diff --git a/backend/core/contracts/user.go b/backend/core/contracts/user.go
index 701ee46c..f3fbb51a 100644
--- a/backend/core/contracts/user.go
+++ b/backend/core/contracts/user.go
@@ -62,6 +62,10 @@ type UserService interface {
 	// GetUserByID retrieves a user by ID.
 	GetUserByID(ctx context.Context, id uint64) (*UserDTO, error)
 
+	// GetUsersByIDs retrieves several users in one round-trip. An empty ids
+	// slice yields no results and touches no storage.
+	GetUsersByIDs(ctx context.Context, ids []uint64) ([]*UserDTO, error)
+
 	// GetUserByUsername retrieves a user by username.
 	GetUserByUsername(ctx context.Context, username string) (*UserDTO, error)
 
diff --git a/backend/plugins/domain/admin/service/log.go b/backend/plugins/domain/admin/service/log.go
index 09128668..82a6dd84 100644
--- a/backend/plugins/domain/admin/service/log.go
+++ b/backend/plugins/domain/admin/service/log.go
@@ -220,9 +220,11 @@ func enrichAccessLogsWithUsers(ctx context.Context, list []model.AccessLogItem)
 
 	userMap := make(map[uint64]repository.UserDisplayName, len(userIDs))
 	if userSvc := GetUserService(ctx); userSvc != nil {
-		for _, uid := range userIDs {
-			if u, err := userSvc.GetUserByID(ctx, uid); err == nil && u != nil {
-				userMap[uid] = repository.UserDisplayName{Username: u.Username, Nickname: u.Nickname}
+		if users, err := userSvc.GetUsersByIDs(ctx, userIDs); err == nil {
+			for _, u := range users {
+				if u != nil {
+					userMap[u.ID] = repository.UserDisplayName{Username: u.Username, Nickname: u.Nickname}
+				}
 			}
 		}
 	} else if names, err := repository.LoadUserDisplayNames(ctx, userIDs); err == nil {
diff --git a/backend/plugins/domain/user/repository.go b/backend/plugins/domain/user/repository.go
index c77d5461..2bb02a9e 100644
--- a/backend/plugins/domain/user/repository.go
+++ b/backend/plugins/domain/user/repository.go
@@ -52,6 +52,18 @@ func GetUserByID(ctx context.Context, id uint64) (*User, error) {
 	return &u, nil
 }
 
+// GetUsersByIDs 一次性批量获取多个用户，避免调用方按 ID 逐条查询。
+func GetUsersByIDs(ctx context.Context, ids []uint64) ([]User, error) {
+	if len(ids) == 0 {
+		return []User{}, nil
+	}
+	var users []User
+	if err := getDB(ctx).Where("id IN ?", ids).Find(&users).Error; err != nil {
+		return nil, err
+	}
+	return users, nil
+}
+
 // GetUserByUsername 通过用户名获取用户
 func GetUserByUsername(ctx context.Context, username string) (*User, error) {
 	var u User
diff --git a/backend/plugins/domain/user/service.go b/backend/plugins/domain/user/service.go
index 07281d95..d3b2fd15 100644
--- a/backend/plugins/domain/user/service.go
+++ b/backend/plugins/domain/user/service.go
@@ -62,6 +62,18 @@ func (s *userServiceImpl) GetUserByID(ctx context.Context, id uint64) (*contract
 	return toUserDTO(u), nil
 }
 
+func (s *userServiceImpl) GetUsersByIDs(ctx context.Context, ids []uint64) ([]*contracts.UserDTO, error) {
+	users, err := GetUsersByIDs(ctx, ids)
+	if err != nil {
+		return nil, err
+	}
+	dtos := make([]*contracts.UserDTO, 0, len(users))
+	for i := range users {
+		dtos = append(dtos, toUserDTO(&users[i]))
+	}
+	return dtos, nil
+}
+
 func (s *userServiceImpl) GetUserByUsername(ctx context.Context, username string) (*contracts.UserDTO, error) {
 	u, err := GetUserByUsername(ctx, username)
 	if err != nil {
diff --git a/backend/plugins/domain/user/users_by_ids_test.go b/backend/plugins/domain/user/users_by_ids_test.go
new file mode 100644
index 00000000..9a96e1fa
--- /dev/null
+++ b/backend/plugins/domain/user/users_by_ids_test.go
@@ -0,0 +1,65 @@
+// Copyright 2026 Arctel.net
+// SPDX-License-Identifier: Apache-2.0
+
+package user_test
+
+import (
+	"Wavelet/core"
+	"Wavelet/core/contracts"
+	"Wavelet/plugins/domain/user"
+	"context"
+	"testing"
+
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+	"gorm.io/gorm"
+
+	database "Wavelet/plugins/infra/database"
+)
+
+// TestGetUsersByIDsUsesSingleQuery 回归：批量取用户必须只发一条 SQL，
+// 否则调用方（如访问日志按用户补全）会按 ID 逐条打库。
+func TestGetUsersByIDsUsesSingleQuery(t *testing.T) {
+	ctx := core.NewContext(context.Background())
+	testDB := setupTestDB(t)
+	require.NoError(t, database.New(database.WithDB(testDB)).Apply(ctx))
+	require.NoError(t, user.New().Apply(ctx))
+
+	userSvc, err := core.Inject[contracts.UserService](ctx)
+	require.NoError(t, err)
+
+	bg := context.Background()
+	ids := make([]uint64, 0, 3)
+	for _, name := range []string{"batch_a", "batch_b", "batch_c"} {
+		u, err := userSvc.CreateUser(bg, contracts.CreateUserRequest{
+			Username: name,
+			Password: "Password789!",
+			Email:    name + "@example.com",
+		})
+		require.NoError(t, err)
+		ids = append(ids, u.ID)
+	}
+
+	queries := 0
+	require.NoError(t, testDB.Callback().Query().Register("count_queries", func(_ *gorm.DB) {
+		queries++
+	}))
+
+	got, err := userSvc.GetUsersByIDs(bg, ids)
+	require.NoError(t, err)
+	assert.Len(t, got, 3)
+	assert.Equal(t, 1, queries, "batch lookup must issue exactly one query")
+
+	queries = 0
+	for _, id := range ids {
+		_, err := userSvc.GetUserByID(bg, id)
+		require.NoError(t, err)
+	}
+	assert.Equal(t, 3, queries, "per-id lookups cost one query each")
+
+	queries = 0
+	empty, err := userSvc.GetUsersByIDs(bg, nil)
+	require.NoError(t, err)
+	assert.Empty(t, empty)
+	assert.Equal(t, 0, queries, "empty id list must not touch storage")
+}