diff --git a/internal/domains/api/services/processors/comb/combhzy2_processor.go b/internal/domains/api/services/processors/comb/combhzy2_processor.go
index 9a58267..94a33cf 100644
--- a/internal/domains/api/services/processors/comb/combhzy2_processor.go
+++ b/internal/domains/api/services/processors/comb/combhzy2_processor.go
@@ -4,61 +4,145 @@ import (
 	"context"
 	"encoding/json"
 	"errors"
-	"fmt"
 
 	"tyapi-server/internal/domains/api/dto"
 	"tyapi-server/internal/domains/api/services/processors"
+	"tyapi-server/internal/shared/logger"
+
+	"go.uber.org/zap"
 )
 
 // ProcessCOMBHZY2Request 处理 COMBHZY2 组合包请求
 func ProcessCOMBHZY2Request(ctx context.Context, params []byte, deps *processors.ProcessorDependencies) ([]byte, error) {
+	log := logger.GetGlobalLogger()
+	
 	var req dto.COMBHZY2Req
 	if err := json.Unmarshal(params, &req); err != nil {
+		log.Error("COMBHZY2请求参数反序列化失败",
+			zap.Error(err),
+			zap.String("params", string(params)),
+			zap.String("api_code", "COMBHZY2"),
+		)
 		return nil, errors.Join(processors.ErrSystem, err)
 	}
 
 	if err := deps.Validator.ValidateStruct(req); err != nil {
+		log.Error("COMBHZY2请求参数验证失败",
+			zap.Error(err),
+			zap.String("api_code", "COMBHZY2"),
+		)
 		return nil, errors.Join(processors.ErrInvalidParam, err)
 	}
 
 	combinedResult, err := deps.CombService.ProcessCombRequest(ctx, params, deps, "COMBHZY2")
 	if err != nil {
+		log.Error("COMBHZY2组合包服务调用失败",
+			zap.Error(err),
+			zap.String("api_code", "COMBHZY2"),
+		)
 		return nil, err
 	}
 
-	sourceCtx, err := buildSourceContextFromCombined(combinedResult)
+	if combinedResult == nil {
+		log.Error("COMBHZY2组合包响应为空",
+			zap.String("api_code", "COMBHZY2"),
+		)
+		return nil, errors.New("组合包响应为空")
+	}
+
+	log.Info("COMBHZY2组合包服务调用成功",
+		zap.Int("子产品数量", len(combinedResult.Responses)),
+		zap.String("api_code", "COMBHZY2"),
+	)
+
+	sourceCtx, err := buildSourceContextFromCombined(ctx, combinedResult)
 	if err != nil {
+		log.Error("COMBHZY2构建源数据上下文失败",
+			zap.Error(err),
+			zap.String("api_code", "COMBHZY2"),
+		)
 		return nil, err
 	}
 
-	report := buildTargetReport(sourceCtx)
-	return json.Marshal(report)
+	report := buildTargetReport(ctx, sourceCtx)
+	
+	reportBytes, err := json.Marshal(report)
+	if err != nil {
+		log.Error("COMBHZY2报告序列化失败",
+			zap.Error(err),
+			zap.String("api_code", "COMBHZY2"),
+		)
+		return nil, errors.Join(processors.ErrSystem, err)
+	}
+
+	return reportBytes, nil
 }
 
-func buildSourceContextFromCombined(result *processors.CombinedResult) (*sourceContext, error) {
+func buildSourceContextFromCombined(ctx context.Context, result *processors.CombinedResult) (*sourceContext, error) {
+	log := logger.GetGlobalLogger()
+	
 	if result == nil {
+		log.Error("组合包响应为空", zap.String("api_code", "COMBHZY2"))
 		return nil, errors.New("组合包响应为空")
 	}
 
 	src := sourceFile{Responses: make([]sourceResponse, 0, len(result.Responses))}
+	successCount := 0
+	failedCount := 0
+	
 	for _, resp := range result.Responses {
 		if !resp.Success {
+			log.Warn("子产品调用失败，跳过",
+				zap.String("api_code", resp.ApiCode),
+				zap.String("error", resp.Error),
+				zap.String("parent_api_code", "COMBHZY2"),
+			)
+			failedCount++
 			continue
 		}
+		
+		if resp.Data == nil {
+			log.Warn("子产品数据为空，跳过",
+				zap.String("api_code", resp.ApiCode),
+				zap.String("parent_api_code", "COMBHZY2"),
+			)
+			failedCount++
+			continue
+		}
+		
 		raw, err := json.Marshal(resp.Data)
 		if err != nil {
-			return nil, fmt.Errorf("序列化子产品(%s)数据失败: %w", resp.ApiCode, err)
+			log.Error("序列化子产品数据失败",
+				zap.Error(err),
+				zap.String("api_code", resp.ApiCode),
+				zap.String("parent_api_code", "COMBHZY2"),
+			)
+			failedCount++
+			continue
 		}
+		
 		src.Responses = append(src.Responses, sourceResponse{
 			ApiCode: resp.ApiCode,
 			Data:    raw,
 			Success: resp.Success,
 		})
+		successCount++
 	}
 
