diff --git a/CHANGELOG.md b/CHANGELOG.md
index 93c8227d9765..8abc72aeb779 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -38,6 +38,7 @@ Inspired from [Keep a Changelog](https://keepachangelog.com/en/1.0.0/)
 - Adds Data explorer framework and implements Discover using it ([#4806](https://github.com/opensearch-project/OpenSearch-Dashboards/pull/4806))
 - [Theme] Use themes' definitions to render the initial view ([#4936](https://github.com/opensearch-project/OpenSearch-Dashboards/pull/4936/))
 - [Theme] Make `next` theme the default ([#4854](https://github.com/opensearch-project/OpenSearch-Dashboards/pull/4854/))
+- [Workspace] Setup workspace skeleton and implement basic CRUD API ([#5075](https://github.com/opensearch-project/OpenSearch-Dashboards/pull/5075/))
 
 ### 🐛 Bug Fixes
 
diff --git a/src/plugins/workspace/server/integration_tests/routes.test.ts b/src/plugins/workspace/server/integration_tests/routes.test.ts
new file mode 100644
index 000000000000..e4d29b86ac55
--- /dev/null
+++ b/src/plugins/workspace/server/integration_tests/routes.test.ts
@@ -0,0 +1,146 @@
+/*
+ * Copyright OpenSearch Contributors
+ * SPDX-License-Identifier: Apache-2.0
+ */
+
+import { WorkspaceAttribute } from 'src/core/types';
+import { omit } from 'lodash';
+import * as osdTestServer from '../../../../core/test_helpers/osd_server';
+
+const testWorkspace: WorkspaceAttribute = {
+  id: 'fake_id',
+  name: 'test_workspace',
+  description: 'test_workspace_description',
+};
+
+describe('workspace service', () => {
+  let root: ReturnType<typeof osdTestServer.createRoot>;
+  let opensearchServer: osdTestServer.TestOpenSearchUtils;
+  beforeAll(async () => {
+    const { startOpenSearch, startOpenSearchDashboards } = osdTestServer.createTestServers({
+      adjustTimeout: (t: number) => jest.setTimeout(t),
+      settings: {
+        osd: {
+          workspace: {
+            enabled: true,
+          },
+        },
+      },
+    });
+    opensearchServer = await startOpenSearch();
+    const startOSDResp = await startOpenSearchDashboards();
+    root = startOSDResp.root;
+  }, 30000);
+  afterAll(async () => {
+    await root.shutdown();
+    await opensearchServer.stop();
+  });
+  describe('Workspace CRUD apis', () => {
+    afterEach(async () => {
+      const listResult = await osdTestServer.request
+        .post(root, `/api/workspaces/_list`)
+        .send({
+          page: 1,
+        })
+        .expect(200);
+      await Promise.all(
+        listResult.body.result.workspaces.map((item: WorkspaceAttribute) =>
+          osdTestServer.request.delete(root, `/api/workspaces/${item.id}`).expect(200)
+        )
+      );
+    });
+    it('create', async () => {
+      await osdTestServer.request
+        .post(root, `/api/workspaces`)
+        .send({
+          attributes: testWorkspace,
+        })
+        .expect(400);
+
+      const result: any = await osdTestServer.request
+        .post(root, `/api/workspaces`)
+        .send({
+          attributes: omit(testWorkspace, 'id'),
+        })
+        .expect(200);
+
+      expect(result.body.success).toEqual(true);
+      expect(typeof result.body.result.id).toBe('string');
+    });
+    it('get', async () => {
+      const result = await osdTestServer.request
+        .post(root, `/api/workspaces`)
+        .send({
+          attributes: omit(testWorkspace, 'id'),
+        })
+        .expect(200);
+
+      const getResult = await osdTestServer.request.get(
+        root,
+        `/api/workspaces/${result.body.result.id}`
+      );
+      expect(getResult.body.result.name).toEqual(testWorkspace.name);
+    });
+    it('update', async () => {
+      const result: any = await osdTestServer.request
+        .post(root, `/api/workspaces`)
+        .send({
+          attributes: omit(testWorkspace, 'id'),
+        })
+        .expect(200);
+
+      await osdTestServer.request
+        .put(root, `/api/workspaces/${result.body.result.id}`)
+        .send({
+          attributes: {
+            ...omit(testWorkspace, 'id'),
+            name: 'updated',
+          },
+        })
+        .expect(200);
+
+      const getResult = await osdTestServer.request.get(
+        root,
+        `/api/workspaces/${result.body.result.id}`
+      );
+
+      expect(getResult.body.success).toEqual(true);
+      expect(getResult.body.result.name).toEqual('updated');
+    });
+    it('delete', async () => {
+      const result: any = await osdTestServer.request
+        .post(root, `/api/workspaces`)
+        .send({
+          attributes: omit(testWorkspace, 'id'),
+        })
+        .expect(200);
+
+      await osdTestServer.request
+        .delete(root, `/api/workspaces/${result.body.result.id}`)
+        .expect(200);
+
+      const getResult = await osdTestServer.request.get(
+        root,
+        `/api/workspaces/${result.body.result.id}`
+      );
+
+      expect(getResult.body.success).toEqual(false);
+    });
+    it('list', async () => {
+      await osdTestServer.request
+        .post(root, `/api/workspaces`)
+        .send({
