The Cloudera Cluster Validation System: Checking for hundreds of thousands of known issues per day
Cloudera is a leading provider of big-data processing software, particularly in the Hadoop ecosystem. High performance distributed systems are notoriously difficult to set up, manage, and troubleshoot, and so we have invested heavily in tools to automate this work. In particular, we check all incoming diagnostic data bundles from customers against a library of hundreds of known problems.
This talk will describe the how and why of that system. Our programming model is simple enough that supporters can write the checks, expressive enough for hundreds of checks, scalable enough to grow with the business, efficient enough to leave constantly running. We also explain how we exploit a limited form of execution tracing to automate regression testing for these checks. The talk will also discuss the way the system fits into our business processes, and how the two have co-evolved.