When analyzing big data, it is often necessary to work with data synopses, approximate summaries of the data that come with guarantees. We propose a novel synopsis-as-a-service paradigm and design a Synopses Data Engine as a Service (SDEaaS) system, built on top of Apache Flink, that combines the virtues of parallel processing and stream summarization towards delivering interactive analytics at extreme scale.