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Why are column oriented databases so much faster than row oriented databases?
I have been playing around with Hybrid Word Aligned Bitmaps for a few weeks now, and they turn out to be a rather remarkable data structure. I believe that they are utilized extensively in modern column oriented databases such as Vertica and MonetDB.Essentially HWABs are a data structure that allows you to represent a sparse bitmap (series of 0's and 1's) really efficiently in memory. The key trick here is the use of run length encoding to compress the bitmap into fewer bits while still allowing for lightening fast operations. They key operation from my perspective ...
3,133 0 DATABASE COLUMN ORIENTED SPEED ANALYSIS VERTICA