The Data Warehouse Toolkit

Comprehensive overview of classic data warehousing concepts.

It seems to me you could build a great functional data system for a small to medium sized company by following this thing to the letter.

It doesnt really touch upon the most modern data storage strategies or techniques, but companies who are looking to deploy those practices probably know who they are and are familiar with the concepts in this text. A great reference for tried and true data strategies.