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Update we-replaced-kafka-pulsar-with-a-woodpecker-for-milvus.md
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blog/en/we-replaced-kafka-pulsar-with-a-woodpecker-for-milvus.md

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@@ -51,7 +51,7 @@ We're not alone in this architectural pattern—databases such as AWS Aurora, Az
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Existing solutions like Bookie proved inadequate for our needs due to their heavyweight client design and the absence of production-ready SDKs for Golang and C++. This technological gap led us to our initial approach with message queues.
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## Our Initial Solution: Message Queues as WAL and Its Limitations 
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## Our Initial Solution: Message Queues as WAL
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To bridge this gap, our initial approach utilized message queues (Kafka/Pulsar) as our write-ahead log (WAL). The architecture worked like this: 
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