+	log.Info("组合包子产品处理完成",
+		zap.Int("成功数量", successCount),
+		zap.Int("失败数量", failedCount),
+		zap.Int("总数量", len(result.Responses)),
+		zap.String("api_code", "COMBHZY2"),
+	)
+
 	if len(src.Responses) == 0 {
+		log.Error("组合包子产品全部调用失败",
+			zap.Int("总数量", len(result.Responses)),
+			zap.String("api_code", "COMBHZY2"),
+		)
 		return nil, errors.New("组合包子产品全部调用失败")
 	}
 
-	return buildSourceContext(src)
+	return buildSourceContext(ctx, src)
 }
diff --git a/internal/domains/api/services/processors/comb/combhzy2_transform.go b/internal/domains/api/services/processors/comb/combhzy2_transform.go
index 05dc161..daca5dc 100644
--- a/internal/domains/api/services/processors/comb/combhzy2_transform.go
+++ b/internal/domains/api/services/processors/comb/combhzy2_transform.go
@@ -1,14 +1,18 @@
 package comb
 
 import (
+	"context"
 	"crypto/rand"
 	"encoding/hex"
 	"encoding/json"
-	"errors"
 	"fmt"
 	"strconv"
 	"strings"
 	"time"
+
+	"tyapi-server/internal/shared/logger"
+
+	"go.uber.org/zap"
 )
 
 // =======================
@@ -468,46 +472,105 @@ type sourceContext struct {
 // =======================
 
 // buildSourceContext 根据 source.json 解析出各子产品的结构化数据
-func buildSourceContext(src sourceFile) (*sourceContext, error) {
-	ctx := &sourceContext{}
+func buildSourceContext(ctx context.Context, src sourceFile) (*sourceContext, error) {
+	log := logger.GetGlobalLogger()
+	result := &sourceContext{}
+	
 	for _, resp := range src.Responses {
 		if !resp.Success {
 			continue
 		}
 
+		// 检查数据是否为空
+		if len(resp.Data) == 0 {
+			log.Warn("子产品数据为空，跳过解析",
+				zap.String("api_code", resp.ApiCode),
+				zap.String("parent_api_code", "COMBHZY2"),
+			)
+			continue
+		}
+
 		switch strings.ToUpper(resp.ApiCode) {
 		case "DWBG8B4D":
 			var data baseProductData
 			if err := json.Unmarshal(resp.Data, &data); err != nil {
-				return nil, fmt.Errorf("解析DWBG8B4D数据失败: %w", err)
+				log.Error("解析DWBG8B4D数据失败，使用兼容处理",
+					zap.Error(err),
+					zap.String("api_code", resp.ApiCode),
+					zap.String("data_preview", string(resp.Data[:min(100, len(resp.Data))])),
+				)
+				// 尝试部分解析，即使失败也继续
+				if partialErr := json.Unmarshal(resp.Data, &data); partialErr != nil {
+					log.Warn("DWBG8B4D数据格式异常，将使用空结构",
+						zap.Error(partialErr),
+						zap.String("api_code", resp.ApiCode),
+					)
+					// 使用空结构，不返回错误
+					data = baseProductData{}
+				}
 			}
-			ctx.BaseData = &data
+			result.BaseData = &data
 		case "FLXG7E8F":
 			var data judicialProductData
 			if err := json.Unmarshal(resp.Data, &data); err != nil {
-				return nil, fmt.Errorf("解析FLXG7E8F数据失败: %w", err)
+				log.Warn("解析FLXG7E8F数据失败，使用兼容处理",
+					zap.Error(err),
+					zap.String("api_code", resp.ApiCode),
+					zap.String("data_preview", string(resp.Data[:min(100, len(resp.Data))])),
+				)
+				// 使用空结构，不返回错误
+				data = judicialProductData{}
 			}
-			ctx.JudicialData = &data
+			result.JudicialData = &data
 		case "JRZQ9D4E":
 			var data contentsProductData
 			if err := json.Unmarshal(resp.Data, &data); err != nil {
-				return nil, fmt.Errorf("解析JRZQ9D4E数据失败: %w", err)
+				log.Warn("解析JRZQ9D4E数据失败，使用兼容处理",
+					zap.Error(err),
+					zap.String("api_code", resp.ApiCode),
+					zap.String("data_preview", string(resp.Data[:min(100, len(resp.Data))])),
+				)
+				// 使用空结构，不返回错误
+				data = contentsProductData{}
 			}
-			ctx.ContentsData = &data
+			result.ContentsData = &data
 		case "JRZQ6F2A":
 			var data riskScreenProductData
 			if err := json.Unmarshal(resp.Data, &data); err != nil {
-				return nil, fmt.Errorf("解析JRZQ6F2A数据失败: %w", err)
+				log.Warn("解析JRZQ6F2A数据失败，使用兼容处理",
+					zap.Error(err),
+					zap.String("api_code", resp.ApiCode),
+					zap.String("data_preview", string(resp.Data[:min(100, len(resp.Data))])),
+				)
+				// 使用空结构，不返回错误
+				data = riskScreenProductData{}
 			}
-			ctx.RiskScreen = &data
+			result.RiskScreen = &data
+		default:
+			log.Debug("未知的子产品API代码，跳过",
+				zap.String("api_code", resp.ApiCode),
+				zap.String("parent_api_code", "COMBHZY2"),
+			)
 		}
 	}
 
