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Philip Burton from filecards.co.uk explains the difference between a join and an apply when manipulating data sets in SQL queries. He demonstrates using the sys.objects and cis.columns tables, showing how objects and their corresponding columns are linked. Joining these tables allows for combining data from different sets into a single query, with options for inner joins or left joins. Cross apply can be useful in such situations for generating results efficiently.