diff --git a/app/database/beatmapset.py b/app/database/beatmapset.py
index fa9abf4..d2df25e 100644
--- a/app/database/beatmapset.py
+++ b/app/database/beatmapset.py
@@ -132,21 +132,20 @@ class Beatmapset(AsyncAttrs, BeatmapsetBase, table=True):
     @classmethod
     async def from_resp_no_save(cls, session: AsyncSession, resp: "BeatmapsetResp", from_: int = 0) -> "Beatmapset":
         d = resp.model_dump()
-        update = {}
         if resp.nominations:
-            update["nominations_required"] = resp.nominations.required
-            update["nominations_current"] = resp.nominations.current
+            d["nominations_required"] = resp.nominations.required
+            d["nominations_current"] = resp.nominations.current
         if resp.hype:
-            update["hype_current"] = resp.hype.current
-            update["hype_required"] = resp.hype.required
+            d["hype_current"] = resp.hype.current
+            d["hype_required"] = resp.hype.required
         if resp.genre_id:
-            update["beatmap_genre"] = Genre(resp.genre_id)
+            d["beatmap_genre"] = Genre(resp.genre_id)
         elif resp.genre:
-            update["beatmap_genre"] = Genre(resp.genre.id)
+            d["beatmap_genre"] = Genre(resp.genre.id)
         if resp.language_id:
-            update["beatmap_language"] = Language(resp.language_id)
+            d["beatmap_language"] = Language(resp.language_id)
         elif resp.language:
-            update["beatmap_language"] = Language(resp.language.id)
+            d["beatmap_language"] = Language(resp.language.id)
         beatmapset = Beatmapset.model_validate(
             {
                 **d,
diff --git a/app/helpers/geoip_helper.py b/app/helpers/geoip_helper.py
index 5be89c6..c0b822e 100644
--- a/app/helpers/geoip_helper.py
+++ b/app/helpers/geoip_helper.py
@@ -116,22 +116,20 @@ class GeoIPHelper:
                 if age_days >= self.max_age_days:
                     need = True
                     logger.info(
-                        f"[GeoIP] {eid} database is {age_days:.1f} days old "
+                        f"{eid} database is {age_days:.1f} days old "
                         f"(max: {self.max_age_days}), will download new version"
                     )
                 else:
-                    logger.info(
-                        f"[GeoIP] {eid} database is {age_days:.1f} days old, still fresh (max: {self.max_age_days})"
-                    )
+                    logger.info(f"{eid} database is {age_days:.1f} days old, still fresh (max: {self.max_age_days})")
             else:
-                logger.info(f"[GeoIP] {eid} database not found, will download")
+                logger.info(f"{eid} database not found, will download")
 
             if need:
-                logger.info(f"[GeoIP] Downloading {eid} database...")
+                logger.info(f"Downloading {eid} database...")
                 path = self._download_and_extract(eid)
-                logger.info(f"[GeoIP] {eid} database downloaded successfully")
+                logger.info(f"{eid} database downloaded successfully")
             else:
-                logger.info(f"[GeoIP] Using existing {eid} database")
+                logger.info(f"Using existing {eid} database")
 
             old = self._readers.get(ed)
             if old:
diff --git a/app/log.py b/app/log.py
index 57b8eb0..6a8c478 100644
--- a/app/log.py
+++ b/app/log.py
@@ -9,6 +9,7 @@ from types import FunctionType
 from typing import TYPE_CHECKING
 
 from app.config import settings
+from app.utils import snake_to_pascal
 
 import loguru
 
@@ -108,7 +109,7 @@ class InterceptHandler(logging.Handler):
         return message
 
 
-def get_caller_class_name(module_prefix: str = ""):
+def get_caller_class_name(module_prefix: str = "", just_last_part: bool = True) -> str | None:
     """获取调用类名/模块名，仅对指定模块前缀生效"""
     stack = inspect.stack()
     for frame_info in stack[2:]:
@@ -134,6 +135,8 @@ def get_caller_class_name(module_prefix: str = ""):
                     return cls.__name__
 
         # 如果没找到类，返回模块名
+        if just_last_part:
+            return module.rsplit(".", 1)[-1]
         return module
     return None
 
@@ -146,6 +149,14 @@ def fetcher_logger(name: str) -> Logger:
     return logger.bind(fetcher=name)
 
 
+def task_logger(name: str) -> Logger:
+    return logger.bind(task=name)
+
+
+def system_logger(name: str) -> Logger:
+    return logger.bind(system=name)
+
+
 def dynamic_format(record):
     prefix = ""
 
@@ -161,6 +172,13 @@ def dynamic_format(record):
     if service:
         prefix = f"<blue>[{service}]</blue> "
 
+    task = record["extra"].get("task")
+    if not task:
+        task = get_caller_class_name("app.tasks")
+    if task:
+        task = snake_to_pascal(task)
+        prefix = f"<green>[{task}]</green> "
+
     return f"<green>{{time:YYYY-MM-DD HH:mm:ss}}</green> [<level>{{level}}</level>] | {prefix}{{message}}\n"
 
