diff --git a/src/main/browser/session.ts b/src/main/browser/session.ts
index 962fe1d..3c93e03 100644
--- a/src/main/browser/session.ts
+++ b/src/main/browser/session.ts
@@ -297,8 +297,18 @@ export class BrowserSession implements BrowserLike {
         const localPath = (start, root) => {
           const stable = (item) => {
             if (item.id) {
+              // 长数字结尾的唯一 id 多为动态记录 id（如淘宝 item_id_1087512368188），泛化为前缀匹配以命中所有同类卡片
+              const dynamic = /^(.*?[-_])\d{6,}$/.exec(item.id);
+              if (dynamic) {
+                const generalized = '[id^="' + cssEscape(dynamic[1]) + '"]';
+                try { if (root.querySelectorAll(generalized).length > 1) return generalized; } catch {}
+              }
               const candidate = '#' + cssEscape(item.id);
               try { if (root.querySelectorAll(candidate).length === 1) return candidate; } catch {}
+              if (dynamic) {
+                const generalized = '[id^="' + cssEscape(dynamic[1]) + '"]';
+                try { if (root.querySelectorAll(generalized).length >= 1) return generalized; } catch {}
+              }
             }
             const testId = item.getAttribute('data-testid');
             if (testId) {
@@ -1276,8 +1286,18 @@ const PICKER_BOOTSTRAP_SOURCE = `(() => {
     const localPath = (start, root) => {
       const stable = (item) => {
         if (item.id) {
+          // 长数字结尾的唯一 id 多为动态记录 id（如淘宝 item_id_1087512368188），泛化为前缀匹配以命中所有同类卡片
+          const dynamic = /^(.*?[-_])\d{6,}$/.exec(item.id);
+          if (dynamic) {
+            const generalized = '[id^="' + cssEscape(dynamic[1]) + '"]';
+            try { if (root.querySelectorAll(generalized).length > 1) return generalized; } catch {}
+          }
           const candidate = '#' + cssEscape(item.id);
           try { if (root.querySelectorAll(candidate).length === 1) return candidate; } catch {}
+          if (dynamic) {
+            const generalized = '[id^="' + cssEscape(dynamic[1]) + '"]';
+            try { if (root.querySelectorAll(generalized).length >= 1) return generalized; } catch {}
+          }
         }
         const testId = item.getAttribute('data-testid');
         if (testId) {