diff --git a/ci/test_notebooks.sh b/ci/test_notebooks.sh
index c9dc99733a9..348428fdef1 100755
--- a/ci/test_notebooks.sh
+++ b/ci/test_notebooks.sh
@@ -34,7 +34,7 @@ pushd notebooks
 
 # Add notebooks that should be skipped here
 # (space-separated list of filenames without paths)
-SKIPNBS="performance_comparisons.ipynb"
+SKIPNBS="performance-comparisons.ipynb"
 
 EXITCODE=0
 trap "EXITCODE=1" ERR
diff --git a/docs/cudf/source/user_guide/index.md b/docs/cudf/source/user_guide/index.md
index 0d74586e7a8..58b1b4eed81 100644
--- a/docs/cudf/source/user_guide/index.md
+++ b/docs/cudf/source/user_guide/index.md
@@ -12,7 +12,7 @@ groupby
 guide-to-udfs
 cupy-interop
 options
-performance-comparisons
+performance-comparisons/index
 PandasCompat
 copy-on-write
 ```
diff --git a/docs/cudf/source/user_guide/performance-comparisons/index.md b/docs/cudf/source/user_guide/performance-comparisons/index.md
new file mode 100644
index 00000000000..9390fa64e9c
--- /dev/null
+++ b/docs/cudf/source/user_guide/performance-comparisons/index.md
@@ -0,0 +1,8 @@
+# Performance comparisons
+
+```{toctree}
+:maxdepth: 2
+
+
+performance-comparisons
+```
diff --git a/docs/cudf/source/user_guide/performance_comparisons.ipynb b/docs/cudf/source/user_guide/performance-comparisons/performance-comparisons.ipynb
similarity index 99%
rename from docs/cudf/source/user_guide/performance_comparisons.ipynb
rename to docs/cudf/source/user_guide/performance-comparisons/performance-comparisons.ipynb
index 3dd671c37cc..d06c720494e 100644
--- a/docs/cudf/source/user_guide/performance_comparisons.ipynb
+++ b/docs/cudf/source/user_guide/performance-comparisons/performance-comparisons.ipynb
@@ -8,13 +8,16 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "This notebook compares the performance of `cuDF` and `pandas`. The comparisons performed are on identical data sizes. This notebook primarily showcases the factor\n",
     "of speedups users can have when the similar `pandas` APIs are run on GPUs using `cudf`.\n",
     "\n",
-    "The hardware details used to run these performance comparisons are at the end of this page."
+    "The hardware details used to run these performance comparisons are at the end of this page.\n",
+    "\n",
+    "**Note**: This notebook is written to measure performance on NVIDIA GPUs with large memory. If running on hardware with lower memory, please consider lowering the `num_rows` values. Performance results may vary by data size, as well as the CPU and GPU used."
    ]
   },
   {
@@ -576,9 +579,10 @@
    },
    "outputs": [],
    "source": [
+    "num_rows = 300_000_000\n",
     "pd_series = pd.Series(\n",
     "    np.random.choice(\n",
-    "        [\"123\", \"56.234\", \"Walmart\", \"Costco\", \"rapids ai\"], size=300_000_000\n",
+    "        [\"123\", \"56.234\", \"Walmart\", \"Costco\", \"rapids ai\"], size=num_rows\n",
     "    )\n",
     ")"
    ]
@@ -1368,10 +1372,10 @@
    },
    "outputs": [],
    "source": [
-    "size = 100_000_000\n",
+    "num_rows = 100_000_000\n",
     "pdf = pd.DataFrame()\n",
-    "pdf[\"key\"] = np.random.randint(0, 2, size)\n",
-    "pdf[\"val\"] = np.random.randint(0, 7, size)\n",
+    "pdf[\"key\"] = np.random.randint(0, 2, num_rows)\n",
+    "pdf[\"val\"] = np.random.randint(0, 7, num_rows)\n",
     "\n",
     "\n",
     "def custom_formula_udf(df):\n",
@@ -1634,7 +1638,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.9"
+   "version": "3.10.10"
   },
   "vscode": {
    "interpreter": {
diff --git a/notebooks/performance-comparisons b/notebooks/performance-comparisons
new file mode 120000
index 00000000000..10be3bcf983
--- /dev/null
+++ b/notebooks/performance-comparisons
@@ -0,0 +1 @@
+../docs/cudf/source/user_guide/performance-comparisons/
\ No newline at end of file
diff --git a/notebooks/performance_comparisons.ipynb b/notebooks/performance_comparisons.ipynb
deleted file mode 120000
index 68c8aa19eee..00000000000
--- a/notebooks/performance_comparisons.ipynb
+++ /dev/null
@@ -1 +0,0 @@
-../docs/cudf/source/user_guide/performance_comparisons.ipynb
\ No newline at end of file