Some exposure to Spark and AWS (S3 at minimum) in any setting, including coursework, internship, personal project, or free-tier Databricks, plus a basic grasp of why moving data between machines is expensive. Use AI coding assistants as your default working mode for scaffolding pipelines, generating tests, understanding unfamiliar code, and drafting documentation, then review and validate everything before it ships.