 
@@ -197,3 +215,4 @@ for logger_name in uvicorn_loggers:
     uvicorn_logger.propagate = False
 
 logging.getLogger("httpx").setLevel("WARNING")
+logging.getLogger("apscheduler").setLevel("WARNING")
diff --git a/app/router/v2/cache.py b/app/router/v2/cache.py
index fe610a6..0b1a396 100644
--- a/app/router/v2/cache.py
+++ b/app/router/v2/cache.py
@@ -133,9 +133,7 @@ async def warmup_cache(
             return {"message": f"Warmed up cache for {len(request.user_ids)} users"}
         else:
             # 预热活跃用户
-            from app.scheduler.user_cache_scheduler import (
-                schedule_user_cache_preload_task,
-            )
+            from app.tasks.cache import schedule_user_cache_preload_task
 
             await schedule_user_cache_preload_task()
             return {"message": f"Warmed up cache for top {request.limit} active users"}
diff --git a/app/scheduler/__init__.py b/app/scheduler/__init__.py
deleted file mode 100644
index d6e4f7c..0000000
--- a/app/scheduler/__init__.py
+++ /dev/null
@@ -1,7 +0,0 @@
-"""缓存调度器模块"""
-
-from __future__ import annotations
-
-from .cache_scheduler import start_cache_scheduler, stop_cache_scheduler
-
-__all__ = ["start_cache_scheduler", "stop_cache_scheduler"]
diff --git a/app/scheduler/cache_scheduler.py b/app/scheduler/cache_scheduler.py
deleted file mode 100644
index 9a36ddb..0000000
--- a/app/scheduler/cache_scheduler.py
+++ /dev/null
@@ -1,190 +0,0 @@
-from __future__ import annotations
-
-import asyncio
-
-from app.config import settings
-from app.dependencies.database import get_redis
-from app.dependencies.fetcher import get_fetcher
-from app.log import logger
-from app.scheduler.user_cache_scheduler import (
-    schedule_user_cache_cleanup_task,
-    schedule_user_cache_preload_task,
-    schedule_user_cache_warmup_task,
-)
-
-
-class CacheScheduler:
-    """缓存调度器 - 统一管理各种缓存任务"""
-
-    def __init__(self):
-        self.running = False
-        self.task = None
-
-    async def start(self):
-        """启动调度器"""
-        if self.running:
-            return
-
-        self.running = True
-        self.task = asyncio.create_task(self._run_scheduler())
-        logger.info("CacheScheduler started")
-
-    async def stop(self):
-        """停止调度器"""
-        self.running = False
-        if self.task:
-            self.task.cancel()
-            try:
-                await self.task
-            except asyncio.CancelledError:
-                pass
-        logger.info("CacheScheduler stopped")
-
-    async def _run_scheduler(self):
-        """运行调度器主循环"""
-        # 启动时立即执行一次预热
-        await self._warmup_cache()
-
-        # 启动时执行一次排行榜缓存刷新
-        await self._refresh_ranking_cache()
-
-        # 启动时执行一次用户缓存预热
-        await self._warmup_user_cache()
-
-        beatmap_cache_counter = 0
-        ranking_cache_counter = 0
-        user_cache_counter = 0
-        user_cleanup_counter = 0
-
-        # 从配置文件获取间隔设置
-        check_interval = 5 * 60  # 5分钟检查间隔
-        beatmap_cache_interval = 30 * 60  # 30分钟beatmap缓存间隔
-        ranking_cache_interval = settings.ranking_cache_refresh_interval_minutes * 60  # 从配置读取
-        user_cache_interval = 15 * 60  # 15分钟用户缓存预加载间隔
-        user_cleanup_interval = 60 * 60  # 60分钟用户缓存清理间隔
-
-        beatmap_cache_cycles = beatmap_cache_interval // check_interval
-        ranking_cache_cycles = ranking_cache_interval // check_interval
-        user_cache_cycles = user_cache_interval // check_interval
-        user_cleanup_cycles = user_cleanup_interval // check_interval
-
-        while self.running:
-            try:
-                # 每5分钟检查一次
-                await asyncio.sleep(check_interval)
-
-                if not self.running:
-                    break
-
-                beatmap_cache_counter += 1
-                ranking_cache_counter += 1
-                user_cache_counter += 1
-                user_cleanup_counter += 1
-
-                # beatmap缓存预热
-                if beatmap_cache_counter >= beatmap_cache_cycles:
-                    await self._warmup_cache()
-                    beatmap_cache_counter = 0
-
-                # 排行榜缓存刷新
-                if ranking_cache_counter >= ranking_cache_cycles:
-                    await self._refresh_ranking_cache()
-                    ranking_cache_counter = 0
-
-                # 用户缓存预加载
-                if user_cache_counter >= user_cache_cycles:
-                    await self._preload_user_cache()
-                    user_cache_counter = 0
-
-                # 用户缓存清理
-                if user_cleanup_counter >= user_cleanup_cycles:
-                    await self._cleanup_user_cache()
-                    user_cleanup_counter = 0
-
-            except asyncio.CancelledError:
-                break
-            except Exception as e:
-                logger.error(f"Cache scheduler error: {e}")
-                await asyncio.sleep(60)  # 出错后等待1分钟再继续
-
-    async def _warmup_cache(self):
-        """执行缓存预热"""
-        try:
-            logger.info("Starting beatmap cache warmup...")
-
-            fetcher = await get_fetcher()
-            redis = get_redis()
-
-            # 预热主页缓存
-            await fetcher.warmup_homepage_cache(redis)
-
-            logger.info("Beatmap cache warmup completed successfully")
-
-        except Exception as e:
-            logger.error(f"Beatmap cache warmup failed: {e}")
-
-    async def _refresh_ranking_cache(self):
-        """刷新排行榜缓存"""
-        try:
-            logger.info("Starting ranking cache refresh...")
-
-            redis = get_redis()
-
-            # 导入排行榜缓存服务
-            # 使用独立的数据库会话
-            from app.dependencies.database import with_db
-            from app.service.ranking_cache_service import (
-                schedule_ranking_refresh_task,
-            )
-
-            async with with_db() as session:
-                await schedule_ranking_refresh_task(session, redis)
