Senior hands-on data engineer role centered on Apache Spark: building, debugging and optimising production-grade PySpark workloads (DataFrame APIs and Spark SQL), diagnosing performance bottlenecks via Spark UI and execution plans, and owning batch/incremental pipelines end to end. Core tech: Python, PySpark, Spark.
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