spirals out of control • System memory usage nearing 100% • Can’t increase heap, GC too intense for simple tuning • Narrowed down specific hosts with worst case issues • Pulled Logs • Not enough information • Attached Profiler • Pin point hot code (CPU Profiling, Allocation Profiling) • Numerous fixes in canary, improvement, but not enough