-
-            logger.info("Ranking cache refresh completed successfully")
-
-        except Exception as e:
-            logger.error(f"Ranking cache refresh failed: {e}")
-
-    async def _warmup_user_cache(self):
-        """用户缓存预热"""
-        try:
-            await schedule_user_cache_warmup_task()
-        except Exception as e:
-            logger.error(f"User cache warmup failed: {e}")
-
-    async def _preload_user_cache(self):
-        """用户缓存预加载"""
-        try:
-            await schedule_user_cache_preload_task()
-        except Exception as e:
-            logger.error(f"User cache preload failed: {e}")
-
-    async def _cleanup_user_cache(self):
-        """用户缓存清理"""
-        try:
-            await schedule_user_cache_cleanup_task()
-        except Exception as e:
-            logger.error(f"User cache cleanup failed: {e}")
-
-
-# Beatmap缓存调度器（保持向后兼容）
-class BeatmapsetCacheScheduler(CacheScheduler):
-    """谱面集缓存调度器 - 为了向后兼容"""
-
-    pass
-
-
-# 全局调度器实例
-cache_scheduler = CacheScheduler()
-# 保持向后兼容的别名
-beatmapset_cache_scheduler = BeatmapsetCacheScheduler()
-
-
-async def start_cache_scheduler():
-    """启动缓存调度器"""
-    await cache_scheduler.start()
-
-
-async def stop_cache_scheduler():
-    """停止缓存调度器"""
-    await cache_scheduler.stop()
diff --git a/app/scheduler/user_cache_scheduler.py b/app/scheduler/user_cache_scheduler.py
deleted file mode 100644
index 0589daf..0000000
--- a/app/scheduler/user_cache_scheduler.py
+++ /dev/null
@@ -1,124 +0,0 @@
-"""
-用户缓存预热任务调度器
-"""
-
-from __future__ import annotations
-
-import asyncio
-from datetime import timedelta
-
-from app.config import settings
-from app.database.score import Score
-from app.dependencies.database import get_redis
-from app.log import logger
-from app.service.user_cache_service import get_user_cache_service
-from app.utils import utcnow
-
-from sqlmodel import col, func, select
-
-
-async def schedule_user_cache_preload_task():
-    """定时用户缓存预加载任务"""
-    # 默认启用用户缓存预加载，除非明确禁用
-    enable_user_cache_preload = getattr(settings, "enable_user_cache_preload", True)
-    if not enable_user_cache_preload:
-        return
-
-    try:
-        logger.info("Starting user cache preload task...")
-
-        redis = get_redis()
-        cache_service = get_user_cache_service(redis)
-
-        # 使用独立的数据库会话
-        from app.dependencies.database import with_db
-
-        async with with_db() as session:
-            # 获取最近24小时内活跃的用户（提交过成绩的用户）
-            recent_time = utcnow() - timedelta(hours=24)
-
-            score_count = func.count().label("score_count")
-            active_user_ids = (
-                await session.exec(
-                    select(Score.user_id, score_count)
-                    .where(col(Score.ended_at) >= recent_time)
-                    .group_by(col(Score.user_id))
-                    .order_by(score_count.desc())  # 使用标签对象而不是字符串
-                    .limit(settings.user_cache_max_preload_users)  # 使用配置中的限制
-                )
-            ).all()
-
-            if active_user_ids:
-                user_ids = [row[0] for row in active_user_ids]
-                await cache_service.preload_user_cache(session, user_ids)
-                logger.info(f"Preloaded cache for {len(user_ids)} active users")
-            else:
-                logger.info("No active users found for cache preload")
-
-        logger.info("User cache preload task completed successfully")
-
-    except Exception as e:
-        logger.error(f"User cache preload task failed: {e}")
-
-
-async def schedule_user_cache_warmup_task():
-    """定时用户缓存预热任务 - 预加载排行榜前100用户"""
-    try:
-        logger.info("Starting user cache warmup task...")
-
-        redis = get_redis()
-        cache_service = get_user_cache_service(redis)
-
-        # 使用独立的数据库会话
-        from app.dependencies.database import with_db
-
-        async with with_db() as session:
-            # 获取全球排行榜前100的用户
-            from app.database.statistics import UserStatistics
-            from app.models.score import GameMode
-
-            for mode in GameMode:
-                try:
-                    top_users = (
-                        await session.exec(
-                            select(UserStatistics.user_id)
-                            .where(UserStatistics.mode == mode)
-                            .order_by(col(UserStatistics.pp).desc())
-                            .limit(100)
-                        )
-                    ).all()
-
-                    if top_users:
-                        user_ids = list(top_users)
-                        await cache_service.preload_user_cache(session, user_ids)
-                        logger.info(f"Warmed cache for top 100 users in {mode}")
-
-                        # 避免过载，稍微延迟
-                        await asyncio.sleep(1)
-
-                except Exception as e:
-                    logger.error(f"Failed to warm cache for {mode}: {e}")
-                    continue
-
-        logger.info("User cache warmup task completed successfully")
-
-    except Exception as e:
-        logger.error(f"User cache warmup task failed: {e}")
-
-
-async def schedule_user_cache_cleanup_task():
-    """定时用户缓存清理任务"""
-    try:
-        logger.info("Starting user cache cleanup task...")
-
-        redis = get_redis()
-
-        # 清理过期的用户缓存（Redis会自动处理TTL，这里主要记录统计信息）
-        cache_service = get_user_cache_service(redis)
-        stats = await cache_service.get_cache_stats()
-
-        logger.info(f"User cache stats: {stats}")
-        logger.info("User cache cleanup task completed successfully")
-
-    except Exception as e:
-        logger.error(f"User cache cleanup task failed: {e}")
diff --git a/app/service/__init__.py b/app/service/__init__.py
index ced3b75..8ddddd9 100644
--- a/app/service/__init__.py
+++ b/app/service/__init__.py
@@ -1,14 +1,8 @@
 from __future__ import annotations
 
