diff --git a/docs/apifox-app-apis.openapi.json b/docs/apifox-app-apis.openapi.json
index db13078..8f16a4e 100644
--- a/docs/apifox-app-apis.openapi.json
+++ b/docs/apifox-app-apis.openapi.json
@@ -91,13 +91,13 @@
     "/api/app/v1/dramas/presearch": {
       "get": {
         "tags": ["App Dramas"],
-        "summary": "关键字预查询视频列表",
-        "operationId": "presearchAppDramaVideos",
+        "summary": "短剧名称预查询",
+        "operationId": "presearchAppDramasByTitle",
         "parameters": [
           {
             "name": "keyword",
             "in": "query",
-            "description": "用户输入关键字；空值返回空列表",
+            "description": "短剧名称关键字；空值返回空列表",
             "required": false,
             "schema": {
               "type": "string"
@@ -119,7 +119,7 @@
                       "type": "object",
                       "properties": {
                         "data": {
-                          "$ref": "#/components/schemas/VideoPresearchPage"
+                          "$ref": "#/components/schemas/AppDramaPage"
                         }
                       }
                     }
@@ -407,7 +407,7 @@
       },
       "AppDrama": {
         "type": "object",
-        "required": ["id", "title", "coverUrl", "type", "tags", "status", "sortOrder", "isRecommended", "onlineVersion", "totalEpisodes", "publishedEpisodes", "createdAt", "updatedAt"],
+        "required": ["id", "title", "coverUrl", "type", "tags", "status", "sortOrder", "isRecommended", "onlineVersion", "totalEpisodes", "publishedEpisodes", "plays", "createdAt", "updatedAt"],
         "properties": {
           "id": { "type": "integer", "example": 1 },
           "tiktokAlbumId": { "type": "string", "nullable": true },
@@ -426,6 +426,7 @@
           "onlineVersion": { "type": "integer", "example": 1 },
           "totalEpisodes": { "type": "integer", "example": 20 },
           "publishedEpisodes": { "type": "integer", "example": 10 },
+          "plays": { "type": "integer", "example": 12345 },
           "createdAt": { "type": "string", "format": "date-time" },
           "updatedAt": { "type": "string", "format": "date-time" }
         }
@@ -500,36 +501,6 @@
           "pagination": { "$ref": "#/components/schemas/Pagination" }
         }
       },
-      "VideoPresearchItem": {
-        "type": "object",
-        "required": ["id", "dramaId", "episodeNo", "title", "coverUrl", "durationSeconds", "freeType", "price", "dramaTitle", "dramaCoverUrl"],
-        "properties": {
-          "id": { "type": "integer", "example": 1 },
-          "dramaId": { "type": "integer", "example": 1 },
-          "episodeNo": { "type": "integer", "example": 1 },
-          "title": { "type": "string", "example": "Pilot Video Match" },
-          "description": { "type": "string", "nullable": true },
-          "coverUrl": { "type": "string", "example": "https://cdn.example.com/episode.jpg" },
-          "durationSeconds": { "type": "integer", "example": 180 },
-          "byteplusVid": { "type": "string", "nullable": true },
-          "videoUrl": { "type": "string", "nullable": true },
-          "freeType": { "type": "string", "enum": ["free", "paid"], "example": "free" },
-          "price": { "type": "integer", "example": 0 },
-          "dramaTitle": { "type": "string", "example": "Skyline Keyword Saga" },
-          "dramaCoverUrl": { "type": "string", "example": "https://cdn.example.com/drama.jpg" }
-        }
-      },
-      "VideoPresearchPage": {
-        "type": "object",
-        "required": ["list", "pagination"],
-        "properties": {
-          "list": {
-            "type": "array",
-            "items": { "$ref": "#/components/schemas/VideoPresearchItem" }
-          },
-          "pagination": { "$ref": "#/components/schemas/Pagination" }
-        }
-      },
       "UpsertPlaybackHistoryRequest": {
         "type": "object",
         "required": ["episodeId", "progressSeconds"],
diff --git a/docs/apifox-app-apis.swagger.json b/docs/apifox-app-apis.swagger.json
index ae7b325..e4e0b20 100644
--- a/docs/apifox-app-apis.swagger.json
+++ b/docs/apifox-app-apis.swagger.json
@@ -169,6 +169,7 @@
         "onlineVersion": { "type": "integer", "example": 1 },
         "totalEpisodes": { "type": "integer", "example": 20 },
         "publishedEpisodes": { "type": "integer", "example": 10 },
+        "plays": { "type": "integer", "example": 12345 },
         "createdAt": { "type": "string", "format": "date-time" },
         "updatedAt": { "type": "string", "format": "date-time" }
       }
diff --git a/src/modules/dramas/dramas.service.ts b/src/modules/dramas/dramas.service.ts
index 7fe77f2..0b58582 100644
--- a/src/modules/dramas/dramas.service.ts
+++ b/src/modules/dramas/dramas.service.ts
@@ -2,6 +2,7 @@ import { ConflictException, Injectable, NotFoundException, Optional, Unprocessab
 import { InjectDataSource } from "@nestjs/typeorm";
 import { DataSource, Like } from "typeorm";
 import { PaginatedResponse } from "../../common/dto/paginated-response.dto";
+import { EpisodeMetric } from "../data/entities/episode-metric.entity";
 import { ConfigureEpisodesDto } from "./dto/configure-episodes.dto";
 import { CreateDramaDto } from "./dto/create-drama.dto";
 import { CreateEpisodeDto } from "./dto/create-episode.dto";
@@ -96,6 +97,7 @@ export class DramasService {
             onlineVersion: dto.onlineVersion ?? 1,
             totalEpisodes: 0,
             publishedEpisodes: 0,
+            plays: 0,
             createdAt: now,
             updatedAt: now,
         };
@@ -121,7 +123,13 @@ export class DramasService {
                 skip,
                 take,
             });
-            const list = await Promise.all(records.map((drama) => this.toDramaRecordWithCounts(drama)));
+            const playCounts = await this.getPlayCountsByDramaIds(records.map((drama) => Number(drama.id)));
+            const list = await Promise.all(
+                records.map(async (drama) => ({
+                    ...(await this.toDramaRecordWithCounts(drama)),
+                    plays: playCounts.get(Number(drama.id)) ?? 0,
+                })),
+            );
             return { list, pagination: { page, pageSize, total } };
         }
 
@@ -535,7 +543,15 @@ export class DramasService {
                 skip,
                 take,
             });
-            const list = await Promise.all(records.map(async (drama) => this.toPublicDramaRecord(await this.toDramaRecordWithCounts(drama))));
+            const playCounts = await this.getPlayCountsByDramaIds(records.map((drama) => Number(drama.id)));
+            const list = await Promise.all(
+                records.map(async (drama) =>
+                    this.toPublicDramaRecord({
+                        ...(await this.toDramaRecordWithCounts(drama)),
+                        plays: playCounts.get(Number(drama.id)) ?? 0,
+                    }),
+                ),
+            );
             return { list, pagination: { page, pageSize, total } };
         }
 
@@ -821,6 +837,7 @@ export class DramasService {
             onlineVersion: entity.onlineVersion,
             totalEpisodes,
             publishedEpisodes,
+            plays: 0,
             createdAt: this.toIso(entity.createdAt),
             updatedAt: this.toIso(entity.updatedAt),
         };
@@ -905,9 +922,32 @@ export class DramasService {
             ...drama,
             totalEpisodes: episodes.length,
             publishedEpisodes: episodes.filter((episode) => episode.publishStatus === PublishStatus.Published && episode.reviewStatus === "approved").length,
+            plays: drama.plays ?? 0,
         };
     }
 
+    private async getPlayCountsByDramaIds(dramaIds: number[]): Promise<Map<number, number>> {
+        const playCounts = new Map<number, number>();
+        if (!this.hasDatabase() || dramaIds.length === 0) {
+            return playCounts;
+        }
+
+        const rows = await this.dataSource
+            .getRepository(EpisodeMetric)
+            .createQueryBuilder("metric")
+            .select("metric.dramaId", "dramaId")
+            .addSelect("COALESCE(SUM(metric.plays), 0)", "plays")
+            .where("metric.dramaId IN (:...dramaIds)", { dramaIds })
+            .groupBy("metric.dramaId")
+            .getRawMany<{ dramaId: string | number; plays: string | number }>();
+
+        rows.forEach((row) => {
+            playCounts.set(Number(row.dramaId), Number(row.plays));
+        });
+
+        return playCounts;
+    }
+
     private paginate<T>(records: T[], input: PaginationInput): PaginatedResponse<T> {
         const page = Math.max(input.page, 1);
         const pageSize = Math.min(Math.max(input.pageSize, 1), 100);
diff --git a/src/modules/dramas/interfaces/drama-records.interface.ts b/src/modules/dramas/interfaces/drama-records.interface.ts
index 9e9b643..f7817ea 100644
--- a/src/modules/dramas/interfaces/drama-records.interface.ts
+++ b/src/modules/dramas/interfaces/drama-records.interface.ts
@@ -20,6 +20,7 @@ export interface DramaRecord {
   onlineVersion: number;
   totalEpisodes: number;
   publishedEpisodes: number;
+  plays: number;
   createdAt: string;
   updatedAt: string;
 }
diff --git a/test/database-persistence.e2e-spec.ts b/test/database-persistence.e2e-spec.ts
index 9708943..2f1bd62 100644
--- a/test/database-persistence.e2e-spec.ts
+++ b/test/database-persistence.e2e-spec.ts
@@ -8,6 +8,15 @@ import { UsersService } from '../src/modules/users/users.service';
 
 function createRepository<T extends { id?: number }>() {
   const records: T[] = [];
+  const matchesWhere = (item: T, where?: Partial<T>) => {
+    if (!where) {
+      return true;
+    }
+    return Object.entries(where).every(
+      ([key, value]) => item[key as keyof T] === value,
+    );
+  };
+
   return {
     records,
     create: jest.fn((input: Partial<T>) => input as T),
@@ -24,14 +33,18 @@ function createRepository<T extends { id?: number }>() {
       return input;
     }),
     findOne: jest.fn(async ({ where }: { where: Partial<T> }) =>
-      records.find((item) =>
-        Object.entries(where).every(
-          ([key, value]) => item[key as keyof T] === value,
-        ),
-      ) ?? null,
+      records.find((item) => matchesWhere(item, where)) ?? null,
     ),
     find: jest.fn(async () => [...records]),
-    count: jest.fn(async () => records.length),
+    findAndCount: jest.fn(
+      async ({ where, skip = 0, take = records.length }: { where?: Partial<T>; skip?: number; take?: number }) => {
+        const filtered = records.filter((item) => matchesWhere(item, where));
+        return [filtered.slice(skip, skip + take), filtered.length];
+      },
+    ),
+    count: jest.fn(async ({ where }: { where?: Partial<T> } = {}) =>
+      records.filter((item) => matchesWhere(item, where)).length,
+    ),
   };
 }
 
@@ -182,4 +195,72 @@ describe('database-backed persistence', () => {
     expect(episodeMetricRepository.save).toHaveBeenCalled();
     expect(syncJobRepository.save).toHaveBeenCalled();
   });
+
+  it('aggregates episode metric plays for database-backed drama lists', async () => {
+    const now = new Date('2026-07-02T00:00:00.000Z');
+    const dramaRepository = createRepository<any>();
+    const episodeRepository = createRepository<any>();
+    const queryBuilder = {
+      select: jest.fn().mockReturnThis(),
+      addSelect: jest.fn().mockReturnThis(),
+      where: jest.fn().mockReturnThis(),
+      groupBy: jest.fn().mockReturnThis(),
+      getRawMany: jest.fn(async () => [{ dramaId: '1', plays: '321' }]),
+    };
+    const episodeMetricRepository = {
+      createQueryBuilder: jest.fn(() => queryBuilder),
+    };
+    const dataSource = createDataSource({
+      Drama: dramaRepository,
+      Episode: episodeRepository,
+      EpisodeMetric: episodeMetricRepository,
+    });
+    const service = new DramasService(dataSource as never);
+
+    await dramaRepository.save({
+      id: 1,
+      title: 'DB Plays Drama',
+      coverUrl: 'https://cdn.example.com/db-plays.jpg',
+      type: 'action',
+      tags: [],
+      status: PublishStatus.Published,
+      sortOrder: 0,
+      isRecommended: false,
+      onlineVersion: 1,
+      createdAt: now,
+      updatedAt: now,
+    });
+    await episodeRepository.save({
+      id: 1,
+      dramaId: 1,
+      episodeNo: 1,
+      title: 'Episode 1',
+      coverUrl: 'https://cdn.example.com/ep1.jpg',
+      durationSeconds: 180,
+      isPaid: false,
+      freeType: 'free',
+      price: 0,
+      status: PublishStatus.Published,
+      publishStatus: PublishStatus.Published,
+      reviewStatus: 'approved',
+      createdAt: now,
+      updatedAt: now,
+    });
+
+    const adminList = await service.listAdminDramas({ page: 1, pageSize: 10 });
+    const appList = await service.listPublishedDramas({ page: 1, pageSize: 10 });
+
+    expect(adminList.list[0]).toMatchObject({
+      title: 'DB Plays Drama',
+      plays: 321,
+    });
+    expect(appList.list[0]).toMatchObject({
+      title: 'DB Plays Drama',
+      plays: 321,
+    });
+    expect(queryBuilder.where).toHaveBeenCalledWith(
+      'metric.dramaId IN (:...dramaIds)',
+      { dramaIds: [1] },
+    );
+  });
 });
diff --git a/test/dramas.e2e-spec.ts b/test/dramas.e2e-spec.ts
index fcdf88b..496613b 100644
--- a/test/dramas.e2e-spec.ts
+++ b/test/dramas.e2e-spec.ts
@@ -264,7 +264,10 @@ describe('Dramas and episodes', () => {
 
     expect(dramas.body.data.list).toEqual(
       expect.arrayContaining([
-        expect.objectContaining({ title: 'Published Drama' }),
+        expect.objectContaining({
+          title: 'Published Drama',
+          plays: 0,
+        }),
       ]),
     );
     const publishedDrama = dramas.body.data.list.find(
@@ -365,6 +368,7 @@ describe('Dramas and episodes', () => {
         expect.objectContaining({
           title: 'Recommended Search Drama',
           isRecommended: true,
+          plays: 0,
         }),
       ]),
     );