diff --git a/src/draw/vg_lite/lv_draw_vg_lite.c b/src/draw/vg_lite/lv_draw_vg_lite.c
index a154f9df15..0c6cc97d6b 100644
--- a/src/draw/vg_lite/lv_draw_vg_lite.c
+++ b/src/draw/vg_lite/lv_draw_vg_lite.c
@@ -79,7 +79,7 @@ void lv_draw_vg_lite_init(void)
 #endif
     lv_vg_lite_path_init(unit);
     lv_vg_lite_decoder_init();
-    lv_draw_vg_lite_label_init(&unit->base_unit);
+    lv_draw_vg_lite_label_init(unit);
 }
 
 void lv_draw_vg_lite_deinit(void)
@@ -294,6 +294,7 @@ static int32_t draw_delete(lv_draw_unit_t * draw_unit)
 #endif
     lv_vg_lite_path_deinit(unit);
     lv_vg_lite_decoder_deinit();
+    lv_draw_vg_lite_label_deinit(unit);
     return 1;
 }
 
diff --git a/src/draw/vg_lite/lv_draw_vg_lite.h b/src/draw/vg_lite/lv_draw_vg_lite.h
index e166bbf4af..0b873848bd 100644
--- a/src/draw/vg_lite/lv_draw_vg_lite.h
+++ b/src/draw/vg_lite/lv_draw_vg_lite.h
@@ -33,6 +33,8 @@ extern "C" {
  *      TYPEDEFS
  **********************/
 
+struct _lv_draw_vg_lite_unit_t;
+
 /**********************
  * GLOBAL PROTOTYPES
  **********************/
@@ -57,7 +59,9 @@ void lv_draw_vg_lite_fill(lv_draw_task_t * t, const lv_draw_fill_dsc_t * dsc,
 void lv_draw_vg_lite_img(lv_draw_task_t * t, const lv_draw_image_dsc_t * dsc,
                          const lv_area_t * coords, bool no_cache);
 
-void lv_draw_vg_lite_label_init(lv_draw_unit_t * draw_unit);
+void lv_draw_vg_lite_label_init(struct _lv_draw_vg_lite_unit_t * u);
+
+void lv_draw_vg_lite_label_deinit(struct _lv_draw_vg_lite_unit_t * u);
 
 void lv_draw_vg_lite_letter(lv_draw_task_t * t, const lv_draw_letter_dsc_t * dsc, const lv_area_t * coords);
 
diff --git a/src/draw/vg_lite/lv_draw_vg_lite_label.c b/src/draw/vg_lite/lv_draw_vg_lite_label.c
index 87fb3724e9..e7a91266a8 100644
--- a/src/draw/vg_lite/lv_draw_vg_lite_label.c
+++ b/src/draw/vg_lite/lv_draw_vg_lite_label.c
@@ -7,19 +7,20 @@
  *      INCLUDES
  *********************/
 
-#include "../../misc/lv_area_private.h"
-#include "../../libs/freetype/lv_freetype_private.h"
-#include "../lv_draw_label_private.h"
-#include "lv_draw_vg_lite.h"
-
 #include "../../lvgl.h"
 
 #if LV_USE_DRAW_VG_LITE
 
+#include "lv_draw_vg_lite.h"
+#include "lv_draw_vg_lite_type.h"
 #include "lv_vg_lite_utils.h"
 #include "lv_vg_lite_path.h"
-#include "lv_draw_vg_lite_type.h"
-#include <float.h>
+#include "lv_vg_lite_pending.h"
+#include "../../misc/cache/lv_cache_entry_private.h"
+#include "../../misc/lv_area_private.h"
+#include "../../libs/freetype/lv_freetype_private.h"
+#include "../lv_draw_label_private.h"
+
 
 /*********************
  *      DEFINES
@@ -54,6 +55,8 @@ static void draw_letter_cb(lv_draw_task_t * t, lv_draw_glyph_dsc_t * glyph_draw_
 
 static void draw_letter_bitmap(lv_draw_task_t * t, const lv_draw_glyph_dsc_t * dsc);
 
