diff --git a/src/plugins/workspace/common/constants.ts b/src/plugins/workspace/common/constants.ts
index 5bd8ab34c313..25deceac0c0f 100644
--- a/src/plugins/workspace/common/constants.ts
+++ b/src/plugins/workspace/common/constants.ts
@@ -18,3 +18,5 @@ export enum WorkspacePermissionMode {
   LibraryRead = 'library_read',
   LibraryWrite = 'library_write',
 }
+
+export const WORKSPACE_ID_CONSUMER_WRAPPER_ID = 'workspace_id_consumer';
diff --git a/src/plugins/workspace/opensearch_dashboards.json b/src/plugins/workspace/opensearch_dashboards.json
index 7d94a7491a00..0f1d851d5d76 100644
--- a/src/plugins/workspace/opensearch_dashboards.json
+++ b/src/plugins/workspace/opensearch_dashboards.json
@@ -3,9 +3,7 @@
   "version": "opensearchDashboards",
   "server": true,
   "ui": true,
-  "requiredPlugins": [
-    "savedObjects"
-  ],
+  "requiredPlugins": [],
   "optionalPlugins": ["savedObjectsManagement"],
   "requiredBundles": ["opensearchDashboardsReact"]
 }
diff --git a/src/plugins/workspace/server/constant.ts b/src/plugins/workspace/server/constant.ts
new file mode 100644
index 000000000000..d3cd904b1cf5
--- /dev/null
+++ b/src/plugins/workspace/server/constant.ts
@@ -0,0 +1,11 @@
+/*
+ * Copyright OpenSearch Contributors
+ * SPDX-License-Identifier: Apache-2.0
+ */
+
+/**
+ * A symbol used for imply the workspace id in original url
+ *
+ * @Internal
+ */
+export const workspaceIdInUrlSymbol = Symbol('workspace_id_in_url');
diff --git a/src/plugins/workspace/server/plugin.ts b/src/plugins/workspace/server/plugin.ts
index d425f17d08eb..3121c0c39846 100644
--- a/src/plugins/workspace/server/plugin.ts
+++ b/src/plugins/workspace/server/plugin.ts
@@ -15,6 +15,7 @@ import {
 import {
   WORKSPACE_SAVED_OBJECTS_CLIENT_WRAPPER_ID,
   WORKSPACE_CONFLICT_CONTROL_SAVED_OBJECTS_CLIENT_WRAPPER_ID,
+  WORKSPACE_ID_CONSUMER_WRAPPER_ID,
 } from '../common/constants';
 import { IWorkspaceClientImpl } from './types';
 import { WorkspaceClient } from './workspace_client';
@@ -27,6 +28,10 @@ import {
   SavedObjectsPermissionControlContract,
 } from './permission_control/client';
 import { WorkspacePluginConfigType } from '../config';
+import { workspaceIdInUrlSymbol } from './constant';
+import { WorkspaceIdConsumerWrapper } from './saved_objects/workspace_id_consumer_wrapper';
+// eslint-disable-next-line @osd/eslint/no-restricted-paths
+import { ensureRawRequest } from '../../../core/server/http/router'; // will be an issue as the ensureRawRequest is an internal implementation
 
 export class WorkspacePlugin implements Plugin<{}, {}> {
   private readonly logger: Logger;
@@ -44,6 +49,8 @@ export class WorkspacePlugin implements Plugin<{}, {}> {
       const workspaceId = getWorkspaceIdFromUrl(request.url.toString());
 
       if (workspaceId) {
+        const rawRequest = ensureRawRequest(request);
+        rawRequest.headers[workspaceIdInUrlSymbol.toString()] = workspaceId;
         const requestUrl = new URL(request.url.toString());
         requestUrl.pathname = cleanWorkspaceId(requestUrl.pathname);
         return toolkit.rewriteUrl(requestUrl.toString());
@@ -91,6 +98,12 @@ export class WorkspacePlugin implements Plugin<{}, {}> {
       );
     }
 