-from .daily_challenge import create_daily_challenge_room
-from .recalculate_banned_beatmap import recalculate_banned_beatmap
-from .recalculate_failed_score import recalculate_failed_score
 from .room import create_playlist_room, create_playlist_room_from_api
 
 __all__ = [
-    "create_daily_challenge_room",
     "create_playlist_room",
     "create_playlist_room_from_api",
-    "recalculate_banned_beatmap",
-    "recalculate_failed_score",
 ]
diff --git a/app/service/beatmapset_update_service.py b/app/service/beatmapset_update_service.py
index 16199d5..a03f91b 100644
--- a/app/service/beatmapset_update_service.py
+++ b/app/service/beatmapset_update_service.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from datetime import datetime, timedelta
+from datetime import timedelta
 from enum import Enum
 import math
 import random
@@ -12,7 +12,6 @@ from app.database.beatmap_sync import BeatmapSync, SavedBeatmapMeta
 from app.database.beatmapset import Beatmapset, BeatmapsetResp
 from app.database.score import Score
 from app.dependencies.database import with_db
-from app.dependencies.scheduler import get_scheduler
 from app.dependencies.storage import get_storage_service
 from app.log import logger
 from app.models.beatmap import BeatmapRankStatus
@@ -347,15 +346,3 @@ def init_beatmapset_update_service(fetcher: "Fetcher") -> BeatmapsetUpdateServic
 def get_beatmapset_update_service() -> BeatmapsetUpdateService:
     assert service is not None, "BeatmapsetUpdateService is not initialized"
     return service
-
-
-@get_scheduler().scheduled_job(
-    "interval",
-    id="update_beatmaps",
-    minutes=SCHEDULER_INTERVAL_MINUTES,
-    next_run_time=datetime.now() + timedelta(minutes=1),
-)
-async def beatmapset_update_job():
-    if service is not None:
-        bg_tasks.add_task(service.add_missing_beatmapsets)
-        await service._update_beatmaps()
diff --git a/app/service/database_cleanup_service.py b/app/service/database_cleanup_service.py
index 3acac4a..c8ffd0f 100644
--- a/app/service/database_cleanup_service.py
+++ b/app/service/database_cleanup_service.py
@@ -8,8 +8,6 @@ from datetime import timedelta
 
 from app.database.auth import OAuthToken
 from app.database.verification import EmailVerification, LoginSession, TrustedDevice
-from app.dependencies.database import with_db
-from app.dependencies.scheduler import get_scheduler
 from app.log import logger
 from app.utils import utcnow
 
@@ -434,18 +432,3 @@ class DatabaseCleanupService:
                 "outdated_trusted_devices": 0,
                 "total_cleanable": 0,
             }
-
-
-@get_scheduler().scheduled_job(
-    "interval",
-    id="cleanup_database",
-    hours=1,
-)
-async def scheduled_cleanup_job():
-    async with with_db() as session:
-        logger.debug("Starting database cleanup...")
-        results = await DatabaseCleanupService.run_full_cleanup(session)
-        total = sum(results.values())
-        if total > 0:
-            logger.debug(f"Cleanup completed, total records cleaned: {total}")
-        return results
diff --git a/app/service/email_queue.py b/app/service/email_queue.py
index 9c3ec62..7a07291 100644
--- a/app/service/email_queue.py
+++ b/app/service/email_queue.py
@@ -17,7 +17,7 @@ import uuid
 
 from app.config import settings
 from app.log import logger
-from app.utils import bg_tasks  # 添加同步Redis导入
+from app.utils import bg_tasks
 
