diff --git a/ci/code_checks.sh b/ci/code_checks.sh
index cabc25b5e0ba5..5802aa8418058 100755
--- a/ci/code_checks.sh
+++ b/ci/code_checks.sh
@@ -80,10 +80,7 @@ if [[ -z "$CHECK" || "$CHECK" == "docstrings" ]]; then
         -i "pandas.CategoricalIndex.codes SA01" \
         -i "pandas.CategoricalIndex.ordered SA01" \
         -i "pandas.DataFrame.__dataframe__ SA01" \
-        -i "pandas.DataFrame.__iter__ SA01" \
         -i "pandas.DataFrame.at_time PR01" \
-        -i "pandas.DataFrame.columns SA01" \
-        -i "pandas.DataFrame.droplevel SA01" \
         -i "pandas.DataFrame.hist RT03" \
         -i "pandas.DataFrame.infer_objects RT03" \
         -i "pandas.DataFrame.kurt RT03,SA01" \
@@ -287,7 +284,6 @@ if [[ -z "$CHECK" || "$CHECK" == "docstrings" ]]; then
         -i "pandas.Series.cat.reorder_categories PR01,PR02" \
         -i "pandas.Series.cat.set_categories PR01,PR02" \
         -i "pandas.Series.div PR07" \
-        -i "pandas.Series.droplevel SA01" \
         -i "pandas.Series.dt.as_unit PR01,PR02" \
         -i "pandas.Series.dt.ceil PR01,PR02,SA01" \
         -i "pandas.Series.dt.components SA01" \
diff --git a/pandas/core/frame.py b/pandas/core/frame.py
index 0185ca8241617..50dc514e7181f 100644
--- a/pandas/core/frame.py
+++ b/pandas/core/frame.py
@@ -12893,6 +12893,10 @@ def isin_(x):
             """
                 The column labels of the DataFrame.
 
+                See Also
+                --------
+                DataFrame.index: The index (row labels) of the DataFrame.
+
                 Examples
                 --------
                 >>> df = pd.DataFrame({'A': [1, 2], 'B': [3, 4]})
diff --git a/pandas/core/generic.py b/pandas/core/generic.py
index dbe2006642484..a7f155ec93524 100644
--- a/pandas/core/generic.py
+++ b/pandas/core/generic.py
@@ -783,6 +783,12 @@ def droplevel(self, level: IndexLabel, axis: Axis = 0) -> Self:
         {klass}
             {klass} with requested index / column level(s) removed.
 
+        See Also
+        --------
+        DataFrame.replace : Replace values given in `to_replace` with `value`.
+        DataFrame.pivot : Return reshaped DataFrame organized by given
+            index / column values.
+
         Examples
         --------
         >>> df = (
@@ -1862,6 +1868,11 @@ def __iter__(self) -> Iterator:
         iterator
             Info axis as iterator.
 
+        See Also
+        --------
+        DataFrame.items : Iterate over (column name, Series) pairs.
+        DataFrame.itertuples : Iterate over DataFrame rows as namedtuples.
+
         Examples
         --------
         >>> df = pd.DataFrame({"A": [1, 2, 3], "B": [4, 5, 6]})