This thesis address challenges in metagenomic data processing on clusters of computers; in particular the need for interactive response times during development, debugging and tuning of data processing pipelines. Typical metagenomics pipelines batch process data, and have execution times ranging from hours to months, making configuration and tuning time consuming and impractical. We have analyzed ...