To handle large data volumes in Java, careful planning and coding are essential to prevent Out of Memory errors. Factors include understanding JVM memory types and assessing RAM needs against performance. Efficient memory use, effective garbage collection, and load testing are crucial, along with ongoing monitoring to address potential issues in production systems.