At Amazon we had RecordStream which implemented most of the standard Unix tools on structured streams. It was pretty easy to write filters, aggregators, and formatted output in something not much more complicated than sed/awk/cut/join/sort pipelines. There was a convenient structured log format for services that was often used as input.
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