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    <title>Streaming on Bits, Trades &amp; Systems</title>
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    <description>Recent content in Streaming on Bits, Trades &amp; Systems</description>
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      <title>Kafka at Startup Scale</title>
      <link>https://blog.turboawesome.win/2022/05/kafka-at-startup-scale/</link>
      <pubDate>Wed, 18 May 2022 14:00:00 +0000</pubDate>
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      <description>Running Kafka at a startup is different from running it at enterprise scale. The operational complexity is real, the defaults are wrong for small clusters, and the failure modes are different from what the documentation implies.</description>
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      <title>Stream Processing with Kafka Streams vs Flink: A Real Comparison</title>
      <link>https://blog.turboawesome.win/2017/09/stream-processing-with-kafka-streams-vs-flink-a-real-comparison/</link>
      <pubDate>Wed, 27 Sep 2017 14:02:00 +0000</pubDate>
      <guid>https://blog.turboawesome.win/2017/09/stream-processing-with-kafka-streams-vs-flink-a-real-comparison/</guid>
      <description>We evaluated Kafka Streams and Apache Flink for a real-time trade enrichment and aggregation pipeline. The technical comparison produced a clear result; the operational comparison was more nuanced.</description>
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      <title>Kafka in Finance: What &#39;Exactly Once&#39; Actually Costs You</title>
      <link>https://blog.turboawesome.win/2017/01/kafka-in-finance-what-exactly-once-actually-costs-you/</link>
      <pubDate>Tue, 10 Jan 2017 11:22:00 +0000</pubDate>
      <guid>https://blog.turboawesome.win/2017/01/kafka-in-finance-what-exactly-once-actually-costs-you/</guid>
      <description>Kafka&amp;#39;s exactly-once semantics arrived in 0.11 with significant caveats. Using it in a regulated financial context forced a clear-eyed view of what the guarantee actually covers and what it doesn&amp;#39;t.</description>
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