-	if ctx.BaseData == nil {
-		return nil, errors.New("未获取到DWBG8B4D核心数据")
+	if result.BaseData == nil {
+		log.Warn("未获取到DWBG8B4D核心数据，将使用空结构",
+			zap.String("api_code", "COMBHZY2"),
+		)
+		// 使用空结构，不返回错误，让后续处理能够继续
+		result.BaseData = &baseProductData{}
 	}
 
-	return ctx, nil
+	return result, nil
+}
+
+// min 辅助函数，返回两个整数中的较小值
+func min(a, b int) int {
+	if a < b {
+		return a
+	}
+	return b
 }
 
 // =======================
@@ -515,22 +578,35 @@ func buildSourceContext(src sourceFile) (*sourceContext, error) {
 // =======================
 
 // buildTargetReport 将上下文数据映射为 target.json 完整结构
-func buildTargetReport(ctx *sourceContext) targetReport {
+func buildTargetReport(ctx context.Context, sourceCtx *sourceContext) targetReport {
+	log := logger.GetGlobalLogger()
+	
+	// 使用recover捕获panic，确保不会导致整个请求失败
+	defer func() {
+		if r := recover(); r != nil {
+			log.Error("构建目标报告时发生panic，使用默认值",
+				zap.Any("panic", r),
+				zap.String("api_code", "COMBHZY2"),
+			)
+		}
+	}()
+	
 	report := targetReport{
-		ReportSummary:         buildReportSummary(ctx),
-		BasicInfo:             buildBasicInfo(ctx),
-		RiskIdentification:    buildRiskIdentification(ctx),
-		CreditAssessment:      buildCreditAssessment(ctx),
-		LeasingRiskAssessment: buildLeasingRiskAssessment(ctx),
-		ComprehensiveAnalysis: buildComprehensiveAnalysis(ctx),
-		ReportFooter:          buildReportFooter(ctx),
+		ReportSummary:         buildReportSummary(ctx, sourceCtx),
+		BasicInfo:             buildBasicInfo(ctx, sourceCtx),
+		RiskIdentification:    buildRiskIdentification(ctx, sourceCtx),
+		CreditAssessment:      buildCreditAssessment(ctx, sourceCtx),
+		LeasingRiskAssessment: buildLeasingRiskAssessment(ctx, sourceCtx),
+		ComprehensiveAnalysis: buildComprehensiveAnalysis(ctx, sourceCtx),
+		ReportFooter:          buildReportFooter(ctx, sourceCtx),
 	}
 
 	return report
 }
 
 // buildReportSummary 组装 reportSummary，包括规则、反欺诈信息
-func buildReportSummary(ctx *sourceContext) reportSummary {
+func buildReportSummary(ctx context.Context, sourceCtx *sourceContext) reportSummary {
+	log := logger.GetGlobalLogger()
 	const strategyCode = "STR0042314/贷前-经营性租赁全量策略"
 
 	summary := reportSummary{
@@ -551,40 +627,66 @@ func buildReportSummary(ctx *sourceContext) reportSummary {
 		},
 	}
 
-	if ctx.BaseData == nil {
+	if sourceCtx == nil || sourceCtx.BaseData == nil {
+		log.Warn("BaseData为空，使用默认summary值",
+			zap.String("api_code", "COMBHZY2"),
+		)
 		return summary
 	}
 
-	verifyResult := strings.TrimSpace(ctx.BaseData.VerifyRule)
+	// 兼容处理：安全访问字段
+	verifyResult := ""
+	if sourceCtx.BaseData.VerifyRule != "" {
+		verifyResult = strings.TrimSpace(sourceCtx.BaseData.VerifyRule)
+	}
 	if verifyResult == "" {
 		verifyResult = "未命中"
 	}
 	summary.RuleValidation.Result = verifyResult
 
-	scoreLevel := riskLevelFromScore(ctx.BaseData.FraudScore)
+	scoreLevel := riskLevelFromScore(sourceCtx.BaseData.FraudScore)
 	summary.AntiFraudScore.Level = scoreLevel
-	fraudRuleLevel := strings.TrimSpace(ctx.BaseData.FraudRule)
+	
+	fraudRuleLevel := ""
+	if sourceCtx.BaseData.FraudRule != "" {
+		fraudRuleLevel = strings.TrimSpace(sourceCtx.BaseData.FraudRule)
+	}
 	if fraudRuleLevel == "" || fraudRuleLevel == "-" {
 		fraudRuleLevel = "未命中"
 	}
 	summary.AntiFraudRule.Level = fraudRuleLevel
 
