diff --git a/backend/app/__pycache__/config.cpython-313.pyc b/backend/app/__pycache__/config.cpython-313.pyc
index 987cbf32..46d4202c 100644
Binary files a/backend/app/__pycache__/config.cpython-313.pyc and b/backend/app/__pycache__/config.cpython-313.pyc differ
diff --git a/backend/app/config.py b/backend/app/config.py
index 9a6985de..42e83988 100644
--- a/backend/app/config.py
+++ b/backend/app/config.py
@@ -53,9 +53,16 @@ class Settings(BaseSettings):
 
     # 新闻/政策催化采集
     news_collection_enabled: bool = True
-    news_tushare_sources: str = "sina,eastmoney,10jqka,wallstreetcn"
+    news_tushare_enabled: bool = False
+    news_tushare_sources: str = ""
     news_tushare_sources_per_run: int = 1
+    news_tushare_daily_quota: int = 0
+    news_tushare_alert_errors: bool = False
     news_rss_sources: str = ""          # name|url,name|url
+    news_web_sources: str = "eastmoney_roll|https://roll.eastmoney.com/"
+    news_akshare_enabled: bool = True
+    news_akshare_stock_limit: int = 20
+    news_akshare_news_per_stock: int = 3
     news_fetch_lookback_hours: int = 24
     news_fetch_limit_per_source: int = 30
     news_analyze_limit_per_run: int = 50
diff --git a/backend/app/data/__pycache__/tushare_client.cpython-313.pyc b/backend/app/data/__pycache__/tushare_client.cpython-313.pyc
index d91ba0d6..04fa933d 100644
Binary files a/backend/app/data/__pycache__/tushare_client.cpython-313.pyc and b/backend/app/data/__pycache__/tushare_client.cpython-313.pyc differ
diff --git a/backend/app/data/tushare_client.py b/backend/app/data/tushare_client.py
index f2218e56..2f16a5c3 100644
--- a/backend/app/data/tushare_client.py
+++ b/backend/app/data/tushare_client.py
@@ -14,6 +14,7 @@ from app.data.cache import cache
 from app.db.error_logger import log_error_background
 
 logger = logging.getLogger(__name__)
+_NEWS_QUOTA_ERROR_KEYWORDS = ("频率超限", "每分钟", "每小时", "每天", "权限")
 
 
 class TushareClient:
@@ -300,8 +301,14 @@ class TushareClient:
             return result
         except Exception as e:
             logger.warning("Tushare 新闻请求失败 source=%s: %s", source, e)
-            log_error_background("tushare_news", f"Tushare 新闻请求失败 source={source}: {e}")
+            if settings.news_tushare_alert_errors and not _is_news_quota_error(e):
+                log_error_background("tushare_news", f"Tushare 新闻请求失败 source={source}: {e}")
             return pd.DataFrame()
 
 
 tushare_client = TushareClient()
+
+
+def _is_news_quota_error(exc: Exception) -> bool:
+    message = str(exc)
+    return any(keyword in message for keyword in _NEWS_QUOTA_ERROR_KEYWORDS)
diff --git a/backend/app/db/__pycache__/database.cpython-313.pyc b/backend/app/db/__pycache__/database.cpython-313.pyc
index 0cd65a82..5a4f4d2a 100644
Binary files a/backend/app/db/__pycache__/database.cpython-313.pyc and b/backend/app/db/__pycache__/database.cpython-313.pyc differ
diff --git a/backend/app/db/__pycache__/tables.cpython-313.pyc b/backend/app/db/__pycache__/tables.cpython-313.pyc
index a7eda3d2..126a9b0f 100644
Binary files a/backend/app/db/__pycache__/tables.cpython-313.pyc and b/backend/app/db/__pycache__/tables.cpython-313.pyc differ
diff --git a/backend/app/news/collector.py b/backend/app/news/collector.py
index 1c2f80a9..611558a5 100644
--- a/backend/app/news/collector.py
+++ b/backend/app/news/collector.py
@@ -7,20 +7,29 @@ import html
 import logging
 import re
 import xml.etree.ElementTree as ET
-from datetime import datetime, timedelta
+from datetime import date, datetime, timedelta
+from importlib import import_module
 
