- Selecting only certain columns to load (or selecting null columns not to load)
- Translating coded values (e.g., if the source system stores 1 for male and 2 for female, but the destination stores M for male and F for female)
- Encoding free-form values (e.g., mapping "Male" and "1" and "Mr" into M)
- Deriving a new calculated value (e.g., sale_amount = qty * unit_price)
- Joining together data from multiple sources (e.g., lookup, merge, etc.)
- Summarizing multiple rows of data (e.g., total sales for each store, and for each region)
- Splitting a column into multiple columns (e.g., putting a comma-separated list specified as a string in one column as individual values in different columns)
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Alphametrics.