When integrating MySQL data into Apache Spark (for example, through AWS Glue), you might encounter schema mismatches caused by how MySQL represents TINYINT(1) fields. This issue often surfaces when data pipelines read from different sources or connection types, such as JDBC over VPC Peering versus SSH tunnels. The Problem In MySQL, the data type TINYINT(1)