diff --git a/cash-api/order-server/src/main/java/com/czg/controller/DistributionPayController.java b/cash-api/order-server/src/main/java/com/czg/controller/DistributionPayController.java
index e37851930..d5eb12f1f 100644
--- a/cash-api/order-server/src/main/java/com/czg/controller/DistributionPayController.java
+++ b/cash-api/order-server/src/main/java/com/czg/controller/DistributionPayController.java
@@ -3,16 +3,16 @@ package com.czg.controller;
 import com.czg.annotation.Debounce;
 import com.czg.order.dto.MkDistributionPayDTO;
 import com.czg.resp.CzgResult;
-import com.czg.sa.StpKit;
 import com.czg.service.order.service.DistributionPayService;
-import com.czg.system.service.SysParamsService;
 import com.czg.utils.AssertUtil;
 import com.czg.utils.ServletUtil;
 import jakarta.annotation.Resource;
 import jakarta.servlet.http.HttpServletRequest;
-import org.apache.dubbo.config.annotation.DubboReference;
 import org.springframework.validation.annotation.Validated;
-import org.springframework.web.bind.annotation.*;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
 
 import java.util.Map;
 
@@ -27,16 +27,6 @@ import java.util.Map;
 public class DistributionPayController {
     @Resource
     private DistributionPayService payService;
-    @DubboReference
-    private SysParamsService paramsService;
-
-
-//    @PostMapping("/cashPay")
-//    @Debounce(value = "#payParam.checkOrderPay.orderId")
-//    public CzgResult<Object> cashPayOrder(@RequestHeader Long shopId, @Validated @RequestBody MkDistributionPayDTO payParam) {
-//        payParam.setShopId(shopId);
-//        return payService.cashPayOrder(payParam);
-//    }
 
     /**
      * 小程序支付
@@ -60,26 +50,4 @@ public class DistributionPayController {
         AssertUtil.isBlank(payParam.getCode(), "微信code不为空");
         return CzgResult.success(payService.mchRecharge(ServletUtil.getClientIP(request), payParam));
     }
-//
-//    /**
-//     * 正扫
-//     */
-//    @PostMapping("/scanPay")
-//    @Debounce(value = "#payParam.checkOrderPay.orderId")
-//    public CzgResult<Map<String, Object>> scanPayOrder(@RequestHeader Long shopId, HttpServletRequest request, @Validated @RequestBody MkDistributionPayDTO payParam) {
-//        payParam.setShopId(shopId);
-//        return payService.scanPayOrder(ServletUtil.getClientIP(request), payParam);
-//    }
-//
-//    /**
-//     * 反扫
-//     * authCode 必填 扫描码
-//     */
-//    @PostMapping("/microPay")
-//    @Debounce(value = "#payParam.checkOrderPay.orderId")
-//    public CzgResult<Map<String, Object>> microPayOrder(@RequestHeader Long shopId, @Validated @RequestBody MkDistributionPayDTO payParam) {
-//        payParam.setShopId(shopId);
-//        return payService.microPayOrder(payParam);
-//    }
-
 }
diff --git a/cash-service/order-service/src/main/java/com/czg/service/order/service/impl/ShopProdStatisticServiceImpl.java b/cash-service/order-service/src/main/java/com/czg/service/order/service/impl/ShopProdStatisticServiceImpl.java
index 8a178a1b0..07fd21710 100644
--- a/cash-service/order-service/src/main/java/com/czg/service/order/service/impl/ShopProdStatisticServiceImpl.java
+++ b/cash-service/order-service/src/main/java/com/czg/service/order/service/impl/ShopProdStatisticServiceImpl.java
@@ -14,10 +14,7 @@ import org.springframework.stereotype.Service;
 
 import java.math.BigDecimal;
 import java.time.LocalDate;
-import java.util.ArrayList;
-import java.util.Comparator;
-import java.util.List;
-import java.util.Objects;
+import java.util.*;
 import java.util.function.Function;
 import java.util.stream.Collectors;
 import java.util.stream.Stream;
@@ -167,44 +164,99 @@ public class ShopProdStatisticServiceImpl extends ServiceImpl<ShopProdStatisticM
      * @return 合并后的数据
      */
     private List<ShopProdStatistic> mergeProdStatistic(List<ShopProdStatistic> realTimeDataByDay, List<ShopProdStatistic> dateRange) {
-        if (realTimeDataByDay == null) {
-            realTimeDataByDay = new ArrayList<>();
-        }
-        if (dateRange == null) {
-            dateRange = new ArrayList<>();
-        }
+        // 1. 使用防御性编程，确保非空列表
+        List<ShopProdStatistic> realTimeData = Optional.ofNullable(realTimeDataByDay).orElseGet(ArrayList::new);
+        List<ShopProdStatistic> rangeData = Optional.ofNullable(dateRange).orElseGet(ArrayList::new);
 
