diff --git a/src/Admin/Native/PayDownloadLogs.php b/src/Admin/Native/PayDownloadLogs.php
index 77f42357..a79d7cb9 100644
--- a/src/Admin/Native/PayDownloadLogs.php
+++ b/src/Admin/Native/PayDownloadLogs.php
@@ -11,6 +11,10 @@ class PayDownloadLogs {
 
     public const CAPABILITY = 'manage_options';
     public const PAGE_SLUG  = 'aksrt_download_logs';
+    public const NONCE      = 'aksrt_download_logs_bulk';
+
+    /** 单次批量删除的令牌上限，与列表每页条数量级一致，防止超大 IN 查询。 */
+    private const BULK_DELETE_LIMIT = 100;
 
     private static $instance = null;
 
@@ -22,13 +26,28 @@ class PayDownloadLogs {
     }
 
     public function init(): void {
-        // Read-only.
+        // 页面动作（批量删除）在 render_page() 渲染前就地处理，无需额外钩子。
     }
 
     public function render_page(): void {
         $this->ensure_cap();
+
+        if ($this->is_bulk_delete_request()) {
+            $this->handle_bulk_delete();
+        }
+
         echo '<div class="wrap"><h1>' . esc_html__('下载记录', 'aksrt') . '</h1>';
 
+        if (isset($_GET['dl_deleted'])) {
+            echo '<div class="notice notice-success is-dismissible"><p>' . esc_html(sprintf(
+                /* translators: %d: deleted record count */
+                __('已删除 %d 条下载记录。', 'aksrt'),
+                max(0, (int) $_GET['dl_deleted'])
+            )) . '</p></div>';
+        } elseif (isset($_GET['dl_empty'])) {
+            echo '<div class="notice notice-error"><p>' . esc_html__('未选择需要删除的记录。', 'aksrt') . '</p></div>';
+        }
+
         if (!class_exists('\AKSRT\Core\DBMigrator')) {
             echo '<div class="notice notice-error"><p>' . esc_html__('数据库服务不可用。', 'aksrt') . '</p></div></div>';
             return;
@@ -64,55 +83,52 @@ class PayDownloadLogs {
         echo '<label>' . esc_html__('文章 ID', 'aksrt') . ' <input type="number" min="0" name="post_id" value="' . esc_attr($post_id > 0 ? (string) $post_id : '') . '" class="small-text" /></label> ';
         echo '<label>' . esc_html__('用户 ID', 'aksrt') . ' <input type="number" min="0" name="user_id" value="' . esc_attr($user_id > 0 ? (string) $user_id : '') . '" class="small-text" /></label> ';
         echo '<label><input type="checkbox" name="used" value="1" ' . checked($only_used, true, false) . ' /> ' . esc_html__('仅已使用', 'aksrt') . '</label> ';
-        // When unchecked, pass used=0 explicitly.
-        if (!$only_used) {
-            // no-op; checkbox not checked
-        }
         submit_button(__('筛选', 'aksrt'), 'secondary', '', false);
         echo ' <a class="button" href="' . esc_url(admin_url('admin.php?page=' . self::PAGE_SLUG)) . '">' . esc_html__('重置', 'aksrt') . '</a>';
         echo '</form>';
 
-        // Fix: unchecked checkbox means used filter off — re-read without default if form submitted with no used.
-        // Already handled via isset($_GET['used']).
+        // 批量操作（多选 / 单选）包裹列表；删除成功后重定向回当前筛选视图。
+        echo '<form method="post" action="' . esc_url($this->current_url()) . '">';
+        wp_nonce_field(self::NONCE);
+        echo '<div class="tablenav top"><div class="alignleft actions bulkactions">';
+        echo '<label for="bulk-action-selector-top" class="screen-reader-text">' . esc_html__('选择批量操作', 'aksrt') . '</label>';
+        echo '<select name="bulk_action" id="bulk-action-selector-top">';
+        echo '<option value="-1">' . esc_html__('批量操作', 'aksrt') . '</option>';
+        echo '<option value="delete">' . esc_html__('删除', 'aksrt') . '</option>';
+        echo '</select>';
+        echo '<input type="submit" class="button action" value="' . esc_attr__('应用', 'aksrt') . '">';
+        echo '</div><br class="clear"></div>';
 