+static void bitmap_cache_release_cb(void * entry, void * user_data);
+
 #if LV_USE_FREETYPE
     static void freetype_outline_event_cb(lv_event_t * e);
     static void draw_letter_outline(lv_draw_task_t * t, const lv_draw_glyph_dsc_t * dsc);
@@ -70,14 +73,26 @@ static void draw_letter_bitmap(lv_draw_task_t * t, const lv_draw_glyph_dsc_t * d
 /**********************
  *   GLOBAL FUNCTIONS
  **********************/
-void lv_draw_vg_lite_label_init(lv_draw_unit_t * draw_unit)
+
+void lv_draw_vg_lite_label_init(struct _lv_draw_vg_lite_unit_t * u)
 {
+    LV_ASSERT_NULL(u);
+
 #if LV_USE_FREETYPE
     /*Set up the freetype outline event*/
-    lv_freetype_outline_add_event(freetype_outline_event_cb, LV_EVENT_ALL, draw_unit);
-#else
-    LV_UNUSED(draw_unit);
+    lv_freetype_outline_add_event(freetype_outline_event_cb, LV_EVENT_ALL, u);
 #endif /* LV_USE_FREETYPE */
+
+    u->bitmap_font_pending = lv_vg_lite_pending_create(sizeof(lv_font_glyph_dsc_t), 8);
+    lv_vg_lite_pending_set_free_cb(u->bitmap_font_pending, bitmap_cache_release_cb, NULL);
+}
+
+void lv_draw_vg_lite_label_deinit(struct _lv_draw_vg_lite_unit_t * u)
+{
+    LV_ASSERT_NULL(u);
+    LV_ASSERT_NULL(u->bitmap_font_pending)
+    lv_vg_lite_pending_destroy(u->bitmap_font_pending);
+    u->bitmap_font_pending = NULL;
 }
 
 void lv_draw_vg_lite_letter(lv_draw_task_t * t, const lv_draw_letter_dsc_t * dsc, const lv_area_t * coords)
@@ -136,6 +151,10 @@ static void draw_letter_cb(lv_draw_task_t * t, lv_draw_glyph_dsc_t * glyph_draw_
             case LV_FONT_GLYPH_FORMAT_A4_ALIGNED:
             case LV_FONT_GLYPH_FORMAT_A8_ALIGNED: {
                     glyph_draw_dsc->glyph_data = lv_font_get_glyph_bitmap(glyph_draw_dsc->g, glyph_draw_dsc->_draw_buf);
+                    if(!glyph_draw_dsc->glyph_data) {
+                        return;
+                    }
+
                     draw_letter_bitmap(t, glyph_draw_dsc);
                 }
                 break;
@@ -144,6 +163,10 @@ static void draw_letter_cb(lv_draw_task_t * t, lv_draw_glyph_dsc_t * glyph_draw_
             case LV_FONT_GLYPH_FORMAT_VECTOR: {
                     if(lv_freetype_is_outline_font(glyph_draw_dsc->g->resolved_font)) {
                         glyph_draw_dsc->glyph_data = lv_font_get_glyph_bitmap(glyph_draw_dsc->g, glyph_draw_dsc->_draw_buf);
+                        if(!glyph_draw_dsc->glyph_data) {
+                            return;
+                        }
+
                         draw_letter_outline(t, glyph_draw_dsc);
                     }
                 }
@@ -152,6 +175,10 @@ static void draw_letter_cb(lv_draw_task_t * t, lv_draw_glyph_dsc_t * glyph_draw_
 
             case LV_FONT_GLYPH_FORMAT_IMAGE: {
                     glyph_draw_dsc->glyph_data = lv_font_get_glyph_bitmap(glyph_draw_dsc->g, glyph_draw_dsc->_draw_buf);
+                    if(!glyph_draw_dsc->glyph_data) {
+                        return;
+                    }
+
                     lv_draw_image_dsc_t image_dsc;
                     lv_draw_image_dsc_init(&image_dsc);
                     image_dsc.opa = glyph_draw_dsc->opa;
@@ -270,14 +297,27 @@ static void draw_letter_bitmap(lv_draw_task_t * t, const lv_draw_glyph_dsc_t * d
         lv_vg_lite_path_drop(u, path);
     }
 
-    /* TODO: The temporary buffer of the built-in font is reused.
-     * You need to wait for the GPU to finish using the buffer before releasing it.
-     * Later, use the font cache for management to improve efficiency.
-     */
-    lv_vg_lite_finish(u);
+    /* Check if the data has cache and add it to the pending list */
+    if(dsc->g->entry) {
+        /* Increment the cache reference count */
+        lv_cache_entry_acquire_data(dsc->g->entry);
+        lv_vg_lite_pending_add(u->bitmap_font_pending, dsc->g);
+    }
+    else {
+        /* No caching, wait for GPU finish before releasing the data */
+        lv_vg_lite_finish(u);
+    }
+
     LV_PROFILER_DRAW_END;
 }
 
+static void bitmap_cache_release_cb(void * entry, void * user_data)
+{
+    LV_UNUSED(user_data);
+    lv_font_glyph_dsc_t * g_dsc = entry;
+    lv_font_glyph_release_draw_data(g_dsc);
+}
+
 #if LV_USE_FREETYPE
 
 static void draw_letter_outline(lv_draw_task_t * t, const lv_draw_glyph_dsc_t * dsc)
diff --git a/src/draw/vg_lite/lv_draw_vg_lite_type.h b/src/draw/vg_lite/lv_draw_vg_lite_type.h
index e06fc75df5..bd91270369 100644
--- a/src/draw/vg_lite/lv_draw_vg_lite_type.h
+++ b/src/draw/vg_lite/lv_draw_vg_lite_type.h
@@ -48,6 +48,8 @@ struct _lv_draw_vg_lite_unit_t {
 
     lv_cache_t * stroke_cache;
 
