给统计缓存加版本并绑定现有基础数据/课表失效标签，同时让演示数据、人员数据写入主动清理统计缓存；不改统计口径、筛选、导出或页面结构。

src/Jiaowu.Api/Infrastructure/Caching/AppCache.cs

@@ -179,7 +179,7 @@ public static class AppCacheKeys
         var filterPart = filters.Length == 0
             ? "all"
             : string.Join(':', filters.Select(Normalize));
-        return $"statistics:{Normalize(area)}:scope:{Normalize(dataScope)}:" +
+        return $"statistics:v2:{Normalize(area)}:scope:{Normalize(dataScope)}:" +
                $"college:{effectiveCollegeId?.ToString("N") ?? "all"}:{filterPart}";
     }
 }

src/Jiaowu.Api/Infrastructure/Persistence/DemoDataSeeder.cs

@@ -1,11 +1,13 @@
 using System.Data;
 using Jiaowu.Api.Domain.Academic;
+using Jiaowu.Api.Infrastructure.Caching;
 using Microsoft.EntityFrameworkCore;
 
 namespace Jiaowu.Api.Infrastructure.Persistence;
 
 public sealed class DemoDataSeeder(
     AppDbContext db,
+    IAppCache cache,
     ILogger<DemoDataSeeder> logger)
 {
     // MySql.EntityFrameworkCore 10 cannot type-map parameterized primitive
@@ -47,6 +49,10 @@ public sealed class DemoDataSeeder(
             await LogSummaryAsync(cancellationToken);
             await transaction.CommitAsync(cancellationToken);
         });
+
+        await cache.RemoveByTagAsync(AppCacheTags.BaseData, cancellationToken);
+        await cache.RemoveByTagAsync(AppCacheTags.Timetables, cancellationToken);
+        await cache.RemoveByTagAsync(AppCacheTags.Analytics, cancellationToken);
     }
 
     private async Task EnsureDatabaseIsEmptyAsync(CancellationToken cancellationToken)