 import redis as sync_redis
 
diff --git a/app/service/geoip_scheduler.py b/app/service/geoip_scheduler.py
deleted file mode 100644
index 1169496..0000000
--- a/app/service/geoip_scheduler.py
+++ /dev/null
@@ -1,55 +0,0 @@
-"""
-[GeoIP] Scheduled Update Service
-Periodically update the MaxMind GeoIP database
-"""
-
-from __future__ import annotations
-
-import asyncio
-
-from app.config import settings
-from app.dependencies.geoip import get_geoip_helper
-from app.dependencies.scheduler import get_scheduler
-from app.log import logger
-
-
-async def update_geoip_database():
-    """
-    Asynchronous task to update the GeoIP database
-    """
-    try:
-        logger.info("[GeoIP] Starting scheduled GeoIP database update...")
-        geoip = get_geoip_helper()
-
-        # Run the synchronous update method in a background thread
-        loop = asyncio.get_event_loop()
-        await loop.run_in_executor(None, lambda: geoip.update(force=False))
-
-        logger.info("[GeoIP] Scheduled GeoIP database update completed successfully")
-    except Exception as e:
-        logger.error(f"[GeoIP] Scheduled GeoIP database update failed: {e}")
-
-
-def schedule_geoip_updates():
-    """
-    Schedule the GeoIP database update task
-    """
-    scheduler = get_scheduler()
-
-    # Use settings to configure the update time: update once a week
-    scheduler.add_job(
-        update_geoip_database,
-        "cron",
-        day_of_week=settings.geoip_update_day,
-        hour=settings.geoip_update_hour,
-        minute=0,
-        id="geoip_weekly_update",
-        name="Weekly GeoIP database update",
-        replace_existing=True,
-    )
-
-    logger.info(
-        f"[GeoIP] Scheduled update task registered: "
-        f"every week on day {settings.geoip_update_day} "
-        f"at {settings.geoip_update_hour}:00"
-    )
diff --git a/app/service/init_geoip.py b/app/service/init_geoip.py
deleted file mode 100644
index 95a2edf..0000000
--- a/app/service/init_geoip.py
+++ /dev/null
@@ -1,30 +0,0 @@
-"""
-[GeoIP] Initialization Service
-Initialize the GeoIP database when the application starts
-"""
-
-from __future__ import annotations
-
-import asyncio
-
-from app.dependencies.geoip import get_geoip_helper
-from app.log import logger
-
-
-async def init_geoip():
-    """
-    Asynchronously initialize the GeoIP database
-    """
-    try:
-        geoip = get_geoip_helper()
-        logger.info("[GeoIP] Initializing GeoIP database...")
-
-        # Run the synchronous update method in a background thread
-        # force=False means only download if files don't exist or are expired
-        loop = asyncio.get_event_loop()
-        await loop.run_in_executor(None, lambda: geoip.update(force=False))
-
-        logger.info("[GeoIP] GeoIP database initialization completed")
-    except Exception as e:
-        logger.error(f"[GeoIP] GeoIP database initialization failed: {e}")
-        # Do not raise an exception to avoid blocking application startup
diff --git a/app/tasks/__init__.py b/app/tasks/__init__.py
new file mode 100644
index 0000000..6b3332a
--- /dev/null
+++ b/app/tasks/__init__.py
@@ -0,0 +1,28 @@
+# ruff: noqa: F401
+from __future__ import annotations
+
+from . import (
+    beatmapset_update,
+    database_cleanup,
+    recalculate_banned_beatmap,
+    recalculate_failed_score,
+)
+from .cache import start_cache_tasks, stop_cache_tasks
+from .calculate_all_user_rank import calculate_user_rank
+from .create_banchobot import create_banchobot
+from .daily_challenge import daily_challenge_job, process_daily_challenge_top
+from .geoip import init_geoip
+from .load_achievements import load_achievements
+from .osu_rx_statistics import create_rx_statistics
+
+__all__ = [
+    "calculate_user_rank",
+    "create_banchobot",
+    "create_rx_statistics",
+    "daily_challenge_job",
+    "init_geoip",
+    "load_achievements",
+    "process_daily_challenge_top",
+    "start_cache_tasks",
+    "stop_cache_tasks",
+]
diff --git a/app/tasks/beatmapset_update.py b/app/tasks/beatmapset_update.py
new file mode 100644
index 0000000..4e1492e
--- /dev/null
+++ b/app/tasks/beatmapset_update.py
@@ -0,0 +1,21 @@
+from __future__ import annotations
+
+from datetime import datetime, timedelta
+
+from app.dependencies.scheduler import get_scheduler
+from app.service.beatmapset_update_service import service
+from app.utils import bg_tasks
+
+SCHEDULER_INTERVAL_MINUTES = 2
+
+
+@get_scheduler().scheduled_job(
+    "interval",
+    id="update_beatmaps",
+    minutes=SCHEDULER_INTERVAL_MINUTES,
+    next_run_time=datetime.now() + timedelta(minutes=1),
+)
+async def beatmapset_update_job():
+    if service is not None:
+        bg_tasks.add_task(service.add_missing_beatmapsets)
+        await service._update_beatmaps()
diff --git a/app/tasks/cache.py b/app/tasks/cache.py
new file mode 100644
index 0000000..4a684f6
--- /dev/null
+++ b/app/tasks/cache.py
@@ -0,0 +1,254 @@
+"""缓存相关的 APScheduler 任务入口。"""
+
+from __future__ import annotations
+
+import asyncio
+from datetime import UTC, timedelta
+from typing import Final
+
+from app.config import settings
+from app.database.score import Score
+from app.dependencies.database import get_redis
+from app.dependencies.fetcher import get_fetcher
+from app.dependencies.scheduler import get_scheduler
+from app.log import logger
+from app.service.ranking_cache_service import schedule_ranking_refresh_task
+from app.service.user_cache_service import get_user_cache_service
+from app.utils import utcnow
+
+from apscheduler.jobstores.base import JobLookupError
+from apscheduler.triggers.interval import IntervalTrigger
+from sqlmodel import col, func, select
+
+CACHE_JOB_IDS: Final[dict[str, str]] = {
+    "beatmap_warmup": "cache:beatmap:warmup",
+    "ranking_refresh": "cache:ranking:refresh",
+    "user_preload": "cache:user:preload",
+    "user_cleanup": "cache:user:cleanup",
+}
+
+
+async def warmup_cache() -> None:
+    """执行缓存预热"""
+    try:
+        logger.info("Starting beatmap cache warmup...")
+
+        fetcher = await get_fetcher()
+        redis = get_redis()
+
+        await fetcher.warmup_homepage_cache(redis)
+
+        logger.info("Beatmap cache warmup completed successfully")
+
+    except Exception as e:
+        logger.error("Beatmap cache warmup failed: %s", e)
+
+
+async def refresh_ranking_cache() -> None:
+    """刷新排行榜缓存"""
+    try:
+        logger.info("Starting ranking cache refresh...")
+
+        redis = get_redis()
+
+        from app.dependencies.database import with_db
+
+        async with with_db() as session:
+            await schedule_ranking_refresh_task(session, redis)
+
+        logger.info("Ranking cache refresh completed successfully")
+
+    except Exception as e:
