diff --git a/Userland/Libraries/LibWeb/HTML/HTMLElement.cpp b/Userland/Libraries/LibWeb/HTML/HTMLElement.cpp
index 75bf9e8083c..4ad6dc02b87 100644
--- a/Userland/Libraries/LibWeb/HTML/HTMLElement.cpp
+++ b/Userland/Libraries/LibWeb/HTML/HTMLElement.cpp
@@ -50,8 +50,6 @@ void HTMLElement::initialize(JS::Realm& realm)
 {
     Base::initialize(realm);
     WEB_SET_PROTOTYPE_FOR_INTERFACE(HTMLElement);
-
-    m_dataset = DOMStringMap::create(*this);
 }
 
 void HTMLElement::visit_edges(Cell::Visitor& visitor)
@@ -60,6 +58,13 @@ void HTMLElement::visit_edges(Cell::Visitor& visitor)
     visitor.visit(m_dataset);
 }
 
+JS::NonnullGCPtr<DOMStringMap> HTMLElement::dataset()
+{
+    if (!m_dataset)
+        m_dataset = DOMStringMap::create(*this);
+    return *m_dataset;
+}
+
 // https://html.spec.whatwg.org/multipage/dom.html#dom-dir
 StringView HTMLElement::dir() const
 {
diff --git a/Userland/Libraries/LibWeb/HTML/HTMLElement.h b/Userland/Libraries/LibWeb/HTML/HTMLElement.h
index e56c2020700..e68bd7717ff 100644
--- a/Userland/Libraries/LibWeb/HTML/HTMLElement.h
+++ b/Userland/Libraries/LibWeb/HTML/HTMLElement.h
@@ -53,8 +53,7 @@ public:
 
     bool cannot_navigate() const;
 
-    DOMStringMap* dataset() { return m_dataset.ptr(); }
-    DOMStringMap const* dataset() const { return m_dataset.ptr(); }
+    [[nodiscard]] JS::NonnullGCPtr<DOMStringMap> dataset();
 
     void focus();
 
diff --git a/Userland/Libraries/LibWeb/MathML/MathMLElement.cpp b/Userland/Libraries/LibWeb/MathML/MathMLElement.cpp
index dcccb089ac9..c08d0e0cf08 100644
--- a/Userland/Libraries/LibWeb/MathML/MathMLElement.cpp
+++ b/Userland/Libraries/LibWeb/MathML/MathMLElement.cpp
@@ -23,8 +23,13 @@ void MathMLElement::initialize(JS::Realm& realm)
 {
     Base::initialize(realm);
     WEB_SET_PROTOTYPE_FOR_INTERFACE(MathMLElement);
+}
 
-    m_dataset = HTML::DOMStringMap::create(*this);
+JS::NonnullGCPtr<HTML::DOMStringMap> MathMLElement::dataset()
+{
+    if (!m_dataset)
+        m_dataset = HTML::DOMStringMap::create(*this);
+    return *m_dataset;
 }
 
 Optional<ARIA::Role> MathMLElement::default_role() const
diff --git a/Userland/Libraries/LibWeb/MathML/MathMLElement.h b/Userland/Libraries/LibWeb/MathML/MathMLElement.h
index 177cba7936b..71964f28e57 100644
--- a/Userland/Libraries/LibWeb/MathML/MathMLElement.h
+++ b/Userland/Libraries/LibWeb/MathML/MathMLElement.h
@@ -20,8 +20,7 @@ class MathMLElement : public DOM::Element
 public:
     virtual ~MathMLElement() override;
 
-    HTML::DOMStringMap* dataset() { return m_dataset.ptr(); }
-    HTML::DOMStringMap const* dataset() const { return m_dataset.ptr(); }
+    [[nodiscard]] JS::NonnullGCPtr<HTML::DOMStringMap> dataset();
 
     virtual Optional<ARIA::Role> default_role() const override;
 
diff --git a/Userland/Libraries/LibWeb/SVG/SVGElement.cpp b/Userland/Libraries/LibWeb/SVG/SVGElement.cpp
index dc3c56ab303..84a24333506 100644
--- a/Userland/Libraries/LibWeb/SVG/SVGElement.cpp
+++ b/Userland/Libraries/LibWeb/SVG/SVGElement.cpp
@@ -25,8 +25,6 @@ void SVGElement::initialize(JS::Realm& realm)
 {
     Base::initialize(realm);
     WEB_SET_PROTOTYPE_FOR_INTERFACE(SVGElement);
-
-    m_dataset = HTML::DOMStringMap::create(*this);
 }
 
 void SVGElement::visit_edges(Cell::Visitor& visitor)
@@ -35,6 +33,13 @@ void SVGElement::visit_edges(Cell::Visitor& visitor)
     visitor.visit(m_dataset);
 }
 
+JS::NonnullGCPtr<HTML::DOMStringMap> SVGElement::dataset()
+{
+    if (!m_dataset)
+        m_dataset = HTML::DOMStringMap::create(*this);
+    return *m_dataset;
+}
+
 void SVGElement::attribute_changed(FlyString const& name, Optional<String> const& value)
 {
     Base::attribute_changed(name, value);
diff --git a/Userland/Libraries/LibWeb/SVG/SVGElement.h b/Userland/Libraries/LibWeb/SVG/SVGElement.h
index 3a9eb2744a3..8ae313fe2cb 100644
--- a/Userland/Libraries/LibWeb/SVG/SVGElement.h
+++ b/Userland/Libraries/LibWeb/SVG/SVGElement.h
@@ -23,8 +23,7 @@ public:
     virtual void inserted() override;
     virtual void removed_from(Node*) override;
 
-    HTML::DOMStringMap* dataset() { return m_dataset.ptr(); }
-    HTML::DOMStringMap const* dataset() const { return m_dataset.ptr(); }
+    [[nodiscard]] JS::NonnullGCPtr<HTML::DOMStringMap> dataset();
 
     void focus();
     void blur();