Outdated skills of data engineers in 2025 and what you should stop doing.Traditional on-premises tools are becoming outdated as companies shift to the cloud.MapReduce is outdated as it is slow and difficult to manage; Apache Spark is a better alternative.Relying solely on SQL is no longer enough; data engineers need to understand data organization for reporting, analytics, and flexibility.