Prototype integration with Spark on a 25-node cluster
shows that Decima outperforms several heuristics, including hand-tuned ones, by at least 21%. Further experiments
with an industrial production workload trace demonstrate
that Decima delivers up to a 17% reduction in average job
completion time and scales to large clusters.