Profile an unfamiliar table or file into a structured read on its grain, column types, quality defects, and analysis-ready dimensions and metrics. Use when asked to "explore this dataset", "profile this table", "what's in this CSV", "check the data quality", "how many nulls are there", or "what should I analyze here". Not for auditing a finished analysis or building a pipeline.