Implementing a custom error handling mechanism enhances debugging efficiency by attaching metadata such as timestamps and user IDs to errors. The MetadataError class captures contextual information, while serialization capabilities through the SerializableError class facilitate easy logging and network transmission. This robust framework improves issue resolution in applications.