+    core.savedObjects.addClientWrapper(
+      -2,
+      WORKSPACE_ID_CONSUMER_WRAPPER_ID,
+      new WorkspaceIdConsumerWrapper().wrapperFactory
+    );
+
     registerRoutes({
       http: core.http,
       logger: this.logger,
diff --git a/src/plugins/workspace/server/saved_objects/workspace_id_consumer_wrapper.ts b/src/plugins/workspace/server/saved_objects/workspace_id_consumer_wrapper.ts
new file mode 100644
index 000000000000..4c302fc93518
--- /dev/null
+++ b/src/plugins/workspace/server/saved_objects/workspace_id_consumer_wrapper.ts
@@ -0,0 +1,117 @@
+/*
+ * Copyright OpenSearch Contributors
+ * SPDX-License-Identifier: Apache-2.0
+ */
+
+import {
+  SavedObjectsBaseOptions,
+  SavedObjectsBulkCreateObject,
+  SavedObjectsClientWrapperFactory,
+  SavedObjectsCreateOptions,
+  SavedObjectsCheckConflictsObject,
+  OpenSearchDashboardsRequest,
+  SavedObjectsFindOptions,
+  SavedObjectsUpdateOptions,
+  SavedObjectsBulkUpdateOptions,
+  SavedObjectsBulkUpdateObject,
+  WORKSPACE_TYPE,
+} from '../../../../core/server';
+import { workspaceIdInUrlSymbol } from '../constant';
+
+type WorkspaceOptions =
+  | {
+      workspaces?: string[];
+    }
+  | undefined;
+
+export class WorkspaceIdConsumerWrapper {
+  private typeRelatedToWorkspace(type: string | string[]): boolean {
+    if (Array.isArray(type)) {
+      return type.some((item) => item === WORKSPACE_TYPE);
+    }
+
+    return type === WORKSPACE_TYPE;
+  }
+  private formatWorkspaceIdParams<T extends WorkspaceOptions>(
+    request: OpenSearchDashboardsRequest,
+    options: T
+  ): T {
+    if (!options) {
+      return options;
+    }
+    const { workspaces, ...others } = options;
+    const workspaceIdParsedFromUrl = request.headers[workspaceIdInUrlSymbol.toString()] as string;
+    const workspaceIdInUserOptions = options.workspaces;
+    let finalWorkspaces: string[] = [];
+    if (workspaceIdInUserOptions?.length) {
+      finalWorkspaces = workspaceIdInUserOptions;
+    } else if (workspaceIdParsedFromUrl) {
+      finalWorkspaces = [workspaceIdParsedFromUrl];
+    }
+
+    return {
+      ...(others as T),
+      ...(finalWorkspaces.length ? { workspaces: finalWorkspaces } : {}),
+    };
+  }
+  public wrapperFactory: SavedObjectsClientWrapperFactory = (wrapperOptions) => {
+    return {
+      ...wrapperOptions.client,
+      create: <T>(type: string, attributes: T, options: SavedObjectsCreateOptions = {}) =>
+        wrapperOptions.client.create(
+          type,
+          attributes,
+          this.formatWorkspaceIdParams(wrapperOptions.request, options)
+        ),
+      bulkCreate: <T = unknown>(
+        objects: Array<SavedObjectsBulkCreateObject<T>>,
+        options: SavedObjectsCreateOptions = {}
+      ) =>
+        wrapperOptions.client.bulkCreate(
+          objects,
+          this.formatWorkspaceIdParams(wrapperOptions.request, options)
+        ),
+      checkConflicts: (
+        objects: SavedObjectsCheckConflictsObject[] = [],
+        options: SavedObjectsBaseOptions = {}
+      ) =>
+        wrapperOptions.client.checkConflicts(
+          objects,
+          this.formatWorkspaceIdParams(wrapperOptions.request, options)
+        ),
+      delete: wrapperOptions.client.delete,
+      find: (options: SavedObjectsFindOptions) =>
+        wrapperOptions.client.find(
+          this.typeRelatedToWorkspace(options.type)
+            ? options
+            : this.formatWorkspaceIdParams(wrapperOptions.request, options)
+        ),
+      bulkGet: wrapperOptions.client.bulkGet,
+      get: wrapperOptions.client.get,
+      update: <T = unknown>(
+        type: string,
+        id: string,
+        attributes: Partial<T>,
+        options: SavedObjectsUpdateOptions = {}
+      ) =>
+        wrapperOptions.client.update(
+          type,
+          id,
+          attributes,
+          this.formatWorkspaceIdParams(wrapperOptions.request, options)
+        ),
+      bulkUpdate: <T = unknown>(
+        objects: Array<SavedObjectsBulkUpdateObject<T>>,
+        options?: SavedObjectsBulkUpdateOptions
+      ) =>
+        wrapperOptions.client.bulkUpdate(
+          objects,
+          this.formatWorkspaceIdParams(wrapperOptions.request, options)
+        ),
+      addToNamespaces: wrapperOptions.client.addToNamespaces,
+      deleteFromNamespaces: wrapperOptions.client.deleteFromNamespaces,
+    };
+  };
+
+  constructor() {}
+}
diff --git a/src/plugins/workspace/server/workspace_client.ts b/src/plugins/workspace/server/workspace_client.ts
index e7bdf97b54ec..0ffb72f016f2 100644
--- a/src/plugins/workspace/server/workspace_client.ts
+++ b/src/plugins/workspace/server/workspace_client.ts
@@ -21,6 +21,7 @@ import { IWorkspaceClientImpl, WorkspaceFindOptions, IResponse, IRequestDetail }
 import { workspace } from './saved_objects';
 import { generateRandomId } from './utils';
 import {
+  WORKSPACE_ID_CONSUMER_WRAPPER_ID,
   WORKSPACE_OVERVIEW_APP_ID,
   WORKSPACE_SAVED_OBJECTS_CLIENT_WRAPPER_ID,
   WORKSPACE_UPDATE_APP_ID,