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Databricks Certified Associate Developer for Apache Spark · Databricks
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- Schema inference makes Spark read the data twice (once to sample types, once to load). On large datasets this is expensive. Explicit schemas avoid that overhead and also protect against type drift. Inference is supported for CSV/JSON but costs performance.