts
similarity index 67%
rename from packages/frontend/workspace/src/blob/local-static-storage.ts
rename to packages/frontend/workspace/src/blob/storage/static.ts
index 93c3bf79c8..56578543c3 100644
--- a/packages/frontend/workspace/src/blob/local-static-storage.ts
+++ b/packages/frontend/workspace/src/blob/storage/static.ts
@@ -1,6 +1,4 @@
-import type { BlobStorage } from '@blocksuite/store';
-
-import { bufferToBlob } from './util';
+import type { BlobStorage } from '../engine';
 
 export const predefinedStaticFiles = [
   '029uztLz2CzJezK7UUhrbGiWUdZ0J7NVs_qR6RDsvb8=',
@@ -38,38 +36,36 @@ export const predefinedStaticFiles = [
   'v2yF7lY2L5rtorTtTmYFsoMb9dBPKs5M1y9cUKxcI1M=',
 ];
 
-export const createStaticStorage = (): BlobStorage => {
+export const createStaticBlobStorage = (): BlobStorage => {
   return {
-    crud: {
-      get: async (key: string) => {
-        const isStaticResource =
-          predefinedStaticFiles.includes(key) || key.startsWith('/static/');
+    name: 'static',
+    readonly: true,
+    get: async (key: string) => {
+      const isStaticResource =
+        predefinedStaticFiles.includes(key) || key.startsWith('/static/');
 
-        if (!isStaticResource) {
-          return null;
-        }
+      if (!isStaticResource) {
+        return undefined;
+      }
 
-        const path = key.startsWith('/static/') ? key : `/static/${key}`;
-        const response = await fetch(path);
+      const path = key.startsWith('/static/') ? key : `/static/${key}`;
+      const response = await fetch(path);
 
-        if (response.ok) {
-          const buffer = await response.arrayBuffer();
-          return bufferToBlob(buffer);
-        }
+      if (response.ok) {
+        return await response.blob();
+      }
 
-        return null;
-      },
-      set: async (key: string) => {
-        // ignore
-        return key;
-      },
-      delete: async () => {
-        // ignore
-      },
-      list: async () => {
-        // ignore
-        return [];
-      },
+      return undefined;
+    },
+    set: async () => {
+      // ignore
+    },
+    delete: async () => {
+      // ignore
+    },
+    list: async () => {
+      // ignore
+      return [];
     },
   };
 };
diff --git a/packages/frontend/workspace/src/manager/index.ts b/packages/frontend/workspace/src/manager/index.ts
index 2bc94c2cff..0c0daec087 100644
--- a/packages/frontend/workspace/src/manager/index.ts
+++ b/packages/frontend/workspace/src/manager/index.ts
@@ -3,16 +3,19 @@ import type { BlockSuiteFeatureFlags } from '@affine/env/global';
 import { WorkspaceFlavour } from '@affine/env/workspace';
 import { createAffinePublicProviders } from '@affine/workspace/providers';
 import { __unstableSchemas, AffineSchemas } from '@blocksuite/blocks/models';
-import type { DocProviderCreator, StoreOptions } from '@blocksuite/store';
-import { createIndexeddbStorage, Schema, Workspace } from '@blocksuite/store';
+import type { DocProviderCreator } from '@blocksuite/store';
+import { Schema, Workspace } from '@blocksuite/store';
 import { INTERNAL_BLOCKSUITE_HASH_MAP } from '@toeverything/infra/__internal__/workspace';
 import { nanoid } from 'nanoid';
 import type { Doc } from 'yjs';
 import type { Transaction } from 'yjs';
 
-import { createCloudBlobStorage } from '../blob/cloud-blob-storage';
-import { createStaticStorage } from '../blob/local-static-storage';
-import { createSQLiteStorage } from '../blob/sqlite-blob-storage';
+import type { BlobEngine } from '../blob';
+import {
+  createAffineCloudBlobEngine,
+  createAffinePublicBlobEngine,
+  createLocalBlobEngine,
+} from '../blob';
 import { createAffineProviders, createLocalProviders } from '../providers';
 
 function setEditorFlags(workspace: Workspace) {
@@ -81,6 +84,12 @@ const createMonitor = (doc: Doc) => {
   });
 };
 
