diff --git a/pkg/modules/image.go b/pkg/modules/image.go
index a4b1d306..5776ad9e 100644
--- a/pkg/modules/image.go
+++ b/pkg/modules/image.go
@@ -22,6 +22,7 @@ import (
 	"crypto/tls"
 	"encoding/json"
 	"fmt"
+	"github.com/kubesphere/kubekey/v4/pkg/utils"
 	"io"
 	"io/fs"
 	"net/http"
@@ -188,37 +189,73 @@ type manifestInfo struct {
 
 // pull retrieves images from a remote registry and stores them locally
 func (i imagePullArgs) pull(ctx context.Context, platform []string) error {
-	for _, img := range i.manifests {
-		img = normalizeImageNameSimple(img)
-		src, err := remote.NewRepository(img)
-		if err != nil {
-			return errors.Wrapf(err, "failed to get remote image %s", img)
-		}
-		src.Client = &auth.Client{
-			Client: &http.Client{
-				Transport: &http.Transport{
-					TLSClientConfig: &tls.Config{
-						InsecureSkipVerify: skipTLSVerifyFunc(img, i.auths, *i.skipTLSVerify),
-					},
-				},
-			},
-			Cache:      auth.NewCache(),
-			Credential: authFunc(i.auths),
-		}
-		dst, err := newLocalRepository(filepath.Join(src.Reference.Registry, src.Reference.Repository)+":"+src.Reference.Reference, i.imagesDir)
-		if err != nil {
-			return err
-		}
-		src.PlainHTTP = plainHTTPFunc(img, i.auths, false)
 
-		err = imageSrcToDst(ctx, src, dst, img, platform)
-		if err != nil {
-			return err
-		}
+	manifests := i.manifests
+	if len(manifests) == 0 {
+		return nil
+	}
+
+	maxWorkers := 10
+
+	// 创建任务队列
+	tasks := make(chan string, len(manifests))
+
+	worker := utils.Worker[string]{
+		MaxWorkerCount: maxWorkers,
+		TaskChan:       tasks,
+		ExecFunc: func(img string) error {
+			return i.downloadSingleImage(ctx, img, platform)
+		},
+	}
+
+	worker.Do(ctx)
+
+	// 发送任务
+	for _, img := range manifests {
+		tasks <- img
+	}
+	close(tasks)
+
+	// 等待所有 worker 完成
+	go func() {
+		worker.Wait()
+	}()
+
+	// 收集结果
+	var collectedErrors = worker.CollectedErrors()
+
+	if len(collectedErrors) > 0 {
+		return fmt.Errorf("download errors: %v", strings.Join(collectedErrors, "; "))
 	}
 	return nil
 }
 
+func (i imagePullArgs) downloadSingleImage(ctx context.Context, img string, platform []string) error {
+	img = normalizeImageNameSimple(img)
+	src, err := remote.NewRepository(img)
+	if err != nil {
+		return errors.Wrapf(err, "failed to get remote image %s", img)
+	}
+	src.Client = &auth.Client{
+		Client: &http.Client{
+			Transport: &http.Transport{
+				TLSClientConfig: &tls.Config{
+					InsecureSkipVerify: skipTLSVerifyFunc(img, i.auths, *i.skipTLSVerify),
+				},
+			},
+		},
+		Cache:      auth.NewCache(),
+		Credential: authFunc(i.auths),
+	}
+	dst, err := newLocalRepository(filepath.Join(src.Reference.Registry, src.Reference.Repository)+":"+src.Reference.Reference, i.imagesDir)
+	if err != nil {
+		return err
+	}
+	src.PlainHTTP = plainHTTPFunc(img, i.auths, false)
+
+	return imageSrcToDst(ctx, src, dst, img, platform)
+}
+
 func imageSrcToDst(ctx context.Context, src, dst *remote.Repository, img string, platform []string) error {
 	var err error
 	if len(platform) == 0 || (len(platform) == 1 && strings.TrimSpace(platform[0]) == "*") {
@@ -1003,28 +1040,28 @@ func (i imageTransport) put(request *http.Request) *http.Response {
 
