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|**Get started**|[Accelerate big data analytics by using the Apache Spark to Azure Cosmos DB connector](./create-sql-api-spark.md) <br> [Use Apache Spark Structured Streaming with Apache Kafka and Azure Cosmos DB](../../hdinsight/apache-kafka-spark-structured-streaming-cosmosdb.md?toc=/azure/cosmos-db/toc.json&bc=/azure/cosmos-db/breadcrumb/toc.json)|
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## Release history
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### 3.3.0
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#### New features
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- Adds a new config option, `changefeedstartfromdatetime`, which can be used to specify the start time for when the changefeed should be processed. For more information, see [Config options](https://github.com/Azure/azure-cosmosdb-spark/wiki/Configuration-references).
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### 3.2.0
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#### Key bug fixes
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- Fixes a regression that caused excessive memory consumption on the executors for large result sets (for example, with millions of rows), ultimately resulting in the error `java.lang.OutOfMemoryError: GC overhead limit exceeded`.
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### 3.1.1
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#### Key bug fixes
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* Fixes a streaming checkpoint edge case in which the `ID` contains the pipe character (|) with the `ChangeFeedMaxPagesPerBatch` config applied.
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### 3.1.0
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#### New features
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* Adds support for bulk updates when nested partition keys are used.
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* Adds support for Decimal and Float data types during writes to Azure Cosmos DB.
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* Adds support for Timestamp types when they're using Long (Unix epoch) as a value.
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### 3.0.8
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#### Key bug fixes
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* Fixes typecast exception that occurs when the `WriteThroughputBudget` config is used.
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### 3.0.7
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#### New features
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* Adds error information for bulk failures to exception and log.
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### 3.0.6
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#### Key bug fixes
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* Fixes streaming checkpoint issues.
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### 3.0.5
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#### Key bug fixes
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* To reduce noise, fixes log level of a message left unintentionally with level ERROR.
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### 3.0.4
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#### Key bug fixes
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* Fixes a bug in structured streaming during partition splits. The bug could result in some missing change feed records or Null exceptions for checkpoint writes.
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### 3.0.3
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#### Key bug fixes
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* Fixes a bug that causes a custom schema provided for readStream to be ignored.
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### 3.0.2
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#### Key bug fixes
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* Fixes a regression (unshaded JAR includes all shaded dependencies) that increases build time by 50 percent.
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### 3.0.1
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#### Key bug fixes
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* Fixes a dependency problem that causes Direct Transport over TCP to fail with RequestTimeoutException.
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### 3.0.0
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#### New features
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* Improves connection management and connection pooling to reduce the number of metadata calls.
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