diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index f839c3c0a4..90335cb8b9 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -43,7 +43,7 @@ repos:
         exclude: "^third_party"
         args: ["--check-untyped-defs", "--explicit-package-bases", "--ignore-missing-imports"]
 -   repo: https://github.com/biomejs/pre-commit
-    rev: v2.0.2
+    rev: v2.2.4
     hooks:
     -   id: biome-check
         files: '\.(js|css)$'
diff --git a/bigframes/display/table_widget.css b/bigframes/display/table_widget.css
index 0c6c5fa5ef..9ae1e6fcf6 100644
--- a/bigframes/display/table_widget.css
+++ b/bigframes/display/table_widget.css
@@ -15,7 +15,8 @@
  */
 
 .bigframes-widget {
-	display: inline-block;
+	display: flex;
+	flex-direction: column;
 }
 
 .bigframes-widget .table-container {
diff --git a/notebooks/dataframes/anywidget_mode.ipynb b/notebooks/dataframes/anywidget_mode.ipynb
index 617329ba65..e5bfa88729 100644
--- a/notebooks/dataframes/anywidget_mode.ipynb
+++ b/notebooks/dataframes/anywidget_mode.ipynb
@@ -32,7 +32,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "id": "ca22f059",
    "metadata": {},
    "outputs": [],
@@ -50,7 +50,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "id": "1bc5aaf3",
    "metadata": {},
    "outputs": [],
@@ -69,22 +69,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "id": "f289d250",
    "metadata": {},
    "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "Query job a643d120-4af9-44fc-ba3c-ed461cf1092b is DONE. 0 Bytes processed. <a target=\"_blank\" href=\"https://console.cloud.google.com/bigquery?project=bigframes-dev&j=bq:US:a643d120-4af9-44fc-ba3c-ed461cf1092b&page=queryresults\">Open Job</a>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
     {
      "name": "stdout",
      "output_type": "stream",
@@ -108,7 +96,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "id": "42bb02ab",
    "metadata": {},
    "outputs": [
@@ -135,19 +123,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "id": "ce250157",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "d2d4ef22ea9f414b89ea5bd85f0e6635",
+       "model_id": "a85f5799996d4de1a7912182c43fdf54",
        "version_major": 2,
        "version_minor": 1
       },
       "text/plain": [
-       "TableWidget(page_size=10, row_count=5552452, table_html='<table border=\"1\" class=\"table table-striped table-ho…"
+       "TableWidget(page_size=10, row_count=5552452, table_html='<table border=\"1\" class=\"dataframe table table-stripe…"
       ]
      },
      "metadata": {},
@@ -160,7 +148,7 @@
        "Computation deferred. Computation will process 171.4 MB"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -179,7 +167,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "id": "6920d49b",
    "metadata": {},
    "outputs": [
@@ -193,15 +181,15 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "121e3d2f28004036a922e3a11a08d4b7",
+       "model_id": "261075a0d1d2487f804926884fe55eb2",
        "version_major": 2,
        "version_minor": 1
       },
       "text/plain": [
-       "TableWidget(page_size=10, row_count=5552452, table_html='<table border=\"1\" class=\"table table-striped table-ho…"
+       "TableWidget(page_size=10, row_count=5552452, table_html='<table border=\"1\" class=\"dataframe table table-stripe…"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -228,7 +216,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "id": "12b68f15",
    "metadata": {},
    "outputs": [
@@ -265,7 +253,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "id": "a9d5d13a",
    "metadata": {},
    "outputs": [
@@ -273,7 +261,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/google/home/swast/src/github.com/googleapis/python-bigquery-dataframes/bigframes/core/array_value.py:230: AmbiguousWindowWarning: Window ordering may be ambiguous, this can cause unstable results.\n",
+      "/usr/local/google/home/swast/src/github.com/googleapis/python-bigquery-dataframes/bigframes/core/array_value.py:231: AmbiguousWindowWarning: Window ordering may be ambiguous, this can cause unstable results.\n",
       "  warnings.warn(msg, bfe.AmbiguousWindowWarning)\n"
      ]
     },
@@ -287,15 +275,15 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "5ed335bbbc064e5391ea06a9a218642e",
+       "model_id": "b37aec5d1c534e9f810e18c4fa7b8491",
        "version_major": 2,
        "version_minor": 1
       },
       "text/plain": [
-       "TableWidget(page_size=10, row_count=5, table_html='<table border=\"1\" class=\"table table-striped table-hover\" i…"
+       "TableWidget(page_size=10, row_count=5, table_html='<table border=\"1\" class=\"dataframe table table-striped tabl…"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }