diff --git a/app/admin/repositories/audit_log.py b/app/admin/repositories/audit_log.py
index 8b41bf4..7eec119 100644
--- a/app/admin/repositories/audit_log.py
+++ b/app/admin/repositories/audit_log.py
@@ -4,7 +4,7 @@
 """
 from __future__ import annotations
 
-from sqlalchemy import select
+from sqlalchemy import func, select
 from sqlalchemy.orm import Session
 
 from app.models.admin import AdminAuditLog
@@ -49,8 +49,9 @@ def list_audit_logs(
     admin_id: int | None = None,
     limit: int = 50,
     cursor: int | None = None,
-) -> tuple[list[AdminAuditLog], int | None]:
-    """游标分页(id 倒序),与现有 list_* 约定一致。返回 (rows, next_cursor)。"""
+) -> tuple[list[AdminAuditLog], int | None, int]:
+    """offset 分页(id 倒序)+ total。cursor 即 offset((page-1)*pageSize),支持页码跳页。
+    返回 (rows, next_cursor, total)。"""
     stmt = select(AdminAuditLog)
     if action:
         stmt = stmt.where(AdminAuditLog.action == action)
@@ -58,13 +59,15 @@ def list_audit_logs(
         stmt = stmt.where(AdminAuditLog.target_type == target_type)
     if admin_id is not None:
         stmt = stmt.where(AdminAuditLog.admin_id == admin_id)
-    if cursor is not None:
-        stmt = stmt.where(AdminAuditLog.id < cursor)
-    stmt = stmt.order_by(AdminAuditLog.id.desc())
-    rows = list(db.execute(stmt.limit(limit + 1)).scalars().all())
+
+    total = int(db.execute(select(func.count()).select_from(stmt.subquery())).scalar_one())
+    offset = max(cursor or 0, 0)
+    rows = list(
+        db.execute(
+            stmt.order_by(AdminAuditLog.id.desc()).offset(offset).limit(limit + 1)
+        ).scalars().all()
+    )
     has_more = len(rows) > limit
     items = rows[:limit]
-    # next_cursor 必须是"本页返回的最后一条"的 id(下一页查 id < 它),不能用 rows[limit]——
-    # rows[limit] 是探测下一页用的第 limit+1 条,它既不在本页也不在下页 → 每页边界丢一条。
-    next_cursor = items[-1].id if has_more else None
-    return items, next_cursor
+    next_cursor = offset + limit if has_more else None
+    return items, next_cursor, total
diff --git a/app/admin/repositories/queries.py b/app/admin/repositories/queries.py
index 02b23f4..a4721e0 100644
--- a/app/admin/repositories/queries.py
+++ b/app/admin/repositories/queries.py
@@ -38,6 +38,28 @@ def cursor_paginate(
     return items, next_cursor
 
 
+def offset_paginate(
+    db: Session, stmt: Select, sort_clause: tuple, *, limit: int, cursor: int | None
+) -> tuple[list, int | None, int]:
+    """offset 分页 + 总数。stmt 只含 where/join,不要预先带 order_by/offset/limit。
+
+    cursor 即 offset(页码分页:offset=(page-1)*pageSize)。返回 (items, next_cursor, total):
+    - total:符合筛选条件的总条数(供 antd pagination 渲染页码/共 N 条),count 在 P0 量级开销可忽略;
+    - next_cursor:下一页 offset(兼容「加载更多」),末页为 None。
+    多取 1 条探测下一页。sort_clause 为 order_by 表达式元组(末位应含 id 保证稳定排序)。"""
+    total = int(
+        db.execute(select(func.count()).select_from(stmt.subquery())).scalar_one()
+    )
+    offset = max(cursor or 0, 0)
+    rows = list(
+        db.execute(stmt.order_by(*sort_clause).offset(offset).limit(limit + 1)).scalars().all()
+    )
+    has_more = len(rows) > limit
+    items = rows[:limit]
+    next_cursor = offset + limit if has_more else None
+    return items, next_cursor, total
+
+
 def list_users(
     db: Session,
     *,
@@ -53,7 +75,7 @@ def list_users(
     sort_order: str = "desc",
     limit: int = 20,
     cursor: int | None = None,
-) -> tuple[list[User], int | None]:
+) -> tuple[list[User], int | None, int]:
     """用户列表(admin 全量)。支持手机号前缀 / 渠道 / 状态 / 昵称模糊 / 注册·最近登录时间范围筛选,
     按 id·注册时间·最近登录排序。**offset 分页**(cursor=offset):任意列排序下游标语义统一,
     代价是翻页期间数据变动可能错位一条——admin 低频场景可接受(同 [list_all_withdraw_orders])。
@@ -84,14 +106,7 @@ def list_users(
     sort_col = sort_cols.get(sort_by, User.id)
     order_fn = asc if sort_order == "asc" else desc
     id_order = asc(User.id) if sort_order == "asc" else desc(User.id)
-    stmt = stmt.order_by(order_fn(sort_col), id_order)
-
-    offset = max(cursor or 0, 0)
-    rows = list(db.execute(stmt.offset(offset).limit(limit + 1)).scalars().all())
-    has_more = len(rows) > limit
-    items = rows[:limit]
-    next_cursor = offset + limit if has_more else None
-    return items, next_cursor
+    return offset_paginate(db, stmt, (order_fn(sort_col), id_order), limit=limit, cursor=cursor)
 
 
 def list_onboarding_devices(db: Session, *, limit: int = 500) -> list[dict]:
@@ -160,7 +175,7 @@ def list_all_withdraw_orders(
     quick_filter: str | None = None,
     limit: int = 20,
     cursor: int | None = None,
-) -> tuple[list[WithdrawOrder], int | None]:
+) -> tuple[list[WithdrawOrder], int | None, int]:
     stmt = select(WithdrawOrder)
     needs_user_join = bool(keyword and keyword.strip()) or quick_filter == "high_risk"
     if needs_user_join:
@@ -244,14 +259,7 @@ def list_all_withdraw_orders(
     sort_col = sort_cols.get(sort_by, WithdrawOrder.created_at)
     order_fn = asc if sort_order == "asc" else desc
     id_order = asc(WithdrawOrder.id) if sort_order == "asc" else desc(WithdrawOrder.id)
-    stmt = stmt.order_by(order_fn(sort_col), id_order)
-
-    offset = max(cursor or 0, 0)
-    rows = list(db.execute(stmt.offset(offset).limit(limit + 1)).scalars().all())
-    has_more = len(rows) > limit
-    items = rows[:limit]
-    next_cursor = offset + limit if has_more else None
-    return items, next_cursor
+    return offset_paginate(db, stmt, (order_fn(sort_col), id_order), limit=limit, cursor=cursor)
 
 
 def _as_utc(value: datetime) -> datetime:
@@ -494,14 +502,14 @@ def list_price_reports(
     user_id: int | None = None,
     limit: int = 20,
     cursor: int | None = None,
-) -> tuple[list[PriceReport], int | None]:
-    """上报更低价列表(admin 全量,可按状态/用户筛)。游标同 feedback:id 倒序。"""
+) -> tuple[list[PriceReport], int | None, int]:
+    """上报更低价列表(admin 全量,可按状态/用户筛)。offset 分页 + total,id 倒序。"""
     stmt = select(PriceReport)
     if status:
         stmt = stmt.where(PriceReport.status == status)
     if user_id is not None:
         stmt = stmt.where(PriceReport.user_id == user_id)
-    return cursor_paginate(db, stmt, PriceReport.id, limit=limit, cursor=cursor)
+    return offset_paginate(db, stmt, (PriceReport.id.desc(),), limit=limit, cursor=cursor)
 
 
 def price_report_summary(db: Session) -> dict:
diff --git a/app/admin/routers/audit.py b/app/admin/routers/audit.py
index 580e03c..dd7cace 100644
--- a/app/admin/routers/audit.py
+++ b/app/admin/routers/audit.py
@@ -26,9 +26,11 @@ def list_audit_logs(
     limit: Annotated[int, Query(ge=1, le=100)] = 50,
     cursor: Annotated[int | None, Query()] = None,
 ) -> CursorPage[AdminAuditLogOut]:
-    items, next_cursor = audit_repo.list_audit_logs(
+    items, next_cursor, total = audit_repo.list_audit_logs(
         db, action=action, target_type=target_type, admin_id=admin_id, limit=limit, cursor=cursor,
     )
     return CursorPage(
-        items=[AdminAuditLogOut.model_validate(x) for x in items], next_cursor=next_cursor,
+        items=[AdminAuditLogOut.model_validate(x) for x in items],
+        next_cursor=next_cursor,
+        total=total,
     )
diff --git a/app/admin/routers/price_report.py b/app/admin/routers/price_report.py
index f036605..8e04b6d 100644
--- a/app/admin/routers/price_report.py
+++ b/app/admin/routers/price_report.py
@@ -40,11 +40,13 @@ def list_price_reports(
     limit: Annotated[int, Query(ge=1, le=100)] = 20,
     cursor: Annotated[int | None, Query()] = None,
 ) -> CursorPage[PriceReportOut]:
-    items, next_cursor = queries.list_price_reports(
+    items, next_cursor, total = queries.list_price_reports(
         db, status=status, user_id=user_id, limit=limit, cursor=cursor,
     )
     return CursorPage(
-        items=[PriceReportOut.model_validate(r) for r in items], next_cursor=next_cursor,
+        items=[PriceReportOut.model_validate(r) for r in items],
+        next_cursor=next_cursor,
+        total=total,
     )
 
