diff --git a/context.go b/context.go
index 1dc730e3..b1d8dac4 100644
--- a/context.go
+++ b/context.go
@@ -588,6 +588,11 @@ func (c *Context) initQueryCache() {
 // GetQueryArray returns a slice of strings for a given query key, plus
 // a boolean value whether at least one value exists for the given key.
 func (c *Context) GetQueryArray(key string) (values []string, ok bool) {
+	if c.Request == nil || c.Request.URL == nil || c.Request.URL.RawQuery == "" {
+		// Fast path to save unnecessary allocations when the query string is empty
+		return nil, false
+	}
+
 	c.initQueryCache()
 	values, ok = c.queryCache[key]
 	return
@@ -602,6 +607,11 @@ func (c *Context) QueryMap(key string) (dicts map[string]string) {
 // GetQueryMap returns a map for a given query key, plus a boolean value
 // whether at least one value exists for the given key.
 func (c *Context) GetQueryMap(key string) (map[string]string, bool) {
+	if c.Request == nil || c.Request.URL == nil || c.Request.URL.RawQuery == "" {
+		// Fast path to save unnecessary allocations when the query string is empty
+		return nil, false
+	}
+
 	c.initQueryCache()
 	return getMapFromFormData(c.queryCache, key)
 }
diff --git a/context_test.go b/context_test.go
index e8d305e4..2e88a0d4 100644
--- a/context_test.go
+++ b/context_test.go
@@ -846,9 +846,38 @@ func TestContextQuery(t *testing.T) {
 	assert.Empty(t, c.PostForm("foo"))
 }
 
+func TestContextQueryAllocations(t *testing.T) {
+	// URLs with empty query strings should not cause allocations
+	c, _ := CreateTestContext(httptest.NewRecorder())
+	c.Request, _ = http.NewRequest(http.MethodGet, "http://example.com/", nil)
+
+	allocs := testing.AllocsPerRun(100, func() {
+		// Reset the query cache before each run because testing.AllocsPerRun does a warm-up for each test
+		c.queryCache = nil
+		_, _ = c.GetQuery("foo")
+	})
+	assert.Zero(t, allocs, "expected GetQuery to not cause allocations with empty query strings")
+
+	allocs = testing.AllocsPerRun(100, func() {
+		// Reset the query cache before each run because testing.AllocsPerRun does a warm-up for each test
+		c.queryCache = nil
+		_, _ = c.GetQueryArray("foo")
+	})
+	assert.Zero(t, allocs, "expected GetQueryArray to not cause allocations with empty query strings")
+
+	allocs = testing.AllocsPerRun(100, func() {
+		// Reset the query cache before each run because testing.AllocsPerRun does a warm-up for each test
+		c.queryCache = nil
+		_, _ = c.GetQueryMap("foo")
+	})
+	assert.Zero(t, allocs, "expected GetQueryMap to not cause allocations with empty query strings")
+}
+
 func TestContextInitQueryCache(t *testing.T) {
 	validURL, err := url.Parse("https://github.com/gin-gonic/gin/pull/3969?key=value&otherkey=othervalue")
 	require.NoError(t, err)
+	noQSURL, err := url.Parse("https://github.com/gin-gonic/gin/pull/3969")
+	require.NoError(t, err)
 
 	tests := []struct {
 		testName           string
@@ -873,6 +902,13 @@ func TestContextInitQueryCache(t *testing.T) {
 			testContext:        &Context{Request: &http.Request{URL: nil}}, // explicit nil for readability
 			expectedQueryCache: url.Values{},
 		},
+		{
+			testName: "queryCache should be empty when URL has no query string",
+			testContext: &Context{
+				Request: &http.Request{URL: noQSURL},
+			},
+			expectedQueryCache: url.Values{},
+		},
 		{
 			testName:           "queryCache should be populated when it not yet populated and Request + Request.URL are non nil",
 			testContext:        &Context{Request: &http.Request{URL: validURL}}, // explicit nil for readability