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Our team has long history of collaboration with Microsoft Research (Cambridge, UK) on building software for supporting scientific research and complex computation experiments. Some projects to mention are Distribution Modeller (environment for Bayesian inference) and Fetch Climate (cloud-based climate database). This talk describes our experience in building software for reproducible, observable (one can see intermediate results), distributed computational experiments with built-in provenance support.