 		filename := filepath.Join(i.baseDir, "blobs", request.URL.Query().Get("digest"))
 		if err := os.MkdirAll(filepath.Dir(filename), os.ModePerm); err != nil {
-			klog.V(4).ErrorS(err, "failed to create dir", "dir", filepath.Dir(filename))
+			fmt.Println(err, "failed to create dir", "dir", filepath.Dir(filename))
 
 			return responseServerError
 		}
 
 		file, err := os.OpenFile(filename, os.O_WRONLY|os.O_CREATE|os.O_TRUNC, os.ModePerm)
 		if err != nil {
-			klog.V(4).ErrorS(err, "failed to create file", "filename", filename)
+			fmt.Println(err, "failed to create file", "filename", filename)
 			return responseServerError
 		}
 
 		defer func() {
 			if err = file.Sync(); err != nil {
-				klog.V(4).ErrorS(err, "failed to sync file", "filename", filename)
+				fmt.Println(err, "failed to sync file", "filename", filename)
 			}
 			if err = file.Close(); err != nil {
-				klog.V(4).ErrorS(err, "failed to close file", "filename", filename)
+				fmt.Println(err, "failed to close file", "filename", filename)
 			}
 		}()
 
 		if _, err = io.Copy(file, request.Body); err != nil {
-			klog.V(4).ErrorS(err, "failed to write file", "filename", filename)
+			fmt.Println(err, "failed to write file", "filename", filename)
 
 			return responseServerError
 		}
@@ -1033,7 +1070,7 @@ func (i imageTransport) put(request *http.Request) *http.Response {
 	} else if strings.HasSuffix(filepath.Dir(request.URL.Path), "/manifests") { // manifests
 		body, err := io.ReadAll(request.Body)
 		if err != nil {
-			klog.V(4).ErrorS(err, "failed to read request")
+			fmt.Println(err, "failed to read request")
 
 			return responseServerError
 		}
@@ -1041,13 +1078,13 @@ func (i imageTransport) put(request *http.Request) *http.Response {
 
 		filename := filepath.Join(i.baseDir, request.Host, strings.TrimPrefix(request.URL.Path, apiPrefix))
 		if err := os.MkdirAll(filepath.Dir(filename), os.ModePerm); err != nil {
-			klog.V(4).ErrorS(err, "failed to create dir", "dir", filepath.Dir(filename))
+			fmt.Println(err, "failed to create dir", "dir", filepath.Dir(filename))
 
 			return responseServerError
 		}
 
 		if err := os.WriteFile(filename, body, os.ModePerm); err != nil {
-			klog.V(4).ErrorS(err, "failed to write file", "filename", filename)
+			fmt.Println(err, "failed to write file", "filename", filename)
 
 			return responseServerError
 		}
diff --git a/pkg/utils/worker_pool.go b/pkg/utils/worker_pool.go
new file mode 100644
index 00000000..a55308d6
--- /dev/null
+++ b/pkg/utils/worker_pool.go
@@ -0,0 +1,48 @@
+package utils
+
+import (
+	"context"
+	"sync"
+)
+
+type Worker[T any] struct {
+	MaxWorkerCount int
+	TaskChan       chan T
+	ExecFunc       func(T) error
+	wg             sync.WaitGroup
+	results        chan error
+}
+
+func (worker *Worker[T]) Do(ctx context.Context) {
+	worker.results = make(chan error)
+	for w := 0; w < worker.MaxWorkerCount; w++ {
+		worker.wg.Add(1)
+		go func(workerID int) {
+			defer worker.wg.Done()
+			for thing := range worker.TaskChan {
+				select {
+				case <-ctx.Done():
+					worker.results <- ctx.Err()
+					return
+				default:
+					worker.results <- worker.ExecFunc(thing)
+				}
+			}
+		}(w)
+	}
+}
+
+func (worker *Worker[T]) Wait() {
+	worker.wg.Wait()
+	close(worker.results)
+}
+
+func (worker *Worker[T]) CollectedErrors() []string {
+	var collectedErrors []string
+	for err := range worker.results {
+		if err != nil {
+			collectedErrors = append(collectedErrors, err.Error())
+		}
+	}
+	return collectedErrors
+}