"One prominent advantage of Lambda architecture is the stability it provides. However, in our case, the processing of real-time data and offline data sometimes intertwines. Such interaction becomes a root cause of instability. Thus, instead of pooling real-time and offline data after they are fully ready for queries, we use an OLAP engine to share part of the pre-query computation burden and make things faster, simpler, and more cost-effective."