Discuss the creation of large Semantic Web applications with billions of triples. Instead of using a traditional SPARQL endpoint, our toolchain is a pure JSON toolchain using JSON-LD and ElasticSearch to support queries. The toolchain is familiar to all developers, does not require knowledge of Semantic Web technologies, and performance is 10X better than using SPARQL endpoints. The presentation illustrates the approach in the context of an application to fight human trafficking, using data from over 100 million pages. The application is deployed to law enforcement agencies in the United States and United Kingdom.