+    struct _lv_vg_lite_pending_t * bitmap_font_pending;
+
     uint16_t flush_count;
     uint16_t letter_count;
     vg_lite_buffer_t target_buffer;
diff --git a/src/draw/vg_lite/lv_vg_lite_path.h b/src/draw/vg_lite/lv_vg_lite_path.h
index 41ac3057cb..a9ffee3dc6 100644
--- a/src/draw/vg_lite/lv_vg_lite_path.h
+++ b/src/draw/vg_lite/lv_vg_lite_path.h
@@ -17,6 +17,7 @@ extern "C" {
 #include "lv_vg_lite_utils.h"
 
 #if LV_USE_DRAW_VG_LITE
+#include <float.h>
 
 /*********************
  *      DEFINES
diff --git a/src/draw/vg_lite/lv_vg_lite_utils.c b/src/draw/vg_lite/lv_vg_lite_utils.c
index 947587394a..6d362e6167 100644
--- a/src/draw/vg_lite/lv_vg_lite_utils.c
+++ b/src/draw/vg_lite/lv_vg_lite_utils.c
@@ -1326,6 +1326,8 @@ void lv_vg_lite_flush(struct _lv_draw_vg_lite_unit_t * u)
 
     lv_vg_lite_pending_swap(u->image_dsc_pending);
 
+    lv_vg_lite_pending_swap(u->bitmap_font_pending);
+
     u->flush_count = 0;
     LV_PROFILER_DRAW_END;
 }
@@ -1344,6 +1346,10 @@ void lv_vg_lite_finish(struct _lv_draw_vg_lite_unit_t * u)
 
     /* Clear image decoder dsc reference */
     lv_vg_lite_pending_remove_all(u->image_dsc_pending);
+
+    /* Clear bitmap font dsc reference */
+    lv_vg_lite_pending_remove_all(u->bitmap_font_pending);
+
     u->flush_count = 0;
     u->letter_count = 0;
     LV_PROFILER_DRAW_END;
diff --git a/src/font/lv_font.c b/src/font/lv_font.c
index 3d9afcb5c1..06a8c9e65c 100644
--- a/src/font/lv_font.c
+++ b/src/font/lv_font.c
@@ -57,6 +57,11 @@ const void * lv_font_get_glyph_bitmap(lv_font_glyph_dsc_t * g_dsc, lv_draw_buf_t
 
 void lv_font_glyph_release_draw_data(lv_font_glyph_dsc_t * g_dsc)
 {
+    LV_ASSERT_NULL(g_dsc);
+    if(!g_dsc->entry) {
+        return;
+    }
+
     const lv_font_t * font = g_dsc->resolved_font;
 
     if(font != NULL && font->release_glyph) {
@@ -77,8 +82,7 @@ bool lv_font_get_glyph_dsc(const lv_font_t * font_p, lv_font_glyph_dsc_t * dsc_o
 
     const lv_font_t * f = font_p;
 
-    dsc_out->resolved_font = NULL;
-    dsc_out->req_raw_bitmap = 0;
+    lv_memzero(dsc_out, sizeof(lv_font_glyph_dsc_t));
 
     while(f) {
         bool found = f->get_glyph_dsc(f, dsc_out, letter, f->kerning == LV_FONT_KERNING_NONE ? 0 : letter_next);
diff --git a/tests/src/lv_test_conf_full.h b/tests/src/lv_test_conf_full.h
index 5034db9ba5..6646b5498a 100644
--- a/tests/src/lv_test_conf_full.h
+++ b/tests/src/lv_test_conf_full.h
@@ -165,7 +165,7 @@
 
 #define LV_USE_FREETYPE 1
 #define LV_FREETYPE_USE_LVGL_PORT 0
-#define LV_FREETYPE_CACHE_FT_GLYPH_CNT 10
+#define LV_FREETYPE_CACHE_FT_GLYPH_CNT 64
 
 #define LV_USE_FONT_MANAGER 1
 
diff --git a/tests/src/test_cases/libs/test_font_stress.c b/tests/src/test_cases/libs/test_font_stress.c
index ffbdc655de..33ba01fed1 100644
--- a/tests/src/test_cases/libs/test_font_stress.c
+++ b/tests/src/test_cases/libs/test_font_stress.c
@@ -204,6 +204,8 @@ void setUp(void)
 
 void tearDown(void)
 {
+    font_stress_label_delete_all(&g_ctx);
+
     lv_freetype_uninit();
     lv_free(g_ctx.label_arr);
     g_ctx.label_arr = NULL;