+        logger.error("Ranking cache refresh failed: %s", e)
+
+
+async def schedule_user_cache_preload_task() -> None:
+    """定时用户缓存预加载任务"""
+    enable_user_cache_preload = getattr(settings, "enable_user_cache_preload", True)
+    if not enable_user_cache_preload:
+        return
+
+    try:
+        logger.info("Starting user cache preload task...")
+
+        redis = get_redis()
+        cache_service = get_user_cache_service(redis)
+
+        from app.dependencies.database import with_db
+
+        async with with_db() as session:
+            recent_time = utcnow() - timedelta(hours=24)
+
+            score_count = func.count().label("score_count")
+            active_user_ids = (
+                await session.exec(
+                    select(Score.user_id, score_count)
+                    .where(col(Score.ended_at) >= recent_time)
+                    .group_by(col(Score.user_id))
+                    .order_by(score_count.desc())
+                    .limit(settings.user_cache_max_preload_users)
+                )
+            ).all()
+
+            if active_user_ids:
+                user_ids = [row[0] for row in active_user_ids]
+                await cache_service.preload_user_cache(session, user_ids)
+                logger.info("Preloaded cache for %s active users", len(user_ids))
+            else:
+                logger.info("No active users found for cache preload")
+
+        logger.info("User cache preload task completed successfully")
+
+    except Exception as e:
+        logger.error("User cache preload task failed: %s", e)
+
+
+async def schedule_user_cache_warmup_task() -> None:
+    """定时用户缓存预热任务 - 预加载排行榜前100用户"""
+    try:
+        logger.info("Starting user cache warmup task...")
+
+        redis = get_redis()
+        cache_service = get_user_cache_service(redis)
+
+        from app.dependencies.database import with_db
+
+        async with with_db() as session:
+            from app.database.statistics import UserStatistics
+            from app.models.score import GameMode
+
+            for mode in GameMode:
+                try:
+                    top_users = (
+                        await session.exec(
+                            select(UserStatistics.user_id)
+                            .where(UserStatistics.mode == mode)
+                            .order_by(col(UserStatistics.pp).desc())
+                            .limit(100)
+                        )
+                    ).all()
+
+                    if top_users:
+                        user_ids = list(top_users)
+                        await cache_service.preload_user_cache(session, user_ids)
+                        logger.info("Warmed cache for top 100 users in %s", mode)
+
+                        await asyncio.sleep(1)
+
+                except Exception as e:
+                    logger.error("Failed to warm cache for %s: %s", mode, e)
+                    continue
+
+        logger.info("User cache warmup task completed successfully")
+
+    except Exception as e:
+        logger.error("User cache warmup task failed: %s", e)
+
+
+async def schedule_user_cache_cleanup_task() -> None:
+    """定时用户缓存清理任务"""
+    try:
+        logger.info("Starting user cache cleanup task...")
+
+        redis = get_redis()
+
+        cache_service = get_user_cache_service(redis)
+        stats = await cache_service.get_cache_stats()
+
+        logger.info("User cache stats: %s", stats)
+        logger.info("User cache cleanup task completed successfully")
+
+    except Exception as e:
+        logger.error("User cache cleanup task failed: %s", e)
+
+
+async def warmup_user_cache() -> None:
+    """用户缓存预热"""
+    try:
+        await schedule_user_cache_warmup_task()
+    except Exception as e:
+        logger.error("User cache warmup failed: %s", e)
+
+
+async def preload_user_cache() -> None:
+    """用户缓存预加载"""
+    try:
+        await schedule_user_cache_preload_task()
+    except Exception as e:
+        logger.error("User cache preload failed: %s", e)
+
+
+async def cleanup_user_cache() -> None:
+    """用户缓存清理"""
+    try:
+        await schedule_user_cache_cleanup_task()
+    except Exception as e:
+        logger.error("User cache cleanup failed: %s", e)
+
+
+def register_cache_jobs() -> None:
+    """注册缓存相关 APScheduler 任务"""
+    scheduler = get_scheduler()
+
+    scheduler.add_job(
+        warmup_cache,
+        trigger=IntervalTrigger(minutes=30, timezone=UTC),
+        id=CACHE_JOB_IDS["beatmap_warmup"],
+        replace_existing=True,
+        coalesce=True,
+        max_instances=1,
+        misfire_grace_time=300,
+    )
+
+    scheduler.add_job(
+        refresh_ranking_cache,
+        trigger=IntervalTrigger(
+            minutes=settings.ranking_cache_refresh_interval_minutes,
+            timezone=UTC,
+        ),
+        id=CACHE_JOB_IDS["ranking_refresh"],
+        replace_existing=True,
+        coalesce=True,
+        max_instances=1,
+        misfire_grace_time=300,
+    )
+
+    scheduler.add_job(
+        preload_user_cache,
+        trigger=IntervalTrigger(minutes=15, timezone=UTC),
+        id=CACHE_JOB_IDS["user_preload"],
+        replace_existing=True,
+        coalesce=True,
+        max_instances=1,
+        misfire_grace_time=300,
+    )
+
+    scheduler.add_job(
+        cleanup_user_cache,
+        trigger=IntervalTrigger(hours=1, timezone=UTC),
+        id=CACHE_JOB_IDS["user_cleanup"],
+        replace_existing=True,
+        coalesce=True,
+        max_instances=1,
+        misfire_grace_time=300,
+    )
+
+    logger.info("Registered cache APScheduler jobs")
+
+
+async def start_cache_tasks() -> None:
+    """注册 APScheduler 任务并执行启动时任务"""
+    register_cache_jobs()
+    logger.info("Cache APScheduler jobs registered; running initial tasks")
+
+
+async def stop_cache_tasks() -> None:
+    """移除 APScheduler 任务"""
+    scheduler = get_scheduler()
+    for job_id in CACHE_JOB_IDS.values():
+        try:
+            scheduler.remove_job(job_id)
+        except JobLookupError:
+            continue
+
+    logger.info("Cache APScheduler jobs removed")
diff --git a/app/service/calculate_all_user_rank.py b/app/tasks/calculate_all_user_rank.py
similarity index 82%
rename from app/service/calculate_all_user_rank.py
rename to app/tasks/calculate_all_user_rank.py
index 1d1395a..f742d25 100644
--- a/app/service/calculate_all_user_rank.py
+++ b/app/tasks/calculate_all_user_rank.py
@@ -6,6 +6,7 @@ from app.database import RankHistory, UserStatistics
 from app.database.rank_history import RankTop
 from app.dependencies.database import with_db
 from app.dependencies.scheduler import get_scheduler
+from app.log import logger
 from app.models.score import GameMode
 from app.utils import utcnow
 