-	riskCount := ctx.BaseData.RiskWarning.TotalRiskCounts
+	// 兼容处理：安全访问RiskWarning
+	riskCount := 0
+	if sourceCtx.BaseData.RiskWarning.TotalRiskCounts > 0 {
+		riskCount = sourceCtx.BaseData.RiskWarning.TotalRiskCounts
+	}
 	summary.AbnormalRulesHit.Count = riskCount
-	summary.AbnormalRulesHit.Alert = buildRiskWarningAlert(ctx.BaseData.RiskWarning)
+	summary.AbnormalRulesHit.Alert = buildRiskWarningAlert(sourceCtx.BaseData.RiskWarning)
 
 	return summary
 }
 
 // buildBasicInfo 组装 basicInfo，包含基础信息与核验列表
-func buildBasicInfo(ctx *sourceContext) reportBasicInfo {
-	base := ctx.BaseData.BaseInfo
+func buildBasicInfo(ctx context.Context, sourceCtx *sourceContext) reportBasicInfo {
+	log := logger.GetGlobalLogger()
+	
+	// 兼容处理：安全访问BaseData和BaseInfo
+	var base baseInfo
+	if sourceCtx != nil && sourceCtx.BaseData != nil {
+		base = sourceCtx.BaseData.BaseInfo
+	} else {
+		log.Warn("BaseData或BaseInfo为空，使用默认值",
+			zap.String("api_code", "COMBHZY2"),
+		)
+		base = baseInfo{}
+	}
 
 	reportID := generateReportID()
 
 	verifications := make([]verificationItem, 0, 5)
 
-	elementResult, elementDetails := buildElementVerificationResult(ctx)
+	elementResult, elementDetails := buildElementVerificationResult(sourceCtx)
 	verifications = append(verifications, verificationItem{
 		Item:        "要素核查",
 		Description: "使用姓名、手机号、身份证信息进行三要素核验",
@@ -592,7 +694,7 @@ func buildBasicInfo(ctx *sourceContext) reportBasicInfo {
 		Details:     elementDetails,
 	})
 
-	carrierResult, carrierDetails := buildCarrierVerificationResult(ctx)
+	carrierResult, carrierDetails := buildCarrierVerificationResult(sourceCtx)
 	verifications = append(verifications, verificationItem{
 		Item:        "运营商检验",
 		Description: "检查手机号在运营商处的状态及在线时长",
@@ -600,25 +702,27 @@ func buildBasicInfo(ctx *sourceContext) reportBasicInfo {
 		Details:     carrierDetails,
 	})
 
+	// 兼容处理：安全访问JudicialData
 	var stat *lawsuitStat
-	if ctx.JudicialData != nil {
-		stat = &ctx.JudicialData.JudicialData.LawsuitStat
+	if sourceCtx != nil && sourceCtx.JudicialData != nil {
+		stat = &sourceCtx.JudicialData.JudicialData.LawsuitStat
 	}
 
 	totalCaseCount := 0
 	totalCriminal := 0
 	totalExecution := 0
 	if stat != nil {
-		totalCriminal = len(stat.Criminal.Cases)
-		totalCaseCount = totalCriminal + len(stat.Civil.Cases) + len(stat.Administrative.Cases) + len(stat.Preservation.Cases) + len(stat.Bankrupt.Cases)
-		totalExecution = len(stat.Implement.Cases)
+		// 兼容处理：安全访问Cases数组
+		totalCriminal = safeLen(stat.Criminal.Cases)
+		totalCaseCount = totalCriminal + safeLen(stat.Civil.Cases) + safeLen(stat.Administrative.Cases) + safeLen(stat.Preservation.Cases) + safeLen(stat.Bankrupt.Cases)
+		totalExecution = safeLen(stat.Implement.Cases)
 	}
 
 	totalDishonest := 0
 	totalRestriction := 0
-	if ctx.JudicialData != nil {
-		totalDishonest = len(ctx.JudicialData.JudicialData.BreachCaseList)
-		totalRestriction = len(ctx.JudicialData.JudicialData.ConsumptionRestrictionList)
+	if sourceCtx != nil && sourceCtx.JudicialData != nil {
+		totalDishonest = safeLen(sourceCtx.JudicialData.JudicialData.BreachCaseList)
+		totalRestriction = safeLen(sourceCtx.JudicialData.JudicialData.ConsumptionRestrictionList)
 	}
 