         echo '<table class="wp-list-table widefat fixed striped">';
         echo '<thead><tr>';
-        echo '<th>' . esc_html__('时间', 'aksrt') . '</th>';
-        echo '<th>' . esc_html__('用户', 'aksrt') . '</th>';
+        echo '<td id="cb" class="manage-column column-cb check-column" style="width:2%;"><label class="screen-reader-text" for="cb-select-all-1">' . esc_html__('全选', 'aksrt') . '</label><input id="cb-select-all-1" type="checkbox" onclick="document.querySelectorAll(\'tbody [name=&quot;dl_token[]&quot;]\').forEach(c=>c.checked=this.checked)"></td>';
+        echo '<th>' . esc_html__('序号', 'aksrt') . '</th>';
         echo '<th>' . esc_html__('文章', 'aksrt') . '</th>';
-        echo '<th>' . esc_html__('源序号', 'aksrt') . '</th>';
+        echo '<th>' . esc_html__('用户', 'aksrt') . '</th>';
         echo '<th>' . esc_html__('积分消耗', 'aksrt') . '</th>';
-        echo '<th>' . esc_html__('使用', 'aksrt') . '</th>';
-        echo '<th>' . esc_html__('过期', 'aksrt') . '</th>';
         echo '<th>' . esc_html__('IP', 'aksrt') . '</th>';
+        echo '<th>' . esc_html__('时间', 'aksrt') . '</th>';
         echo '</tr></thead><tbody>';
 
         if (!$items) {
-            echo '<tr><td colspan="8">' . esc_html__('暂无下载记录。', 'aksrt') . '</td></tr>';
+            echo '<tr><td colspan="7">' . esc_html__('暂无下载记录。', 'aksrt') . '</td></tr>';
         }
 
-        foreach ($items as $row) {
-            $uid = (int) ($row['user_id'] ?? 0);
-            $pid = (int) ($row['post_id'] ?? 0);
-            $user = $uid > 0 ? get_userdata($uid) : null;
+        $seq_offset = ($page_num - 1) * $per_page;
+        foreach ($items as $i => $row) {
+            $uid   = (int) ($row['user_id'] ?? 0);
+            $pid   = (int) ($row['post_id'] ?? 0);
+            $token = (string) ($row['token'] ?? '');
+            $user  = $uid > 0 ? get_userdata($uid) : null;
             $title = $pid > 0 ? get_the_title($pid) : '';
             if ($title === '') {
                 $title = $pid > 0 ? sprintf(__('(已删除 #%d)', 'aksrt'), $pid) : '—';
             }
             $edit = $pid > 0 ? get_edit_post_link($pid, 'raw') : '';
-            $used = (int) ($row['used_count'] ?? 0);
-            $max  = (int) ($row['max_uses'] ?? 1);
 