 import httpx
+import pandas as pd
+from sqlalchemy import text
 
 from app.config import settings
 from app.data.tushare_client import tushare_client
+from app.db.database import get_db
 from app.news.models import NewsItem
 
 logger = logging.getLogger(__name__)
 _tushare_source_cursor = 0
+_tushare_calls_by_day: dict[str, int] = {}
 
 RSS_HEADERS = {
     "User-Agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36",
 }
+WEB_HEADERS = {
+    "Referer": "https://www.eastmoney.com/",
+    "User-Agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36",
+}
 
 
 async def collect_news_sources(
@@ -38,6 +47,15 @@ async def collect_news_sources(
         except Exception as e:
             logger.warning("Tushare 新闻源采集失败 source=%s error=%s", source, e)
 
+    web_sources = _parse_named_url_sources(settings.news_web_sources)
+    if web_sources:
+        async with httpx.AsyncClient(headers=WEB_HEADERS, timeout=10.0, follow_redirects=True) as client:
+            for name, url in web_sources:
+                try:
+                    items.extend(await _collect_web_page(client, name, url, lookback_hours, limit_per_source))
+                except Exception as e:
+                    logger.warning("网页新闻源采集失败 source=%s url=%s error=%s", name, url, e)
+
     rss_sources = _parse_rss_sources(settings.news_rss_sources)
     if rss_sources:
         async with httpx.AsyncClient(headers=RSS_HEADERS, timeout=10.0, follow_redirects=True) as client:
@@ -47,6 +65,12 @@ async def collect_news_sources(
                 except Exception as e:
                     logger.warning("RSS 新闻源采集失败 source=%s url=%s error=%s", name, url, e)
 
+    if settings.news_akshare_enabled:
+        try:
+            items.extend(await _collect_akshare_stock_news(lookback_hours, limit_per_source))
+        except Exception as e:
+            logger.warning("AKShare 个股新闻采集失败: %s", e)
+
     return _dedup_in_memory(items)
 
 
@@ -77,6 +101,23 @@ async def _collect_tushare_news(source: str, lookback_hours: int, limit: int) ->
     return items[:limit]
 
 
+async def _collect_web_page(
+    client: httpx.AsyncClient,
+    source: str,
+    url: str,
+    lookback_hours: int,
+    limit: int,
+) -> list[NewsItem]:
+    resp = await client.get(url)
+    resp.raise_for_status()
+    text = resp.text
+
+    if source == "eastmoney_roll":
+        return _parse_eastmoney_roll(text, limit)
+
+    return _parse_generic_links(text, source=source, limit=limit)
+
+
 async def _collect_rss(
     client: httpx.AsyncClient,
     source: str,
@@ -112,11 +153,124 @@ async def _collect_rss(
     return items
 
