Shutl delivers with Neo4j by addressing issues with their previous MySQL database including exponential growth of joins, complex unmaintainable code, and slowing API response times. They chose Neo4j as a graph database because relationships are explicitly stored, domain modeling is simplified, and performance remains constant with growth. Queries in Neo4j use the Cypher language which focuses on pattern matching rather than implementation details.