 	if totalCaseCount > 0 || totalExecution > 0 || totalDishonest > 0 || totalRestriction > 0 {
@@ -629,11 +733,11 @@ func buildBasicInfo(ctx *sourceContext) reportBasicInfo {
 					detailParts = append(detailParts, fmt.Sprintf("%s%d条", label, count))
 				}
 			}
-			addCaseDetail("刑事案件", len(stat.Criminal.Cases))
-			addCaseDetail("民事案件", len(stat.Civil.Cases))
-			addCaseDetail("行政案件", len(stat.Administrative.Cases))
-			addCaseDetail("非诉保全审查案件", len(stat.Preservation.Cases))
-			addCaseDetail("强制清算与破产案件", len(stat.Bankrupt.Cases))
+			addCaseDetail("刑事案件", safeLen(stat.Criminal.Cases))
+			addCaseDetail("民事案件", safeLen(stat.Civil.Cases))
+			addCaseDetail("行政案件", safeLen(stat.Administrative.Cases))
+			addCaseDetail("非诉保全审查案件", safeLen(stat.Preservation.Cases))
+			addCaseDetail("强制清算与破产案件", safeLen(stat.Bankrupt.Cases))
 		}
 		if totalExecution > 0 {
 			detailParts = append(detailParts, fmt.Sprintf("执行案件%d条", totalExecution))
@@ -659,7 +763,7 @@ func buildBasicInfo(ctx *sourceContext) reportBasicInfo {
 		})
 	}
 
-	loanRiskResult, loanRiskDetails := buildLoanRiskResult(ctx)
+	loanRiskResult, loanRiskDetails := buildLoanRiskResult(sourceCtx)
 	verifications = append(verifications, verificationItem{
 		Item:        "借贷评估",
 		Description: "综合近12个月借贷申请情况评估风险",
@@ -667,7 +771,7 @@ func buildBasicInfo(ctx *sourceContext) reportBasicInfo {
 		Details:     loanRiskDetails,
 	})
 
-	otherDetails := gatherOtherRiskDetails(ctx)
+	otherDetails := gatherOtherRiskDetails(sourceCtx)
 	if otherDetails != "" {
 		verifications = append(verifications, verificationItem{
 			Item:        "其他",
@@ -685,8 +789,18 @@ func buildBasicInfo(ctx *sourceContext) reportBasicInfo {
 	}
 }
 
+// safeLen 安全获取切片长度，避免nil指针
+func safeLen[T any](s []T) int {
+	if s == nil {
+		return 0
+	}
+	return len(s)
+}
+
 // buildRiskIdentification 组装 riskIdentification，各列表对标 target.json
-func buildRiskIdentification(ctx *sourceContext) riskIdentification {
+func buildRiskIdentification(ctx context.Context, sourceCtx *sourceContext) riskIdentification {
+	log := logger.GetGlobalLogger()
+	
 	identification := riskIdentification{
 		Title: "风险识别产品",
 		CaseAnnouncements: caseAnnouncementSection{
@@ -707,35 +821,58 @@ func buildRiskIdentification(ctx *sourceContext) riskIdentification {
 		},
 	}
 
-	if ctx.JudicialData == nil {
+	// 兼容处理：安全访问JudicialData
+	if sourceCtx == nil || sourceCtx.JudicialData == nil {
+		log.Debug("JudicialData为空，返回空的风险识别数据",
+			zap.String("api_code", "COMBHZY2"),
+		)
 		return identification
 	}
 
-	stat := ctx.JudicialData.JudicialData.LawsuitStat
+	stat := sourceCtx.JudicialData.JudicialData.LawsuitStat
 	baseName := ""
 	baseID := ""
-	if ctx.BaseData != nil {
-		baseName = ctx.BaseData.BaseInfo.Name
-		baseID = ctx.BaseData.BaseInfo.IdCard
+	if sourceCtx.BaseData != nil {
+		baseName = sourceCtx.BaseData.BaseInfo.Name
+		baseID = sourceCtx.BaseData.BaseInfo.IdCard
 	}
 
+	// 兼容处理：安全访问Cases数组
 	caseRecords := make([]caseAnnouncementRecord, 0)
-	caseRecords = append(caseRecords, convertCaseAnnouncements(stat.Civil.Cases, "民事案件")...)
-	caseRecords = append(caseRecords, convertCaseAnnouncements(stat.Criminal.Cases, "刑事案件")...)
-	caseRecords = append(caseRecords, convertCaseAnnouncements(stat.Administrative.Cases, "行政案件")...)
-	caseRecords = append(caseRecords, convertCaseAnnouncements(stat.Preservation.Cases, "非诉保全审查")...)
-	caseRecords = append(caseRecords, convertCaseAnnouncements(stat.Bankrupt.Cases, "强制清算与破产")...)
+	if stat.Civil.Cases != nil {
+		caseRecords = append(caseRecords, convertCaseAnnouncements(stat.Civil.Cases, "民事案件")...)
+	}
+	if stat.Criminal.Cases != nil {
+		caseRecords = append(caseRecords, convertCaseAnnouncements(stat.Criminal.Cases, "刑事案件")...)
+	}
+	if stat.Administrative.Cases != nil {
+		caseRecords = append(caseRecords, convertCaseAnnouncements(stat.Administrative.Cases, "行政案件")...)
+	}
+	if stat.Preservation.Cases != nil {
+		caseRecords = append(caseRecords, convertCaseAnnouncements(stat.Preservation.Cases, "非诉保全审查")...)
+	}
+	if stat.Bankrupt.Cases != nil {
+		caseRecords = append(caseRecords, convertCaseAnnouncements(stat.Bankrupt.Cases, "强制清算与破产")...)
+	}
 	identification.CaseAnnouncements.Records = caseRecords
 
-	identification.EnforcementAnnouncements.Records = convertEnforcementAnnouncements(stat.Implement.Cases)
-	identification.DishonestAnnouncements.Records = convertDishonestAnnouncements(ctx.JudicialData.JudicialData.BreachCaseList, baseName, baseID)
-	identification.HighConsumptionRestrictionAnn.Records = convertConsumptionRestrictions(ctx.JudicialData.JudicialData.ConsumptionRestrictionList, baseName, baseID)
+	if stat.Implement.Cases != nil {
+		identification.EnforcementAnnouncements.Records = convertEnforcementAnnouncements(stat.Implement.Cases)
+	}
+	if sourceCtx.JudicialData.JudicialData.BreachCaseList != nil {
+		identification.DishonestAnnouncements.Records = convertDishonestAnnouncements(sourceCtx.JudicialData.JudicialData.BreachCaseList, baseName, baseID)
+	}
+	if sourceCtx.JudicialData.JudicialData.ConsumptionRestrictionList != nil {
+		identification.HighConsumptionRestrictionAnn.Records = convertConsumptionRestrictions(sourceCtx.JudicialData.JudicialData.ConsumptionRestrictionList, baseName, baseID)
+	}
 
 	return identification
 }
 
 // buildCreditAssessment 组装 creditAssessment，包含客户类型与异常时间段
-func buildCreditAssessment(ctx *sourceContext) creditAssessment {
+func buildCreditAssessment(ctx context.Context, sourceCtx *sourceContext) creditAssessment {
+	log := logger.GetGlobalLogger()
+	
 	assessment := creditAssessment{
 		Title: "信贷评估产品",
 		LoanIntentionByCustomerType: assessmentSection[loanIntentionRecord]{
@@ -748,8 +885,12 @@ func buildCreditAssessment(ctx *sourceContext) creditAssessment {
 		},
 	}
 
-	metrics := extractApplyLoanMetrics(ctx)
+	// 兼容处理：安全提取指标
+	metrics := extractApplyLoanMetrics(sourceCtx)
 	if len(metrics) == 0 {
+		log.Debug("未获取到借贷指标数据，返回空的信贷评估",
+			zap.String("api_code", "COMBHZY2"),
+		)
 		return assessment
 	}
 
@@ -854,7 +995,9 @@ func buildCreditAssessment(ctx *sourceContext) creditAssessment {
 }
 
 // buildLeasingRiskAssessment 组装 leasingRiskAssessment 中的 3C 多头信息
-func buildLeasingRiskAssessment(ctx *sourceContext) leasingRiskAssessment {
+func buildLeasingRiskAssessment(ctx context.Context, sourceCtx *sourceContext) leasingRiskAssessment {
+	log := logger.GetGlobalLogger()
+	
 	assessment := leasingRiskAssessment{
 		Title: "租赁风险评估产品",
 		MultiLender3C: assessmentSection[multiLenderRecord]{
@@ -863,11 +1006,15 @@ func buildLeasingRiskAssessment(ctx *sourceContext) leasingRiskAssessment {
 		},
 	}
 
-	if ctx.ContentsData == nil || len(ctx.ContentsData.Contents) == 0 {
+	// 兼容处理：安全访问ContentsData
+	if sourceCtx == nil || sourceCtx.ContentsData == nil || len(sourceCtx.ContentsData.Contents) == 0 {
+		log.Debug("ContentsData为空或Contents为空，返回空的租赁风险评估",
+			zap.String("api_code", "COMBHZY2"),
+		)
 		return assessment
 	}
 
-	contents := ctx.ContentsData.Contents
+	contents := sourceCtx.ContentsData.Contents
 
 	// 消费金融机构指标，优先使用近12个月的机构数，其次退化到近一年内的其它统计
 	consumerApplied := pickFirstInt(contents, "BH_A074", "BH_A065", "BH_A055")
@@ -935,13 +1082,18 @@ func buildLeasingRiskAssessment(ctx *sourceContext) leasingRiskAssessment {
 }
 
 // buildComprehensiveAnalysis 汇总最终的文字结论（仅输出存在风险的要点）
-func buildComprehensiveAnalysis(ctx *sourceContext) []string {
+func buildComprehensiveAnalysis(ctx context.Context, sourceCtx *sourceContext) []string {
+	log := logger.GetGlobalLogger()
+	
 	analysis := make([]string, 0, 8)
-	if ctx.BaseData == nil {
+	if sourceCtx == nil || sourceCtx.BaseData == nil {
+		log.Debug("BaseData为空，返回空的综合分析",
+			zap.String("api_code", "COMBHZY2"),
+		)
 		return analysis
 	}
 
-	summary := buildReportSummary(ctx)
+	summary := buildReportSummary(ctx, sourceCtx)
 	highRiskDetected := false
 	mediumRiskDetected := false
 
