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articles/cosmos-db/bulk-executor-overview.md

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@@ -42,17 +42,17 @@ The bulk executor library helps you use this massive throughput and storage. The
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When a bulk operation to import or update documents is triggered with a batch of entities, they're initially shuffled into buckets that correspond to their Azure Cosmos DB partition key range. Within each bucket that corresponds to a partition key range, they're broken down into mini-batches.
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Each mini-batch act as a payload that is committed on the server-side. The bulk executor library has built in optimizations for concurrent execution of the mini-batches both within and across partition key ranges.
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Each mini-batch acts as a payload that is committed on the server-side. The bulk executor library has built in optimizations for concurrent execution of the mini-batches both within and across partition key ranges.
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The following diagram illustrates how bulk executor batches data into different partition keys:
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:::image type="content" source="./media/bulk-executor-overview/bulk-executor-architecture.png" alt-text="Diagram shows bulk executor architecture." lightbox="./media/bulk-executor-overview/bulk-executor-architecture.png":::
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:::image type="content" source="./media/bulk-executor-overview/bulk-executor-architecture.png" alt-text="Diagram shows bulk executor architecture.":::
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The bulk executor library makes sure to maximally utilize the throughput allocated to a collection. It uses an [AIMD-style congestion control mechanism](https://tools.ietf.org/html/rfc5681) for each Azure Cosmos DB partition key range to efficiently handle rate limiting and timeouts.
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For more information about sample applications that consume the bulk executor library, see [Use the bulk executor .NET library to perform bulk operations in Azure Cosmos DB](nosql/bulk-executor-dotnet.md) and [Perform bulk operations on Azure Cosmos DB data](bulk-executor-java.md).
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For reference information, see [.NET bulk executor library: Download information (Legacy)](nosql/sdk-dotnet-bulk-executor-v2.md) and [Java bulk executor library: Download information](nosql/sdk-java-bulk-executor-v2.md).
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For reference information, see [.NET bulk executor library](nosql/sdk-dotnet-bulk-executor-v2.md) and [Java bulk executor library](nosql/sdk-java-bulk-executor-v2.md).
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## Next steps
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