There are two kind of approaches that I see: - skip streaming entirely and have near real time solutions using just storage + a query engine - have streaming

There are two kind of approaches that I see: - skip streaming entirely and have near real time solutions using just storage + a query engine - have streaming using message queues and lambda architecture In both cases the goal is that your freshest data shows up on a dashboard.