This is a performance testing framework for Spark SQL in Apache Spark 2.2+. The framework contains twelve benchmarks that can be executed in local mode. They are organized into three classes and ...

Handle errors gracefully — wrap ingestion/transformation logic in try-except with proper logging and recovery Use MERGE for upserts — leverage Delta Lake's MERGE INTO for incremental updates based on ...