diff --git a/core/logx/richlogger.go b/core/logx/richlogger.go
index 482852e43493..c324a15e34c8 100644
--- a/core/logx/richlogger.go
+++ b/core/logx/richlogger.go
@@ -183,6 +183,7 @@ func (l *richLogger) WithFields(fields ...LogField) Logger {
 func (l *richLogger) buildFields(fields ...LogField) []LogField {
 	fields = append(l.fields, fields...)
 	fields = append(fields, Field(callerKey, getCaller(callerDepth+l.callerSkip)))
+	fields = combineGlobalFields(fields)
 
 	if l.ctx == nil {
 		return fields
@@ -210,7 +211,7 @@ func (l *richLogger) buildFields(fields ...LogField) []LogField {
 
 func (l *richLogger) debug(v any, fields ...LogField) {
 	if shallLog(DebugLevel) {
-		getWriter().Debug(v, l.buildFields(fields...)...)
+		getWriter().Debug(v, (l.buildFields(fields...))...)
 	}
 }