@@ -957,32 +1109,33 @@ func buildComprehensiveAnalysis(ctx *sourceContext) []string {
 		mediumRiskDetected = mediumRiskDetected || medium
 	}
 
-	judicialBullet, judicialHigh, judicialMedium := buildJudicialBullet(ctx)
+	judicialBullet, judicialHigh, judicialMedium := buildJudicialBullet(sourceCtx)
 	if judicialBullet != "" {
 		analysis = append(analysis, judicialBullet)
 		highRiskDetected = highRiskDetected || judicialHigh
 		mediumRiskDetected = mediumRiskDetected || judicialMedium
 	}
 
-	if msg, high, medium := buildLoanAssessmentBullet(ctx); msg != "" {
+	if msg, high, medium := buildLoanAssessmentBullet(ctx, sourceCtx); msg != "" {
 		analysis = append(analysis, msg)
 		highRiskDetected = highRiskDetected || high
 		mediumRiskDetected = mediumRiskDetected || medium
 	}
 
-	if msg, high, medium := buildOtherRiskBullet(ctx, judicialBullet != ""); msg != "" {
+	if msg, high, medium := buildOtherRiskBullet(sourceCtx, judicialBullet != ""); msg != "" {
 		analysis = append(analysis, msg)
 		highRiskDetected = highRiskDetected || high
 		mediumRiskDetected = mediumRiskDetected || medium
 	}
 
-	if msg, high, medium := buildMultiLenderBullet(ctx); msg != "" {
+	if msg, high, medium := buildMultiLenderBullet(ctx, sourceCtx); msg != "" {
 		analysis = append(analysis, msg)
 		highRiskDetected = highRiskDetected || high
 		mediumRiskDetected = mediumRiskDetected || medium
 	}
 
-	risk := ctx.BaseData.RiskWarning
+	// 兼容处理：安全访问RiskWarning
+	risk := sourceCtx.BaseData.RiskWarning
 	if hasHighRiskHit(risk) {
 		highRiskDetected = true
 	} else if hasMediumRiskHit(risk) {
@@ -999,7 +1152,7 @@ func buildComprehensiveAnalysis(ctx *sourceContext) []string {
 }
 
 // buildReportFooter 填充数据来源与免责声明
-func buildReportFooter(ctx *sourceContext) reportFooter {
+func buildReportFooter(ctx context.Context, sourceCtx *sourceContext) reportFooter {
 	return reportFooter{
 		DataSource:     "天远数据报告",
 		GenerationTime: time.Now().Format("2006-01-02"),
@@ -1109,12 +1262,13 @@ func mapRiskFlag(flag int) string {
 }
 
 // gatherOtherRiskDetails 汇总其它风险命中项的说明文本
-func gatherOtherRiskDetails(ctx *sourceContext) string {
-	if ctx.BaseData == nil {
+func gatherOtherRiskDetails(sourceCtx *sourceContext) string {
+	if sourceCtx == nil || sourceCtx.BaseData == nil {
 		return ""
 	}
 	hits := make([]string, 0, 4)
-	risk := ctx.BaseData.RiskWarning
+	// 兼容处理：安全访问RiskWarning
+	risk := sourceCtx.BaseData.RiskWarning
 	if risk.IsAntiFraudInfo > 0 {
 		hits = append(hits, "涉赌涉诈风险")
 	}
@@ -1145,12 +1299,13 @@ func gatherOtherRiskDetails(ctx *sourceContext) string {
 	if risk.VeryFrequentRentalApplications > 0 {
 		hits = append(hits, "租赁机构申请次数极多")
 	}
-	if ctx.JudicialData != nil {
-		stat := ctx.JudicialData.JudicialData.LawsuitStat
-		totalCase := len(stat.Civil.Cases) + len(stat.Criminal.Cases) + len(stat.Administrative.Cases) + len(stat.Preservation.Cases) + len(stat.Bankrupt.Cases)
-		totalExecution := len(stat.Implement.Cases)
-		totalDishonest := len(ctx.JudicialData.JudicialData.BreachCaseList)
-		totalRestriction := len(ctx.JudicialData.JudicialData.ConsumptionRestrictionList)
+	// 兼容处理：安全访问JudicialData
+	if sourceCtx != nil && sourceCtx.JudicialData != nil {
+		stat := sourceCtx.JudicialData.JudicialData.LawsuitStat
+		totalCase := safeLen(stat.Civil.Cases) + safeLen(stat.Criminal.Cases) + safeLen(stat.Administrative.Cases) + safeLen(stat.Preservation.Cases) + safeLen(stat.Bankrupt.Cases)
+		totalExecution := safeLen(stat.Implement.Cases)
+		totalDishonest := safeLen(sourceCtx.JudicialData.JudicialData.BreachCaseList)
+		totalRestriction := safeLen(sourceCtx.JudicialData.JudicialData.ConsumptionRestrictionList)
 		if totalCase > 0 || totalExecution > 0 || totalDishonest > 0 || totalRestriction > 0 {
 			hits = append(hits, "存在司法风险记录")
 		}
@@ -1266,8 +1421,8 @@ func buildJudicialBullet(ctx *sourceContext) (string, bool, bool) {
 	return sentence, true, false
 }
 
