Replicating data from Neon in real time using Materialize allows for better and faster product development by providing an analytical data warehouse that is too slow or too costly, and a stream processor that introduces too much complexity. Logical replication enables capturing INSERT, UPDATE, and DELETE operations as they happen in the Neon database, making this data available to an external system for processing. Materialize can handle arbitrarily complex transformations on changing data using just SQL, and requires no additional infrastructure while guaranteeing transactional consistency. By configuring logical replication in Neon, creating a publication with the tables to replicate, granting permissions to a dedicated user, and creating a source in Materialize, developers can build CDC pipelines that provide fresh and consistent data. With its ability to handle CDC pipelines efficiently, Materialize makes it possible to transform replicated data into actionable results without requiring significant changes to architecture or infrastructure.