BitUP: Efficient Bitmap Data Storage Solution For User Profile (2310.17990v1)

Abstract: User profile is widely used in the internet consumer industry, it can be used in recommendation systems for better user experience, or improving Ads system with better conversion rate. Most internet situation we must met large scale data set, thus retrieve efficient and store with less space became a challenge, how to handle trillions rows of data is very common in our business scene, so we proposed a novel solution called BitUP, involved the new distributed bitmap structure to efficient store profile label data, and can querying with better performance, the fundamental structure is bitmap, that is why our method is efficient and less storage overhead. Our design can also scale linearly, to demonstrate the scalability of the proposed solution we show retrieval efficiency in various industry data, which scales across from terabytes to petabytes.