Douglas discusses the advantages of domain-specific modeling languages over traditional programming techniques, particularly for large-scale systems. He emphasizes that these languages can better represent complex dependencies and configurations, allowing for a higher level of abstraction and reducing the likelihood of errors. By focusing on the specific needs of a domain, these languages enable more efficient system design and integration.