             echo '<tr>';
-            echo '<td>' . esc_html((string) ($row['created_at'] ?? '')) . '</td>';
-            echo '<td>';
-            if ($user) {
-                echo esc_html($user->display_name . ' (#' . $uid . ')');
-                echo '<br><a href="' . esc_url(admin_url('admin.php?page=' . self::PAGE_SLUG . '&user_id=' . $uid)) . '">' . esc_html__('仅此用户', 'aksrt') . '</a>';
-            } else {
-                echo esc_html((string) $uid);
-            }
-            echo '</td>';
+            echo '<th scope="row" class="check-column"><label class="screen-reader-text" for="cb-select-' . esc_attr($token) . '">' . esc_html__('选择', 'aksrt') . '</label><input id="cb-select-' . esc_attr($token) . '" type="checkbox" name="dl_token[]" value="' . esc_attr($token) . '"></th>';
+            echo '<td>' . esc_html((string) ($seq_offset + $i + 1)) . '</td>';
             echo '<td>';
             if ($edit) {
                 echo '<a href="' . esc_url($edit) . '">' . esc_html($title) . '</a>';
@@ -123,14 +139,21 @@ class PayDownloadLogs {
                 echo '<br><a href="' . esc_url(admin_url('admin.php?page=' . self::PAGE_SLUG . '&post_id=' . $pid)) . '">' . esc_html__('仅此文章', 'aksrt') . '</a>';
             }
             echo '</td>';
-            echo '<td>' . esc_html((string) (int) ($row['source_index'] ?? 0)) . '</td>';
+            echo '<td>';
+            if ($user) {
+                echo esc_html($user->display_name . ' (#' . $uid . ')');
+                echo '<br><a href="' . esc_url(admin_url('admin.php?page=' . self::PAGE_SLUG . '&user_id=' . $uid)) . '">' . esc_html__('仅此用户', 'aksrt') . '</a>';
+            } else {
+                echo esc_html((string) $uid);
+            }
+            echo '</td>';
             echo '<td>' . esc_html((string) (int) ($row['cost'] ?? 0)) . '</td>';
-            echo '<td>' . esc_html($used . ' / ' . $max) . ($used > 0 ? ' <span class="dashicons dashicons-yes" style="color:green;"></span>' : '') . '</td>';
-            echo '<td>' . esc_html((string) ($row['expires_at'] ?? '')) . '</td>';
             echo '<td><code>' . esc_html((string) ($row['ip_bind'] ?? '')) . '</code></td>';
+            echo '<td>' . esc_html((string) ($row['created_at'] ?? '')) . '</td>';
             echo '</tr>';
         }
         echo '</tbody></table>';
+        echo '</form>';
 
         if ($pages > 1) {
             echo '<div class="tablenav"><div class="tablenav-pages">';
@@ -147,6 +170,67 @@ class PayDownloadLogs {
         echo '</div>';
     }
 
+    /**
+     * 当前页面 URL（含筛选参数），用于批量表单回帖与删除后重定向。
+     */
+    private function current_url(): string {
+        $args = ['page' => self::PAGE_SLUG];
+        foreach (['post_id', 'user_id', 'used', 'paged'] as $key) {
+            if (isset($_GET[$key])) {
+                $args[$key] = wp_unslash($_GET[$key]);
+            }
+        }
+        return add_query_arg($args, admin_url('admin.php'));
+    }
+
+    private function is_bulk_delete_request(): bool {
+        return (($_SERVER['REQUEST_METHOD'] ?? '') === 'POST')
+            && isset($_POST['bulk_action'])
+            && ((string) wp_unslash($_POST['bulk_action']) === 'delete');
+    }
+
+    /**
+     * 批量删除选中的下载令牌记录；完成后重定向回当前筛选视图，避免刷新重复提交。
+     */
+    private function handle_bulk_delete(): void {
+        check_admin_referer(self::NONCE);
+
+        $raw     = isset($_POST['dl_token']) ? (array) wp_unslash($_POST['dl_token']) : [];
+        $tokens  = array_values(array_unique(array_filter($raw, static function ($token): bool {
+            return is_string($token) && preg_match('/^[A-Za-z0-9]{1,64}$/', $token) === 1;
+        })));
+        $tokens  = array_slice($tokens, 0, self::BULK_DELETE_LIMIT);
+
+        if (!$tokens) {
+            wp_safe_redirect(add_query_arg('dl_empty', '1', $this->current_url()));
+            exit;
+        }
+
+        $deleted = $this->delete_tokens($tokens);
+        wp_safe_redirect(add_query_arg('dl_deleted', $deleted, $this->current_url()));
+        exit;
+    }
+
+    /**
+     * @param array<int,string> $tokens
+     */
+    private function delete_tokens(array $tokens): int {
+        global $wpdb;
+
+        if (!class_exists('\AKSRT\Core\DBMigrator')) {
+            return 0;
+        }
+        $table = \AKSRT\Core\DBMigrator::table('dl_token');
+        if ($table === '') {
+            return 0;
+        }
+
+        $placeholders = implode(',', array_fill(0, count($tokens), '%s'));
+        $sql          = "DELETE FROM {$table} WHERE token IN ({$placeholders})";
+
+        return (int) $wpdb->query($wpdb->prepare($sql, $tokens));
+    }
+
     /**
      * @param array{post_id?:int,user_id?:int,only_used?:bool,limit?:int,offset?:int} $args
      * @return array{items: array<int,array<string,mixed>>, total:int}