 
+async def _collect_akshare_stock_news(lookback_hours: int, limit_per_source: int) -> list[NewsItem]:
+    """采集推荐池/关注池中标的的东方财富个股新闻。
+
+    AKShare 是可选增强依赖：安装时启用，未安装时安静跳过，避免影响主服务。
+    """
+    ak = _load_akshare()
+    if ak is None:
+        logger.info("未安装 AKShare，跳过个股新闻补充源")
+        return []
+
+    symbols = await _load_focus_stock_symbols(limit=settings.news_akshare_stock_limit)
+    if not symbols:
+        return []
+
+    items: list[NewsItem] = []
+    per_stock = max(1, min(settings.news_akshare_news_per_stock, limit_per_source))
+    cutoff = datetime.now() - timedelta(hours=lookback_hours)
+    for ts_code, name in symbols:
+        try:
+            df = await _call_akshare_stock_news(ak, _strip_market(ts_code))
+        except Exception as e:
+            logger.debug("AKShare 个股新闻失败 ts_code=%s error=%s", ts_code, e)
+            continue
+        items.extend(_parse_akshare_stock_news(df, ts_code=ts_code, name=name, cutoff=cutoff, limit=per_stock))
+    return items
+
+
+def _load_akshare():
+    try:
+        return import_module("akshare")
+    except Exception:
+        return None
+
+
+async def _call_akshare_stock_news(ak, symbol: str) -> pd.DataFrame:
+    import asyncio
+
+    return await asyncio.to_thread(ak.stock_news_em, symbol=symbol)
+
+
+async def _load_focus_stock_symbols(limit: int) -> list[tuple[str, str]]:
+    async with get_db() as db:
+        result = await db.execute(
+            text(
+                "SELECT ts_code, name FROM recommendations "
+                "WHERE action_plan IN ('可操作', '重点关注', '观察') "
+                "ORDER BY created_at DESC, score DESC LIMIT :limit"
+            ),
+            {"limit": limit},
+        )
+        rows = result.fetchall()
+
+    seen: set[str] = set()
+    symbols: list[tuple[str, str]] = []
+    for row in rows:
+        ts_code = str(row._mapping["ts_code"] or "")
+        if not ts_code or ts_code in seen:
+            continue
+        seen.add(ts_code)
+        symbols.append((ts_code, str(row._mapping["name"] or ts_code)))
+    return symbols
+
+
+def _parse_akshare_stock_news(
+    df: pd.DataFrame,
+    ts_code: str,
+    name: str,
+    cutoff: datetime,
+    limit: int,
+) -> list[NewsItem]:
+    if df is None or df.empty:
+        return []
+
+    items: list[NewsItem] = []
+    for _, row in df.head(max(limit * 3, limit)).iterrows():
+        title = _clean_text(_pick_row_value(row, "新闻标题", "title", "标题"))
+        if not _is_useful_title(title):
+            continue
+        published_at = _parse_datetime(_pick_row_value(row, "发布时间", "datetime", "time", "日期"))
+        if published_at and published_at < cutoff:
+            continue
+        content = _clean_text(_pick_row_value(row, "新闻内容", "content", "内容", "摘要"))
+        source = _clean_text(_pick_row_value(row, "文章来源", "source", "来源")) or "东方财富"
+        url = str(_pick_row_value(row, "新闻链接", "url", "链接") or "")
+        summary = content[:240] if content else title
+        items.append(NewsItem(
+            title=f"{name}: {title}" if name and name not in title else title,
+            content=content or title,
+            summary=summary,
+            source=f"akshare:{source}",
+            url=url,
+            published_at=published_at,
+        ))
+        if len(items) >= limit:
+            break
+    return items
+
+
+def _pick_row_value(row, *keys: str):
+    for key in keys:
+        try:
+            value = row.get(key)
+        except Exception:
+            value = None
+        if value is not None and str(value).strip() and str(value).lower() != "nan":
+            return value
+    return ""
+
+
 def _split_csv(value: str) -> list[str]:
     return [item.strip() for item in (value or "").split(",") if item.strip()]
 
 
 def _parse_rss_sources(value: str) -> list[tuple[str, str]]:
+    return _parse_named_url_sources(value)
+
+
+def _parse_named_url_sources(value: str) -> list[tuple[str, str]]:
     result: list[tuple[str, str]] = []
     for chunk in _split_csv(value):
         if "|" not in chunk:
@@ -130,21 +284,100 @@ def _parse_rss_sources(value: str) -> list[tuple[str, str]]:
 
 
 def _select_tushare_sources_for_run() -> list[str]:
-    """Tushare news 免费/低权限账号通常限制 1 次/分钟，每轮只取少量源。"""
+    """Tushare news 默认关闭，仅在显式配置时少量使用。"""
     global _tushare_source_cursor
 
+    if not settings.news_tushare_enabled:
+        return []
+
     sources = _split_csv(settings.news_tushare_sources)
     if not sources:
         return []
 
-    limit = max(1, min(int(settings.news_tushare_sources_per_run or 1), len(sources)))
+    remaining_quota = _remaining_tushare_quota()
+    if remaining_quota <= 0:
+        logger.info("Tushare 新闻日额度已用尽，跳过本轮采集")
+        return []
+
+    limit = max(1, min(int(settings.news_tushare_sources_per_run or 1), len(sources), remaining_quota))
     selected: list[str] = []
     for offset in range(limit):
         selected.append(sources[(_tushare_source_cursor + offset) % len(sources)])
     _tushare_source_cursor = (_tushare_source_cursor + limit) % len(sources)
+    _consume_tushare_quota(len(selected))
     return selected
 
 
+def _remaining_tushare_quota() -> int:
+    quota = int(settings.news_tushare_daily_quota or 0)
+    if quota <= 0:
+        return 0
+    today = date.today().isoformat()
+    return max(0, quota - int(_tushare_calls_by_day.get(today, 0)))
+
+
+def _consume_tushare_quota(count: int) -> None:
+    if count <= 0:
+        return
+    today = date.today().isoformat()
+    _tushare_calls_by_day[today] = int(_tushare_calls_by_day.get(today, 0)) + count
+
+
+def _parse_eastmoney_roll(text: str, limit: int) -> list[NewsItem]:
+    result: list[NewsItem] = []
+    pattern = re.compile(
+        r'<a[^>]+href=["\'](?P<url>https?://(?:finance|stock|kuaixun)\.eastmoney\.com/[^"\']+)["\'][^>]*>(?P<title>.*?)</a>',
+        re.I | re.S,
+    )
+    for match in pattern.finditer(text or ""):
+        title = _clean_text(match.group("title"))
+        url = _clean_text(match.group("url"))
+        if not _is_useful_title(title):
+            continue
+        result.append(NewsItem(
+            title=title,
+            content=title,
+            summary=title,
+            source="web:eastmoney_roll",
+            url=url,
+            published_at=None,
+        ))
+        if len(result) >= limit:
+            break
+    return result
+
+
+def _parse_generic_links(text: str, source: str, limit: int) -> list[NewsItem]:
+    result: list[NewsItem] = []
+    pattern = re.compile(r'<a[^>]+href=["\'](?P<url>https?://[^"\']+)["\'][^>]*>(?P<title>.*?)</a>', re.I | re.S)
+    for match in pattern.finditer(text or ""):
+        title = _clean_text(match.group("title"))
+        if not _is_useful_title(title):
+            continue
+        result.append(NewsItem(
+            title=title,
+            content=title,
+            summary=title,
+            source=f"web:{source}",
+            url=_clean_text(match.group("url")),
+            published_at=None,
+        ))
+        if len(result) >= limit:
+            break
+    return result
+
+
+def _is_useful_title(title: str) -> bool:
+    if len(title) < settings.news_min_title_length:
+        return False
+    return not any(token in title for token in ("广告", "下载APP", "扫一扫", "关于我们", "联系我们"))
+
+
+def _strip_market(ts_code: str) -> str:
+    text = str(ts_code or "").strip()
+    return text.split(".", 1)[0] if "." in text else text
+
+
 def _xml_text(item: ET.Element, tag: str) -> str:
     node = item.find(tag)
     return node.text if node is not None and node.text else ""
diff --git a/backend/requirements.txt b/backend/requirements.txt
index e9e658bd..2f533f3c 100644
--- a/backend/requirements.txt
+++ b/backend/requirements.txt
@@ -6,6 +6,7 @@ sqlalchemy==2.0.36
 aiosqlite==0.20.0
 greenlet==3.3.2
 tushare==1.4.20
+akshare==1.18.40
 pandas==2.2.3
 numpy==2.2.1
 apscheduler==3.10.4