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	<title>Bezuayehu Wate &#8211; Noise</title>
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		<title>Automate Spark Scala migration to 4.x with AWS Spark Upgrade Agent</title>
		<link>https://noise.getoto.net/2026/07/28/automate-spark-scala-migration-to-4-x-with-aws-spark-upgrade-agent/</link>
		
		<dc:creator><![CDATA[Bezuayehu Wate]]></dc:creator>
		<pubDate>Tue, 28 Jul 2026 17:30:07 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon EMR]]></category>
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					<description><![CDATA[Learn how to automate Apache Spark 3.x to 4.0 Scala migration on Amazon EMR using the AWS Spark Upgrade Agent. This post covers API deprecations, behavioral changes, build configuration updates, and job validation, turning months of manual effort into hours.]]></description>
		
		
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