Why a Big Queue?

This is a big data era, we are always facing challenge to find insights in big data. Last time, I have worked on the architecture and design of a large scale logging, tracing, monitoring and analytics platform, the core of the platform is a log collecting system and the core of the collector is a big queue, see figure below: