diff --git a/packages/block-library/src/tag-cloud/edit.js b/packages/block-library/src/tag-cloud/edit.js
index f35160dfe1bf6..8cb286630d8eb 100644
--- a/packages/block-library/src/tag-cloud/edit.js
+++ b/packages/block-library/src/tag-cloud/edit.js
@@ -168,7 +168,7 @@ function TagCloudEdit( { attributes, setAttributes, taxonomies } ) {
 			{ inspectorControls }
 			<div { ...useBlockProps() }>
 				<ServerSideRender
-					key="tag-cloud"
+					skipBlockSupportAttributes
 					block="core/tag-cloud"
 					attributes={ attributes }
 				/>
diff --git a/packages/block-library/src/tag-cloud/style.scss b/packages/block-library/src/tag-cloud/style.scss
index 6936b7af66485..5fb04840de151 100644
--- a/packages/block-library/src/tag-cloud/style.scss
+++ b/packages/block-library/src/tag-cloud/style.scss
@@ -1,4 +1,7 @@
 .wp-block-tag-cloud {
+	// This block has customizable padding, border-box makes that more predictable.
+	box-sizing: border-box;
+
 	&.aligncenter {
 		text-align: center;
 		justify-content: center;