diff --git a/docker-compose.yml b/docker-compose.yml
index 369973e..f7fd990 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -1,12 +1,13 @@
 services:
   postgres:
     image: postgres:18.3-alpine3.23
+    container_name: trade-postgres
     environment:
       POSTGRES_USER: trade
       POSTGRES_PASSWORD: trade
       POSTGRES_DB: futures
     volumes:
-      - pgdata:/var/lib/postgresql/data
+      - pgdata:/var/lib/postgresql
     healthcheck:
       test: ["CMD-SHELL", "pg_isready -U trade -d futures"]
       interval: 5s
@@ -15,6 +16,7 @@ services:
 
   tushare:
     build: ./tushare
+    container_name: trade-tushare
     env_file: ./tushare/.env
     environment:
       - DATABASE_URL=postgresql://trade:trade@postgres:5432/futures
@@ -29,6 +31,7 @@ services:
     build:
       context: ./web
       dockerfile: backend/Dockerfile
+    container_name: trade-web
     env_file: ./web/backend/.env
     environment:
       - LISTEN_ADDR=:8080
diff --git a/tushare/Dockerfile b/tushare/Dockerfile
index ad931dc..14bad48 100644
--- a/tushare/Dockerfile
+++ b/tushare/Dockerfile
@@ -9,8 +9,8 @@ ENV PYTHONDONTWRITEBYTECODE=1 \
 
 WORKDIR /app
 
-# 运行时依赖 + 时区 + libpq(psycopg2)
-RUN apk add --no-cache tzdata libpq \
+# 时区(psycopg[binary] wheel 自带 libpq,不再需要系统装 libpq)
+RUN apk add --no-cache tzdata \
     && cp /usr/share/zoneinfo/Asia/Shanghai /etc/localtime \
     && echo "Asia/Shanghai" > /etc/timezone
 
diff --git a/tushare/requirements.txt b/tushare/requirements.txt
index d54b57d..00ff912 100644
--- a/tushare/requirements.txt
+++ b/tushare/requirements.txt
@@ -3,4 +3,4 @@ pandas>=2.2.0
 requests>=2.31.0
 fastapi>=0.115.0
 uvicorn[standard]>=0.34.0
-psycopg2-binary>=2.9.10
+psycopg[binary]>=3.2.0
diff --git a/tushare/src/storage.py b/tushare/src/storage.py
index 1fb2435..0363824 100644
--- a/tushare/src/storage.py
+++ b/tushare/src/storage.py
@@ -3,8 +3,8 @@ import os
 from typing import Optional
 
 import pandas as pd
-import psycopg2
-from psycopg2.extras import RealDictCursor
+import psycopg
+from psycopg.rows import dict_row
 
 from .models import ScoreResult
 
@@ -12,7 +12,7 @@ DEFAULT_DB_URL = os.environ.get("DATABASE_URL", "postgresql://trade:trade@postgr
 
 
 def _get_conn(db_url: str = DEFAULT_DB_URL):
-    return psycopg2.connect(db_url)
+    return psycopg.connect(db_url)
 
 
 def init_db(db_url: str = DEFAULT_DB_URL):
@@ -38,7 +38,7 @@ def init_db(db_url: str = DEFAULT_DB_URL):
             """)
             cur.execute("""
                 CREATE TABLE IF NOT EXISTS scores (
-                    id          UUID DEFAULT gen_random_uuid_v7() PRIMARY KEY,
+                    id          UUID DEFAULT uuidv7() PRIMARY KEY,
                     ts_code     TEXT NOT NULL,
                     trade_date  TEXT NOT NULL,
                     close       REAL,
@@ -143,7 +143,7 @@ def get_latest_score(ts_code: str, db_url: str = DEFAULT_DB_URL) -> Optional[dic
     """查询最新打分记录。"""
     conn = _get_conn(db_url)
     try:
-        with conn.cursor(cursor_factory=RealDictCursor) as cur:
+        with conn.cursor(row_factory=dict_row) as cur:
             cur.execute(
                 "SELECT * FROM scores WHERE ts_code = %s ORDER BY trade_date DESC LIMIT 1",
                 (ts_code,),
diff --git a/web/backend/internal/store/futures.go b/web/backend/internal/store/futures.go
index 9a1c16a..b96cca8 100644
--- a/web/backend/internal/store/futures.go
+++ b/web/backend/internal/store/futures.go
@@ -55,23 +55,25 @@ func (s *FuturesStore) ListScores(f ScoreFilter) ([]Score, error) {
 	q := `SELECT id, ts_code, trade_date, close, oi, oi_chg, short_term, medium_term, long_term,
 	      composite, signal, created_at FROM scores WHERE 1=1`
 	args := []any{}
+	n := 0
+	next := func() string { n++; return fmt.Sprintf("$%d", n) }
 	if f.TsCode != "" {
-		q += " AND ts_code = ?"
+		q += " AND ts_code = " + next()
 		args = append(args, f.TsCode)
 	}
 	if f.Start != "" {
-		q += " AND trade_date >= ?"
+		q += " AND trade_date >= " + next()
 		args = append(args, f.Start)
 	}
 	if f.End != "" {
-		q += " AND trade_date <= ?"
+		q += " AND trade_date <= " + next()
 		args = append(args, f.End)
 	}
 	q += " ORDER BY trade_date DESC, id DESC"
 	if f.Limit <= 0 || f.Limit > 500 {
 		f.Limit = 200
 	}
-	q += " LIMIT ?"
+	q += " LIMIT " + next()
 	args = append(args, f.Limit)
 
 	rows, err := s.db.Query(q, args...)
@@ -93,7 +95,7 @@ func (s *FuturesStore) ListScores(f ScoreFilter) ([]Score, error) {
 
 func (s *FuturesStore) GetScore(id string) (*Score, error) {
 	row := s.db.QueryRow(`SELECT id, ts_code, trade_date, close, oi, oi_chg, short_term, medium_term,
-		long_term, composite, signal, detail_json, created_at FROM scores WHERE id = ?`, id)
+		long_term, composite, signal, detail_json, created_at FROM scores WHERE id = $1`, id)
 	var x Score
 	var detail sql.NullString
 	if err := row.Scan(&x.ID, &x.TsCode, &x.TradeDate, &x.Close, &x.OI, &x.OIChg,
@@ -145,14 +147,16 @@ func (s *FuturesStore) ListCandles(tsCode, start, end string) ([]Candle, error)
 	      COALESCE(open, 0), COALESCE(high, 0), COALESCE(low, 0), COALESCE(close, 0),
 	      COALESCE(vol, 0), COALESCE(amount, 0),
 	      COALESCE(oi, 0), COALESCE(oi_chg, 0), COALESCE(pre_close, 0)
-	      FROM candles WHERE ts_code = ?`
+	      FROM candles WHERE ts_code = $1`
 	args := []any{tsCode}
+	n := 1
+	next := func() string { n++; return fmt.Sprintf("$%d", n) }
 	if start != "" {
-		q += " AND trade_date >= ?"
+		q += " AND trade_date >= " + next()
 		args = append(args, start)
 	}
 	if end != "" {
-		q += " AND trade_date <= ?"
+		q += " AND trade_date <= " + next()
 		args = append(args, end)
 	}
 	q += " ORDER BY trade_date ASC LIMIT 1000"