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Co-authored-by: Christian Williams <[email protected]>
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_posts/2021-05-19-kafka-delta-ingest.md

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## In depth
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There is bit of an impedance mismatch between Kafka streams and data warehouse
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There is a bit of an impedance mismatch between Kafka streams and data warehouse
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file structure. [Parquet is a columnar
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format](https://parquet.apache.org/documentation/latest/), and each Parquet
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file (in fact each row group within a file) in a Delta Lake table should
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rather than continuously (24x7). I suspect a lot of folks have situations
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where Kafka is used as a buffer between data warehouse writes that
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occur periodically throughout the day. We have several low-volume topics that
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are not a good fit for 24x7 streaming because they only produce a one or two
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are not a good fit for 24x7 streaming because they only produce one or two
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messages per second. Having a 24x7 process buffer these topics in memory would
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be very awkward. It would make a lot more sense to let these buffer in Kafka
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and launch a periodic cron-style job to do the ETL a few times a day. This is
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kafka-delta-ingest.
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Kafka Delta Ingest has a bridge future ahead and I hope you'll join us!
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Kafka Delta Ingest has a bright future ahead and I hope you'll join us!

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