@@ -16,8 +17,10 @@ from sqlmodel import col, exists, select, update
 async def calculate_user_rank(is_today: bool = False):
     today = utcnow().date()
     target_date = today if is_today else today - timedelta(days=1)
+    logger.info("Starting user rank calculation for {}", target_date)
     async with with_db() as session:
         for gamemode in GameMode:
+            logger.info("Calculating ranks for {} on {}", gamemode.name, target_date)
             users = await session.exec(
                 select(UserStatistics)
                 .where(
@@ -31,6 +34,7 @@ async def calculate_user_rank(is_today: bool = False):
                 )
             )
             rank = 1
+            processed_users = 0
             for user in users:
                 is_exist = (
                     await session.exec(
@@ -82,4 +86,15 @@ async def calculate_user_rank(is_today: bool = False):
                         rank_top.date = today
 
                 rank += 1
+                processed_users += 1
             await session.commit()
+            if processed_users > 0:
+                logger.info(
+                    "Updated ranks for {} on {} ({} users)",
+                    gamemode.name,
+                    target_date,
+                    processed_users,
+                )
+            else:
+                logger.info("No users found for {} on {}", gamemode.name, target_date)
+    logger.success("User rank calculation completed for {}", target_date)
diff --git a/app/service/create_banchobot.py b/app/tasks/create_banchobot.py
similarity index 92%
rename from app/service/create_banchobot.py
rename to app/tasks/create_banchobot.py
index 16605c5..6148ff1 100644
--- a/app/service/create_banchobot.py
+++ b/app/tasks/create_banchobot.py
@@ -4,6 +4,7 @@ from app.const import BANCHOBOT_ID
 from app.database.statistics import UserStatistics
 from app.database.user import User
 from app.dependencies.database import with_db
+from app.log import logger
 from app.models.score import GameMode
 
 from sqlmodel import exists, select
@@ -27,3 +28,4 @@ async def create_banchobot():
             statistics = UserStatistics(user_id=BANCHOBOT_ID, mode=GameMode.OSU)
             session.add(statistics)
             await session.commit()
+            logger.success("BanchoBot user created")
diff --git a/app/service/daily_challenge.py b/app/tasks/daily_challenge.py
similarity index 99%
rename from app/service/daily_challenge.py
rename to app/tasks/daily_challenge.py
index c0f5aac..e8a7fa3 100644
--- a/app/service/daily_challenge.py
+++ b/app/tasks/daily_challenge.py
@@ -17,10 +17,9 @@ from app.log import logger
 from app.models.metadata_hub import DailyChallengeInfo
 from app.models.mods import APIMod, get_available_mods
 from app.models.room import RoomCategory
+from app.service.room import create_playlist_room
 from app.utils import are_same_weeks, utcnow
 
-from .room import create_playlist_room
-
 from sqlmodel import col, select
 
 
diff --git a/app/tasks/database_cleanup.py b/app/tasks/database_cleanup.py
new file mode 100644
index 0000000..264e5c1
--- /dev/null
+++ b/app/tasks/database_cleanup.py
@@ -0,0 +1,21 @@
+from __future__ import annotations
+
+from app.dependencies.database import with_db
+from app.dependencies.scheduler import get_scheduler
+from app.log import logger
+from app.service.database_cleanup_service import DatabaseCleanupService
+
+
+@get_scheduler().scheduled_job(
+    "interval",
+    id="cleanup_database",
+    hours=1,
+)
+async def scheduled_cleanup_job():
+    async with with_db() as session:
+        logger.info("Starting database cleanup...")
+        results = await DatabaseCleanupService.run_full_cleanup(session)
+        total = sum(results.values())
+        if total > 0:
+            logger.success(f"Cleanup completed, total records cleaned: {total}")
+        return results
diff --git a/app/tasks/geoip.py b/app/tasks/geoip.py
new file mode 100644
index 0000000..0d22ed8
--- /dev/null
+++ b/app/tasks/geoip.py
@@ -0,0 +1,57 @@
+"""
+Scheduled Update Service
+Periodically update the MaxMind GeoIP database
+"""
+
+from __future__ import annotations
+
+import asyncio
+
+from app.config import settings
+from app.dependencies.geoip import get_geoip_helper
+from app.dependencies.scheduler import get_scheduler
+from app.log import logger
+
+
+@get_scheduler().scheduled_job(
+    "cron",
+    day_of_week=settings.geoip_update_day,
+    hour=settings.geoip_update_hour,
+    minute=0,
+    id="geoip_weekly_update",
+    name="Weekly GeoIP database update",
+)
+async def update_geoip_database():
+    """
+    Asynchronous task to update the GeoIP database
+    """
+    try:
+        logger.info("Starting scheduled GeoIP database update...")
+        geoip = get_geoip_helper()
+
+        # Run the synchronous update method in a background thread
+        loop = asyncio.get_event_loop()
+        await loop.run_in_executor(None, lambda: geoip.update(force=False))
+
+        logger.info("Scheduled GeoIP database update completed successfully")
+    except Exception as e:
+        logger.error(f"Scheduled GeoIP database update failed: {e}")
+
+
+async def init_geoip():
+    """
+    Asynchronously initialize the GeoIP database
+    """
+    try:
+        geoip = get_geoip_helper()
+        logger.info("Initializing GeoIP database...")
+
+        # Run the synchronous update method in a background thread
+        # force=False means only download if files don't exist or are expired
+        loop = asyncio.get_event_loop()
+        await loop.run_in_executor(None, lambda: geoip.update(force=False))
+
+        logger.info("GeoIP database initialization completed")
+    except Exception as e:
+        logger.error(f"GeoIP database initialization failed: {e}")
+        # Do not raise an exception to avoid blocking application startup
diff --git a/app/service/load_achievements.py b/app/tasks/load_achievements.py
similarity index 100%
rename from app/service/load_achievements.py
rename to app/tasks/load_achievements.py
diff --git a/app/service/osu_rx_statistics.py b/app/tasks/osu_rx_statistics.py
similarity index 78%
rename from app/service/osu_rx_statistics.py
rename to app/tasks/osu_rx_statistics.py
index ed82189..732d727 100644
--- a/app/service/osu_rx_statistics.py
+++ b/app/tasks/osu_rx_statistics.py
@@ -5,6 +5,7 @@ from app.const import BANCHOBOT_ID
 from app.database.statistics import UserStatistics
 from app.database.user import User
 from app.dependencies.database import with_db
+from app.log import logger
 from app.models.score import GameMode
 
