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Sources of errors can be categorized into 4 §different types: 1. Software bugs, 2. Human mistake §during configuration and deployment of applications, §and during maintenance of machines, 3. System §hardware failures, and 4. Network problems.§§Software bugs have direct impact to system resource §availability, for instance, memory leaks. Human §mistakes usually result in decreacing of application §availability. As thousands of computers connected §together to form an application and to serve §network traffic, hardware failures become common, §such as RAID failures, file system issues, disk §failed, etc. An example of Network problem is §network switch failed. The ugly thing is that the §switch usually is partially failed. Before this §problem switch is identified, many other application §timeouts, intermittent application availibility are §already making people doing trouble shooting crazy. §Embeded network issues sometimes are hard to §identify.§§Error event filtering (in both temporal and spacial) §can help to identify problems most of the time, and §is helpful in trouble shooting. Once the errors are §identified, modeling and failure prediction will §come into play.