-        return Stream.concat(realTimeDataByDay.stream(), dateRange.stream())
+        calculateValidData(realTimeData);
+        calculateValidData(rangeData);
+
+        return Stream.concat(realTimeData.stream(), rangeData.stream())
                 .filter(Objects::nonNull)
                 .collect(Collectors.toMap(
                         ShopProdStatistic::getProdId,
                         Function.identity(),
-                        (stat1, stat2) -> {
-                            // 创建合并后的对象
-                            ShopProdStatistic merged = new ShopProdStatistic();
-                            merged.setId(stat1.getId());
-                            merged.setShopId(stat1.getShopId());
-                            merged.setProdId(stat1.getProdId());
-                            merged.setProductName(stat1.getProductName());
-
-                            // 安全处理BigDecimal相加，处理null值
-                            merged.setSaleCount(safeAdd(stat1.getSaleCount(), stat2.getSaleCount()));
-                            merged.setSaleAmount(safeAdd(stat1.getSaleAmount(), stat2.getSaleAmount()));
-                            merged.setRefundCount(safeAdd(stat1.getRefundCount(), stat2.getRefundCount()));
-                            merged.setRefundAmount(safeAdd(stat1.getRefundAmount(), stat2.getRefundAmount()));
-
-                            return merged;
-                        }
+                        this::mergeStatistics
                 ))
                 .values()
                 .stream()
+                .peek(this::recalculateValidData)
                 .toList();
     }
 
+    /**
+     * 计算有效销售数据
+     */
+    private void calculateValidData(List<ShopProdStatistic> statistics) {
+        if (statistics == null || statistics.isEmpty()) {
+            return;
+        }
 
+        statistics.forEach(stat -> {
+            if (stat != null) {
+                stat.setValidSaleCount(safeSubtract(stat.getSaleCount(), stat.getRefundCount()));
+                stat.setValidSaleAmount(safeSubtract(stat.getValidSaleAmount(), stat.getRefundAmount()));
+            }
+        });
+    }
+
+    /**
+     * 合并两个统计对象
+     */
+    private ShopProdStatistic mergeStatistics(ShopProdStatistic stat1, ShopProdStatistic stat2) {
+        // 使用第一个非空对象作为基准
+        ShopProdStatistic baseStat = Optional.ofNullable(stat1).orElse(stat2);
+        ShopProdStatistic otherStat = stat1 == null ? null : stat2;
+
+        if (otherStat == null) {
+            return baseStat;
+        }
+
+        ShopProdStatistic merged = new ShopProdStatistic();
+
+        // 设置基本信息（优先使用非空值）
+        merged.setId(baseStat.getId());
+        merged.setShopId(baseStat.getShopId());
+        merged.setProdId(baseStat.getProdId());
+        merged.setProductName(
+                Optional.ofNullable(baseStat.getProductName())
+                        .orElse(otherStat.getProductName())
+        );
+
+        // 合并数值字段
+        merged.setSaleCount(safeAdd(baseStat.getSaleCount(), otherStat.getSaleCount()));
+        merged.setSaleAmount(safeAdd(baseStat.getSaleAmount(), otherStat.getSaleAmount()));
+        merged.setRefundCount(safeAdd(baseStat.getRefundCount(), otherStat.getRefundCount()));
+        merged.setRefundAmount(safeAdd(baseStat.getRefundAmount(), otherStat.getRefundAmount()));
+
+        return merged;
+    }
+
+    /**
+     * 重新计算合并后的有效数据
+     */
+    private void recalculateValidData(ShopProdStatistic stat) {
+        if (stat != null) {
+            stat.setValidSaleCount(safeSubtract(stat.getSaleCount(), stat.getRefundCount()));
+            stat.setValidSaleAmount(safeSubtract(stat.getSaleAmount(), stat.getRefundAmount()));
+        }
+    }
+
+    /**
+     * 安全的BigDecimal加法（处理null值）
+     */
     private BigDecimal safeAdd(BigDecimal num1, BigDecimal num2) {
-        BigDecimal safeNum1 = num1 != null ? num1 : BigDecimal.ZERO;
-        BigDecimal safeNum2 = num2 != null ? num2 : BigDecimal.ZERO;
+        BigDecimal safeNum1 = Optional.ofNullable(num1).orElse(BigDecimal.ZERO);
+        BigDecimal safeNum2 = Optional.ofNullable(num2).orElse(BigDecimal.ZERO);
         return safeNum1.add(safeNum2);
     }
+
+    /**
+     * 安全的BigDecimal减法（处理null值）
+     */
+    private BigDecimal safeSubtract(BigDecimal num1, BigDecimal num2) {
+        BigDecimal safeNum1 = Optional.ofNullable(num1).orElse(BigDecimal.ZERO);
+        BigDecimal safeNum2 = Optional.ofNullable(num2).orElse(BigDecimal.ZERO);
+        return safeNum1.subtract(safeNum2);
+    }
 }