diff --git a/applications/aws_dashboard/pages/models/layout.py b/applications/aws_dashboard/pages/models/layout.py
index 5a381568e..07994f664 100644
--- a/applications/aws_dashboard/pages/models/layout.py
+++ b/applications/aws_dashboard/pages/models/layout.py
@@ -15,7 +15,7 @@ def models_layout(
     plugin_rows = [
         dbc.Row(
             plugin,
-            style={"padding": "0px 0px 0px 0px"},
+            style={"padding": "0px 0px 20px 0px"}
         )
         for component_id, plugin in kwargs.items()
     ]
diff --git a/src/sageworks/web_interface/components/correlation_matrix.py b/src/sageworks/web_interface/components/correlation_matrix.py
index 198074bf7..270fde511 100644
--- a/src/sageworks/web_interface/components/correlation_matrix.py
+++ b/src/sageworks/web_interface/components/correlation_matrix.py
@@ -81,9 +81,11 @@ def update_properties(self, data_source_details: dict) -> go.Figure:
         )
         fig.update_layout(margin={"t": 10, "b": 10, "r": 10, "l": 10, "pad": 0}, height=height)
 
-        # Now remap the x and y axis labels (so they don't show the index)
-        fig.update_xaxes(tickvals=x_labels, ticktext=df.columns, tickangle=30, showgrid=False)
-        fig.update_yaxes(tickvals=y_labels, ticktext=df.index, showgrid=False)
+        # Truncate labels to a maximum of 23 characters
+        x_axes_labels = [f"{c[:20]}..." if len(c) > 23 else c for c in df.columns]
+        y_axes_labels = [f"{c[:20]}..." if len(c) > 23 else c for c in df.index]
+        fig.update_xaxes(tickvals=x_labels, ticktext=x_axes_labels, tickangle=30, showgrid=False)
+        fig.update_yaxes(tickvals=y_labels, ticktext=y_axes_labels, showgrid=False)
 
         # Now we're going to customize the annotations and filter out low values
         for i, row in enumerate(df.index):
diff --git a/src/sageworks/web_interface/components/plugins/confusion_matrix.py b/src/sageworks/web_interface/components/plugins/confusion_matrix.py
index cd1182619..01518bee4 100644
--- a/src/sageworks/web_interface/components/plugins/confusion_matrix.py
+++ b/src/sageworks/web_interface/components/plugins/confusion_matrix.py
@@ -94,7 +94,7 @@ def update_properties(self, model: CachedModel, **kwargs) -> list:
         # Apply theme-based layout updates
         fig.update_layout(
             template=pio.templates.default,  # Use the current theme
-            margin=dict(l=90, r=10, t=15, b=70),  # Custom margins
+            margin=dict(l=100, r=10, t=15, b=80),  # Custom margins
             height=360,  # Fixed height for consistent layout
             xaxis_title="Predicted",  # Add meaningful axis labels
             yaxis_title="Actual",
diff --git a/src/sageworks/web_interface/components/regression_plot.py b/src/sageworks/web_interface/components/regression_plot.py
index fc8043abb..e0964ca31 100644
--- a/src/sageworks/web_interface/components/regression_plot.py
+++ b/src/sageworks/web_interface/components/regression_plot.py
@@ -77,7 +77,7 @@ def update_properties(self, model: Model, inference_run: str) -> go.Figure:
         )
 
         # Just some fine-tuning of the plot
-        fig.update_layout(margin=dict(l=70, r=10, t=15, b=50), height=360)  # Custom margins
+        fig.update_layout(margin=dict(l=80, r=10, t=15, b=60), height=360)  # Custom margins
 
         return fig
 
diff --git a/src/sageworks/web_interface/components/violin_plots.py b/src/sageworks/web_interface/components/violin_plots.py
index e84cec1b8..141961d2a 100644
--- a/src/sageworks/web_interface/components/violin_plots.py
+++ b/src/sageworks/web_interface/components/violin_plots.py
@@ -62,8 +62,10 @@ def update_properties(self, df: pd.DataFrame, figure_args: dict, max_plots: int
         num_rows, num_columns = self._compute_subplot_layout(num_plots)
         fig = make_subplots(rows=num_rows, cols=num_columns, vertical_spacing=0.07)
         for i, col in enumerate(numeric_columns):
+            # Truncate labels to a maximum of 23 characters
+            label = f"{col[:20]}..." if len(col) > 23 else col
             fig.add_trace(
-                go.Violin(y=df[col], name=col, **figure_args),
+                go.Violin(y=df[col], name=label, **figure_args),
                 row=i // num_columns + 1,
                 col=i % num_columns + 1,
             )