+const workspaceBlobEngineWeakMap = new WeakMap<Workspace, BlobEngine>();
+export function getBlobEngine(workspace: Workspace) {
+  // temporary solution to get blob engine from workspace
+  return workspaceBlobEngineWeakMap.get(workspace);
+}
+
 // if not exist, create a new workspace
 export function getOrCreateWorkspace(
   id: string,
@@ -91,48 +100,47 @@ export function getOrCreateWorkspace(
     return INTERNAL_BLOCKSUITE_HASH_MAP.get(id) as Workspace;
   }
 
-  const blobStorages: StoreOptions['blobStorages'] = [];
+  let blobEngine: BlobEngine;
   if (flavour === WorkspaceFlavour.AFFINE_CLOUD) {
-    if (isBrowser) {
-      blobStorages.push(createIndexeddbStorage);
-      blobStorages.push(createCloudBlobStorage);
-      if (environment.isDesktop && runtimeConfig.enableSQLiteProvider) {
-        blobStorages.push(createSQLiteStorage);
-      }
-      providerCreators.push(...createAffineProviders());
-
-      // todo(JimmFly): add support for cloud storage
-    }
+    blobEngine = createAffineCloudBlobEngine(id);
+    providerCreators.push(...createAffineProviders());
   } else if (flavour === WorkspaceFlavour.LOCAL) {
-    if (isBrowser) {
-      blobStorages.push(createIndexeddbStorage);
-      if (environment.isDesktop && runtimeConfig.enableSQLiteProvider) {
-        blobStorages.push(createSQLiteStorage);
-      }
-    }
+    blobEngine = createLocalBlobEngine(id);
     providerCreators.push(...createLocalProviders());
   } else if (flavour === WorkspaceFlavour.AFFINE_PUBLIC) {
-    if (isBrowser) {
-      blobStorages.push(createIndexeddbStorage);
-      if (environment.isDesktop && runtimeConfig.enableSQLiteProvider) {
-        blobStorages.push(createSQLiteStorage);
-      }
-    }
-    blobStorages.push(createCloudBlobStorage);
+    blobEngine = createAffinePublicBlobEngine(id);
     providerCreators.push(...createAffinePublicProviders());
   } else {
     throw new Error('unsupported flavour');
   }
-  blobStorages.push(createStaticStorage);
 
   const workspace = new Workspace({
     id,
     isSSR: !isBrowser,
     providerCreators: typeof window === 'undefined' ? [] : providerCreators,
-    blobStorages: blobStorages,
+    blobStorages: [
+      () => ({
+        crud: {
+          async get(key) {
+            return (await blobEngine.get(key)) ?? null;
+          },
+          async set(key, value) {
+            await blobEngine.set(key, value);
+            return key;
+          },
+          async delete(key) {
+            return blobEngine.delete(key);
+          },
+          async list() {
+            return blobEngine.list();
+          },
+        },
+      }),
+    ],
     idGenerator: () => nanoid(),
     schema: globalBlockSuiteSchema,
   });
+  workspaceBlobEngineWeakMap.set(workspace, blobEngine);
   createMonitor(workspace.doc);
   setEditorFlags(workspace);
   INTERNAL_BLOCKSUITE_HASH_MAP.set(id, workspace);
diff --git a/yarn.lock b/yarn.lock
index 9b79d3a023..5b39ea07cc 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -892,6 +892,7 @@ __metadata:
     async-call-rpc: "npm:^6.3.1"
     fake-indexeddb: "npm:^5.0.0"
     idb: "npm:^7.1.1"
+    idb-keyval: "npm:^6.2.1"
     is-svg: "npm:^5.0.0"
     jotai: "npm:^2.5.1"
     js-base64: "npm:^3.7.5"