Efficient out of process reshuffle of streaming data
Abstract:
Methods, systems, apparatuses, and computer program products are provided for processing a stream of data. A maximum temporal divergence is established for data flushed to a data store from a plurality of upstream partitions. Each of a plurality of data flushers, each corresponding to an upstream partition, may obtain an item of data from a data producer. Each data flusher may determine whether flushing the data to the data store would exceed the maximum temporal divergence. Based at least on determining that flushing the data to the data store would not exceed the maximum temporal divergence, the data may be flushed to the data store for ingestion by a downstream partition and a data structure (e.g., a ledger) may be updated to indicate a time associated with the most recent item of data flushed to the data store.
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