diff --git a/python/docs/source/getting_started/quickstart_connect.ipynb b/python/docs/source/getting_started/quickstart_connect.ipynb
index 15a2ab749d2a..1d994bde907f 100644
--- a/python/docs/source/getting_started/quickstart_connect.ipynb
+++ b/python/docs/source/getting_started/quickstart_connect.ipynb
@@ -28,7 +28,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!$HOME/sbin/start-connect-server.sh --packages org.apache.spark:spark-connect_2.12:$SPARK_VERSION"
+    "!$HOME/sbin/start-connect-server.sh --packages org.apache.spark:spark-connect_2.13:$SPARK_VERSION"
    ]
   },
   {
diff --git a/python/docs/source/getting_started/quickstart_df.ipynb b/python/docs/source/getting_started/quickstart_df.ipynb
index f1c04c8bf118..5590ed5cc041 100644
--- a/python/docs/source/getting_started/quickstart_df.ipynb
+++ b/python/docs/source/getting_started/quickstart_df.ipynb
@@ -220,7 +220,7 @@
     {
      "data": {
       "text/html": [
-       "<table border='1'>\n",
+       "<table border='1' style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "<tr><th>a</th><th>b</th><th>c</th><th>d</th><th>e</th></tr>\n",
        "<tr><td>1</td><td>2.0</td><td>string1</td><td>2000-01-01</td><td>2000-01-01 12:00:00</td></tr>\n",
        "<tr><td>2</td><td>3.0</td><td>string2</td><td>2000-02-01</td><td>2000-01-02 12:00:00</td></tr>\n",
@@ -440,7 +440,7 @@
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table border=\"1\" class=\"dataframe\" style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
diff --git a/python/docs/source/getting_started/quickstart_ps.ipynb b/python/docs/source/getting_started/quickstart_ps.ipynb
index 02884a00859d..2b6b3f8142c7 100644
--- a/python/docs/source/getting_started/quickstart_ps.ipynb
+++ b/python/docs/source/getting_started/quickstart_ps.ipynb
@@ -115,7 +115,7 @@
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table border=\"1\" class=\"dataframe\" style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -253,7 +253,7 @@
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table border=\"1\" class=\"dataframe\" style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -396,7 +396,7 @@
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table border=\"1\" class=\"dataframe\" style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -564,7 +564,7 @@
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table border=\"1\" class=\"dataframe\" style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -702,7 +702,7 @@
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table border=\"1\" class=\"dataframe\" style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -871,7 +871,7 @@
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table border=\"1\" class=\"dataframe\" style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -992,7 +992,7 @@
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table border=\"1\" class=\"dataframe\" style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -1091,7 +1091,7 @@
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table border=\"1\" class=\"dataframe\" style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -1196,7 +1196,7 @@
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table border=\"1\" class=\"dataframe\" style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -1329,7 +1329,7 @@
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table border=\"1\" class=\"dataframe\" style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -1423,7 +1423,7 @@
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table border=\"1\" class=\"dataframe\" style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -1499,7 +1499,7 @@
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table border=\"1\" class=\"dataframe\" style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -1719,7 +1719,7 @@
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table border=\"1\" class=\"dataframe\" style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -1840,10 +1840,11 @@
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table border=\"1\" class=\"dataframe\" style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
+       "      <th>B</th>\n",
        "      <th>C</th>\n",
        "      <th>D</th>\n",
        "    </tr>\n",
@@ -1851,16 +1852,19 @@
        "      <th>A</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>bar</th>\n",
+       "      <td>onethreetwo</td>\n",
        "      <td>1.200513</td>\n",
        "      <td>0.769627</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>foo</th>\n",
+       "      <td>onetwotwoonethree</td>\n",
        "      <td>-2.553589</td>\n",
        "      <td>-1.361828</td>\n",
        "    </tr>\n",
@@ -1913,7 +1917,7 @@
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table border=\"1\" class=\"dataframe\" style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -14068,7 +14072,7 @@
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table border=\"1\" class=\"dataframe\" style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -14208,7 +14212,7 @@
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table border=\"1\" class=\"dataframe\" style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
@@ -14348,7 +14352,7 @@
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
+       "<table border=\"1\" class=\"dataframe\" style=\"table-layout: auto;margin-right: auto;margin-left: 0;\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",