+          attributes: omit(testWorkspace, 'id'),
+        })
+        .expect(200);
+
+      const listResult = await osdTestServer.request
+        .post(root, `/api/workspaces/_list`)
+        .send({
+          page: 1,
+        })
+        .expect(200);
+      expect(listResult.body.result.total).toEqual(1);
+    });
+  });
+});
diff --git a/test/api_integration/apis/index.js b/test/api_integration/apis/index.js
index 54ffe6e774a5..2d870d88251d 100644
--- a/test/api_integration/apis/index.js
+++ b/test/api_integration/apis/index.js
@@ -45,5 +45,6 @@ export default function ({ loadTestFile }) {
     loadTestFile(require.resolve('./stats'));
     loadTestFile(require.resolve('./ui_metric'));
     loadTestFile(require.resolve('./telemetry'));
+    loadTestFile(require.resolve('./workspace'));
   });
 }
diff --git a/test/api_integration/apis/workspace/index.ts b/test/api_integration/apis/workspace/index.ts
new file mode 100644
index 000000000000..553ee0dce1af
--- /dev/null
+++ b/test/api_integration/apis/workspace/index.ts
@@ -0,0 +1,132 @@
+/*
+ * Copyright OpenSearch Contributors
+ * SPDX-License-Identifier: Apache-2.0
+ */
+
+import expect from '@osd/expect';
+import { WorkspaceAttribute } from 'opensearch-dashboards/server';
+import { omit } from 'lodash';
+import { FtrProviderContext } from '../../ftr_provider_context';
+
+const testWorkspace: WorkspaceAttribute = {
+  id: 'fake_id',
+  name: 'test_workspace',
+  description: 'test_workspace_description',
+};
+
+export default function ({ getService }: FtrProviderContext) {
+  const supertest = getService('supertest');
+
+  describe('Workspace CRUD apis', () => {
+    afterEach(async () => {
+      const listResult = await supertest
+        .post(`/api/workspaces/_list`)
+        .send({
+          page: 1,
+        })
+        .set('osd-xsrf', 'opensearch-dashboards')
+        .expect(200);
+      await Promise.all(
+        listResult.body.result.workspaces.map((item: WorkspaceAttribute) =>
+          supertest
+            .delete(`/api/workspaces/${item.id}`)
+            .set('osd-xsrf', 'opensearch-dashboards')
+            .expect(200)
+        )
+      );
+    });
+    it('create', async () => {
+      await supertest
+        .post(`/api/workspaces`)
+        .send({
+          attributes: testWorkspace,
+        })
+        .set('osd-xsrf', 'opensearch-dashboards')
+        .expect(400);
+
+      const result: any = await supertest
+        .post(`/api/workspaces`)
+        .send({
+          attributes: omit(testWorkspace, 'id'),
+        })
+        .set('osd-xsrf', 'opensearch-dashboards')
+        .expect(200);
+
+      expect(result.body.success).equal(true);
+      expect(result.body.result.id).to.be.a('string');
+    });
+    it('get', async () => {
+      const result = await supertest
+        .post(`/api/workspaces`)
+        .send({
+          attributes: omit(testWorkspace, 'id'),
+        })
+        .set('osd-xsrf', 'opensearch-dashboards')
+        .expect(200);
+
+      const getResult = await supertest.get(`/api/workspaces/${result.body.result.id}`);
+      expect(getResult.body.result.name).equal(testWorkspace.name);
+    });
+    it('update', async () => {
+      const result: any = await supertest
+        .post(`/api/workspaces`)
+        .send({
+          attributes: omit(testWorkspace, 'id'),
+        })
+        .set('osd-xsrf', 'opensearch-dashboards')
+        .expect(200);
+
+      await supertest
+        .put(`/api/workspaces/${result.body.result.id}`)
+        .send({
+          attributes: {
+            ...omit(testWorkspace, 'id'),
+            name: 'updated',
+          },
+        })
+        .set('osd-xsrf', 'opensearch-dashboards')
+        .expect(200);
+
+      const getResult = await supertest.get(`/api/workspaces/${result.body.result.id}`);
+
+      expect(getResult.body.success).equal(true);
+      expect(getResult.body.result.name).equal('updated');
+    });
+    it('delete', async () => {
+      const result: any = await supertest
+        .post(`/api/workspaces`)
+        .send({
+          attributes: omit(testWorkspace, 'id'),
+        })
+        .set('osd-xsrf', 'opensearch-dashboards')
+        .expect(200);
+
+      await supertest
+        .delete(`/api/workspaces/${result.body.result.id}`)
+        .set('osd-xsrf', 'opensearch-dashboards')
+        .expect(200);
+
+      const getResult = await supertest.get(`/api/workspaces/${result.body.result.id}`);
+
+      expect(getResult.body.success).equal(false);
+    });
+    it('list', async () => {
+      await supertest
+        .post(`/api/workspaces`)
+        .send({
+          attributes: omit(testWorkspace, 'id'),
+        })
+        .set('osd-xsrf', 'opensearch-dashboards')
+        .expect(200);
+
+      const listResult = await supertest
+        .post(`/api/workspaces/_list`)
+        .send({
+          page: 1,
+        })
+        .set('osd-xsrf', 'opensearch-dashboards')
+        .expect(200);
+      expect(listResult.body.result.total).equal(1);
+    });
+  }).tags('is:workspace');
+}