 
diff --git a/app/admin/routers/users.py b/app/admin/routers/users.py
index 9a3ed01..c631b5d 100644
--- a/app/admin/routers/users.py
+++ b/app/admin/routers/users.py
@@ -45,7 +45,7 @@ def list_users(
     limit: Annotated[int, Query(ge=1, le=100)] = 20,
     cursor: Annotated[int | None, Query()] = None,
 ) -> CursorPage[AdminUserListItem]:
-    items, next_cursor = queries.list_users(
+    items, next_cursor, total = queries.list_users(
         db, phone=phone, register_channel=register_channel, status=status,
         nickname=nickname, created_from=created_from, created_to=created_to,
         last_login_from=last_login_from, last_login_to=last_login_to,
@@ -54,6 +54,7 @@ def list_users(
     return CursorPage(
         items=[AdminUserListItem.model_validate(u) for u in items],
         next_cursor=next_cursor,
+        total=total,
     )
 
 
diff --git a/app/admin/routers/withdraw.py b/app/admin/routers/withdraw.py
index 70be4b4..732159f 100644
--- a/app/admin/routers/withdraw.py
+++ b/app/admin/routers/withdraw.py
@@ -63,7 +63,7 @@ def list_withdraws(
     limit: Annotated[int, Query(ge=1, le=100)] = 20,
     cursor: Annotated[int | None, Query()] = None,
 ) -> CursorPage[WithdrawOrderOut]:
-    items, next_cursor = queries.list_all_withdraw_orders(
+    items, next_cursor, total = queries.list_all_withdraw_orders(
         db,
         user_id=user_id,
         status=status,
@@ -78,7 +78,9 @@ def list_withdraws(
         cursor=cursor,
     )
     return CursorPage(
-        items=[WithdrawOrderOut.model_validate(o) for o in items], next_cursor=next_cursor,
+        items=[WithdrawOrderOut.model_validate(o) for o in items],
+        next_cursor=next_cursor,
+        total=total,
     )
 
 
@@ -165,7 +167,7 @@ def withdraw_detail(out_bill_no: str, db: AdminDb) -> WithdrawDetailOut:
             withdraw_success_cents=overview["withdraw_success_cents"],
         )
 
-    recent_withdraws, _ = queries.list_all_withdraw_orders(
+    recent_withdraws, _, _ = queries.list_all_withdraw_orders(
         db, user_id=order.user_id, limit=5, cursor=None,
     )
     recent_cash_transactions, _ = queries.list_all_cash_transactions(
diff --git a/app/admin/schemas/common.py b/app/admin/schemas/common.py
index 6987eeb..9f283c6 100644
--- a/app/admin/schemas/common.py
+++ b/app/admin/schemas/common.py
@@ -9,10 +9,15 @@ T = TypeVar("T")
 
 
 class CursorPage(BaseModel, Generic[T]):
-    """游标分页响应:items + 下一页游标(next_cursor=None 表示末页)。"""
+    """分页响应:items + 下一页游标(next_cursor=None 表示末页)+ 可选 total。
+
+    next_cursor:offset 分页时即下一页 offset,「加载更多」用;末页为 None。
+    total:符合筛选条件的总条数,页码分页(antd pagination)用;不需要总数的接口可不传(None)。
+    """
 
     items: list[T]
     next_cursor: int | None = None
+    total: int | None = None
 
 
 class OkResponse(BaseModel):
diff --git a/tests/test_admin.py b/tests/test_admin.py
index dea292f..7932a7f 100644
--- a/tests/test_admin.py
+++ b/tests/test_admin.py
@@ -125,7 +125,7 @@ def test_long_password_does_not_crash(admin_client: TestClient) -> None:
 
 
 def test_audit_log_pagination_no_gap() -> None:
-    """审计游标分页跨页不丢/不重(回归 next_cursor off-by-one)。"""
+    """审计分页跨页不丢/不重(offset 分页:cursor 即 offset,翻完覆盖全部)。"""
     from app.admin.repositories import admin_user as admin_repo
     from app.admin.repositories import audit_log as audit_repo
 
@@ -142,12 +142,13 @@ def test_audit_log_pagination_no_gap() -> None:
             )
             created_ids.append(log.id)
 
-        # limit=2 翻 5 条,收集所有 id,应正好覆盖创建的 5 条(无丢无重)
+        # limit=2 翻 5 条,收集所有 id,应正好覆盖创建的 5 条(无丢无重);total 恒为符合条件总数
         seen: list[int] = []
         cursor = None
         for _ in range(10):  # 上限防死循环
-            rows, cursor = audit_repo.list_audit_logs(db, action=action, limit=2, cursor=cursor)
+            rows, cursor, total = audit_repo.list_audit_logs(db, action=action, limit=2, cursor=cursor)
             seen.extend(r.id for r in rows)
+            assert total == len(created_ids), f"total 应为 {len(created_ids)},得 {total}"
             if cursor is None:
                 break
         assert sorted(seen) == sorted(created_ids), f"分页丢/重: want={created_ids} got={seen}"