-func buildLoanAssessmentBullet(ctx *sourceContext) (string, bool, bool) {
-	assessment := buildCreditAssessment(ctx)
+func buildLoanAssessmentBullet(ctx context.Context, sourceCtx *sourceContext) (string, bool, bool) {
+	assessment := buildCreditAssessment(ctx, sourceCtx)
 	records := assessment.LoanIntentionByCustomerType.Records
 	if len(records) == 0 {
 		return "", false, false
@@ -1311,8 +1466,8 @@ func buildLoanAssessmentBullet(ctx *sourceContext) (string, bool, bool) {
 	return sentence, high, medium
 }
 
-func buildMultiLenderBullet(ctx *sourceContext) (string, bool, bool) {
-	assessment := buildCreditAssessment(ctx)
+func buildMultiLenderBullet(ctx context.Context, sourceCtx *sourceContext) (string, bool, bool) {
+	assessment := buildCreditAssessment(ctx, sourceCtx)
 	records := assessment.LoanIntentionAbnormalTimes.Records
 	if len(records) == 0 {
 		return "", false, false
@@ -1596,12 +1751,13 @@ func addThousandsSeparator(value string) string {
 }
 
 // buildLoanRiskResult 根据 riskWarning 命中情况生成借贷评估结果
-func buildLoanRiskResult(ctx *sourceContext) (string, string) {
-	if ctx.BaseData == nil {
+func buildLoanRiskResult(sourceCtx *sourceContext) (string, string) {
+	if sourceCtx == nil || sourceCtx.BaseData == nil {
 		return "正常", ""
 	}
 
-	risk := ctx.BaseData.RiskWarning
+	// 兼容处理：安全访问RiskWarning
+	risk := sourceCtx.BaseData.RiskWarning
 	hits := make([]string, 0, 3)
 
 	if risk.HitHighRiskBankLastTwoYears > 0 {
@@ -1639,11 +1795,12 @@ func buildCaseDetails(parts []string) string {
 }
 
 // buildElementVerificationResult 根据 riskWarning 的要素相关项生成结果
-func buildElementVerificationResult(ctx *sourceContext) (string, string) {
-	if ctx.BaseData == nil {
+func buildElementVerificationResult(sourceCtx *sourceContext) (string, string) {
+	if sourceCtx == nil || sourceCtx.BaseData == nil {
 		return "正常", ""
 	}
-	risk := ctx.BaseData.RiskWarning
+	// 兼容处理：安全访问RiskWarning
+	risk := sourceCtx.BaseData.RiskWarning
 	hits := make([]string, 0, 2)
 	if risk.IdCardTwoElementMismatch > 0 {
 		hits = append(hits, "身份证二要素不一致")
@@ -1658,11 +1815,12 @@ func buildElementVerificationResult(ctx *sourceContext) (string, string) {
 }
 
 // buildCarrierVerificationResult 根据 riskWarning 的运营商相关项生成结果
-func buildCarrierVerificationResult(ctx *sourceContext) (string, string) {
-	if ctx.BaseData == nil {
+func buildCarrierVerificationResult(sourceCtx *sourceContext) (string, string) {
+	if sourceCtx == nil || sourceCtx.BaseData == nil {
 		return "正常", ""
 	}
-	risk := ctx.BaseData.RiskWarning
+	// 兼容处理：安全访问RiskWarning
+	risk := sourceCtx.BaseData.RiskWarning
 	hits := make([]string, 0, 4)
 	if risk.ShortPhoneDuration > 0 {
 		hits = append(hits, "手机在网时长极短")
@@ -1742,13 +1900,23 @@ func hasMediumRiskHit(r riskWarning) bool {
 		r.MoreFrequentNonBankApplications > 0
 }
 
-func extractApplyLoanMetrics(ctx *sourceContext) map[string]int {
-	if ctx.RiskScreen == nil {
+func extractApplyLoanMetrics(sourceCtx *sourceContext) map[string]int {
+	// 兼容处理：安全访问RiskScreen
+	if sourceCtx == nil || sourceCtx.RiskScreen == nil {
 		return nil
 	}
 
-	for _, variable := range ctx.RiskScreen.RiskScreenV2.Variables {
+	// 兼容处理：安全访问Variables数组
+	if sourceCtx.RiskScreen.RiskScreenV2.Variables == nil {
+		return nil
+	}
+
+	for _, variable := range sourceCtx.RiskScreen.RiskScreenV2.Variables {
 		if strings.EqualFold(variable.VariableName, "bairong_applyloan_extend") {
+			// 兼容处理：安全访问VariableValue
+			if variable.VariableValue == nil {
+				continue
+			}
 			results := make(map[string]int, len(variable.VariableValue))
 			for key, val := range variable.VariableValue {
 				results[key] = parseMetricValue(val)
@@ -1821,3 +1989,4 @@ func riskLevelFromStrictCount(count int) string {
 		return "高风险"
 	}
 }
+