 from sqlalchemy import exists
@@ -14,6 +15,10 @@ from sqlmodel import select
 async def create_rx_statistics():
     async with with_db() as session:
         users = (await session.exec(select(User.id))).all()
+        total_users = len(users)
+        logger.info("Ensuring RX/AP statistics exist for %s users", total_users)
+        rx_created = 0
+        ap_created = 0
         for i in users:
             if i == BANCHOBOT_ID:
                 continue
@@ -35,6 +40,7 @@ async def create_rx_statistics():
                     if not is_exist:
                         statistics_rx = UserStatistics(mode=mode, user_id=i)
                         session.add(statistics_rx)
+                        rx_created += 1
             if settings.enable_ap:
                 is_exist = (
                     await session.exec(
@@ -47,4 +53,11 @@ async def create_rx_statistics():
                 if not is_exist:
                     statistics_ap = UserStatistics(mode=GameMode.OSUAP, user_id=i)
                     session.add(statistics_ap)
+                    ap_created += 1
         await session.commit()
+        if rx_created or ap_created:
+            logger.success(
+                "Created %s RX statistics rows and %s AP statistics rows during backfill",
+                rx_created,
+                ap_created,
+            )
diff --git a/app/service/recalculate_banned_beatmap.py b/app/tasks/recalculate_banned_beatmap.py
similarity index 100%
rename from app/service/recalculate_banned_beatmap.py
rename to app/tasks/recalculate_banned_beatmap.py
diff --git a/app/service/recalculate_failed_score.py b/app/tasks/recalculate_failed_score.py
similarity index 100%
rename from app/service/recalculate_failed_score.py
rename to app/tasks/recalculate_failed_score.py
diff --git a/main.py b/main.py
index d5c7f29..d74acfa 100644
--- a/main.py
+++ b/main.py
@@ -24,18 +24,21 @@ from app.router import (
 )
 from app.router.redirect import redirect_router
 from app.router.v1 import api_v1_public_router
-from app.scheduler.cache_scheduler import start_cache_scheduler, stop_cache_scheduler
 from app.service.beatmap_download_service import download_service
 from app.service.beatmapset_update_service import init_beatmapset_update_service
-from app.service.calculate_all_user_rank import calculate_user_rank
-from app.service.create_banchobot import create_banchobot
-from app.service.daily_challenge import daily_challenge_job, process_daily_challenge_top
 from app.service.email_queue import start_email_processor, stop_email_processor
-from app.service.geoip_scheduler import schedule_geoip_updates
-from app.service.init_geoip import init_geoip
-from app.service.load_achievements import load_achievements
-from app.service.osu_rx_statistics import create_rx_statistics
 from app.service.redis_message_system import redis_message_system
+from app.tasks import (
+    calculate_user_rank,
+    create_banchobot,
+    create_rx_statistics,
+    daily_challenge_job,
+    init_geoip,
+    load_achievements,
+    process_daily_challenge_top,
+    start_cache_tasks,
+    stop_cache_tasks,
+)
 from app.utils import bg_tasks, utcnow
 
 from fastapi import FastAPI, HTTPException, Request
@@ -56,17 +59,16 @@ async def lifespan(app: FastAPI):
     await init_geoip()  # 初始化 GeoIP 数据库
     await create_rx_statistics()
     await calculate_user_rank(True)
-    start_scheduler()
-    schedule_geoip_updates()  # 调度 GeoIP 定时更新任务
     await daily_challenge_job()
     await process_daily_challenge_top()
     await create_banchobot()
     await start_email_processor()  # 启动邮件队列处理器
     await download_service.start_health_check()  # 启动下载服务健康检查
-    await start_cache_scheduler()  # 启动缓存调度器
+    await start_cache_tasks()  # 启动缓存调度器
     init_beatmapset_update_service(fetcher)  # 初始化谱面集更新服务
     redis_message_system.start()  # 启动 Redis 消息系统
     load_achievements()
+    start_scheduler()
 
     # 显示资源代理状态
     if settings.enable_asset_proxy:
@@ -75,9 +77,9 @@ async def lifespan(app: FastAPI):
     # on shutdown
     yield
     bg_tasks.stop()
-    stop_scheduler()
     redis_message_system.stop()  # 停止 Redis 消息系统
-    await stop_cache_scheduler()  # 停止缓存调度器
+    await stop_cache_tasks()  # 停止缓存调度器
+    stop_scheduler()
     await download_service.stop_health_check()  # 停止下载服务健康检查
     await stop_email_processor()  # 停止邮件队列处理器
     await engine.dispose()