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	<title>serverless &#8211; Noise</title>
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	<link>https://noise.getoto.net</link>
	<description>The collective thoughts of the interwebz</description>
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		<title>Amazon Bedrock adds reinforcement ﬁne-tuning simplifying how developers build smarter, more accurate AI models</title>
		<link>https://noise.getoto.net/2025/12/03/amazon-bedrock-adds-reinforcement-%ef%ac%81ne-tuning-simplifying-how-developers-build-smarter-more-accurate-ai-models/</link>
		
		<dc:creator><![CDATA[Donnie Prakoso]]></dc:creator>
		<pubDate>Wed, 03 Dec 2025 16:08:14 +0000</pubDate>
				<category><![CDATA[Amazon Bedrock]]></category>
		<category><![CDATA[Amazon Machine Learning]]></category>
		<category><![CDATA[announcements]]></category>
		<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[AWS re:Invent]]></category>
		<category><![CDATA[Events]]></category>
		<category><![CDATA[launch]]></category>
		<category><![CDATA[news]]></category>
		<category><![CDATA[serverless]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=32333dde6c11c35a71b0698532b5f22c</guid>

					<description><![CDATA[Amazon Bedrock now supports reinforcement fine-tuning delivering 66% accuracy gains on average over base models.]]></description>
		
		
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			</item>
		<item>
		<title>Amazon Bedrock adds 18 fully managed open weight models, including the new Mistral Large 3 and Ministral 3 models</title>
		<link>https://noise.getoto.net/2025/12/02/amazon-bedrock-adds-18-fully-managed-open-weight-models-including-the-new-mistral-large-3-and-ministral-3-models/</link>
		
		<dc:creator><![CDATA[Channy Yun (윤석찬)]]></dc:creator>
		<pubDate>Tue, 02 Dec 2025 16:05:57 +0000</pubDate>
				<category><![CDATA[Amazon Bedrock]]></category>
		<category><![CDATA[Amazon Machine Learning]]></category>
		<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[AWS re:Invent]]></category>
		<category><![CDATA[launch]]></category>
		<category><![CDATA[news]]></category>
		<category><![CDATA[serverless]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=2b515617d9a2b23c8049c37e0042f80c</guid>

					<description><![CDATA[Access fully managed foundation models from leading providers like Google, Kimi AI, MiniMax AI, Mistral AI, NVIDIA, OpenAI, and Qwen, including the new Mistral Large 3 and Ministral 3 3B, 8B, and 14B models through Amazon Bedrock.]]></description>
		
		
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			</item>
		<item>
		<title>Amazon FSx for NetApp ONTAP now integrates with Amazon S3 for seamless data access</title>
		<link>https://noise.getoto.net/2025/12/02/amazon-fsx-for-netapp-ontap-now-integrates-with-amazon-s3-for-seamless-data-access/</link>
		
		<dc:creator><![CDATA[Veliswa Boya]]></dc:creator>
		<pubDate>Tue, 02 Dec 2025 15:59:54 +0000</pubDate>
				<category><![CDATA[Amazon Athena]]></category>
		<category><![CDATA[Amazon Bedrock Knowledge Bases]]></category>
		<category><![CDATA[Amazon FSx for NetApp ONTAP]]></category>
		<category><![CDATA[Amazon Kinesis]]></category>
		<category><![CDATA[Amazon Sagemaker]]></category>
		<category><![CDATA[Amazon Simple Storage Service (S3)]]></category>
		<category><![CDATA[Analytics]]></category>
		<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[AWS Glue]]></category>
		<category><![CDATA[Compute]]></category>
		<category><![CDATA[serverless]]></category>
		<category><![CDATA[storage]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=d64d25cf9538402021b5b39f04d697dd</guid>

					<description><![CDATA[Access FSx for NetApp ONTAP file data through S3 to enable AI/ML workloads and analytics—letting you use enterprise file data with Bedrock, SageMaker, and analytics services while it remains in your file system.]]></description>
		
		
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			</item>
		<item>
		<title>Node.js 24 runtime now available in AWS Lambda</title>
		<link>https://noise.getoto.net/2025/11/26/node-js-24-runtime-now-available-in-aws-lambda/</link>
		
		<dc:creator><![CDATA[Andrea Amorosi]]></dc:creator>
		<pubDate>Tue, 25 Nov 2025 22:19:46 +0000</pubDate>
				<category><![CDATA[announcements]]></category>
		<category><![CDATA[AWS Cloud Development Kit]]></category>
		<category><![CDATA[AWS Lambda]]></category>
		<category><![CDATA[AWS Serverless Application Model]]></category>
		<category><![CDATA[javascript]]></category>
		<category><![CDATA[Lambda@Edge]]></category>
		<category><![CDATA[serverless]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=109ef70d2e0f76b70906773149be4bf9</guid>

					<description><![CDATA[You can now develop AWS Lambda functions using Node.js 24, either as a managed runtime or using the container base image. Node.js 24 is in active LTS status and ready for production use. It is expected to be supported with security patches and bugfixes until April 2028. The Lambda runtime for Node.js 24 includes a new implementation of the […]]]></description>
		
		
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			</item>
		<item>
		<title>Save up to 24% on Amazon Redshift Serverless compute costs with Reservations</title>
		<link>https://noise.getoto.net/2025/11/25/save-up-to-24-on-amazon-redshift-serverless-compute-costs-with-reservations/</link>
		
		<dc:creator><![CDATA[Satesh Sonti]]></dc:creator>
		<pubDate>Mon, 24 Nov 2025 22:14:23 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon Redshift]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[Cloud Cost Optimization]]></category>
		<category><![CDATA[serverless]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=b55d9157c8497f94ffd700f7249cf01d</guid>

					<description><![CDATA[In this post, you learn how Amazon Redshift Serverless Reservations can help you lower your data warehouse costs. We explore ways to determine the optimal number of RPUs to reserve, review example scenarios, and discuss important considerations when purchasing these reservations.]]></description>
		
		
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			</item>
		<item>
		<title>Improving throughput of serverless streaming workloads for Kafka</title>
		<link>https://noise.getoto.net/2025/11/21/improving-throughput-of-serverless-streaming-workloads-for-kafka/</link>
		
		<dc:creator><![CDATA[Anton Aleksandrov]]></dc:creator>
		<pubDate>Fri, 21 Nov 2025 20:02:57 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon Managed Streaming for Apache Kafka (Amazon MSK)]]></category>
		<category><![CDATA[Architecture]]></category>
		<category><![CDATA[AWS Lambda]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[How-to]]></category>
		<category><![CDATA[serverless]]></category>
		<category><![CDATA[Technical How-to]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=a0fb2d328e9babc555fbcbf82d6448d2</guid>

					<description><![CDATA[Event-driven applications often need to process data in real-time. When you use AWS Lambda to process records from Apache Kafka topics, you frequently encounter two typical requirements: you need to process very high volumes of records in close to real-time, and you want your consumers to have the ability to scale rapidly to handle traffic spikes. Achieving both necessitates understanding how Lambda consumes Kafka streams, where the potential bottlenecks are, and how to optimize configurations for high throughput and best performance.]]></description>
		
		
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			</item>
		<item>
		<title>Serverless strategies for streaming LLM responses</title>
		<link>https://noise.getoto.net/2025/11/21/serverless-strategies-for-streaming-llm-responses/</link>
		
		<dc:creator><![CDATA[KyungYong Shim]]></dc:creator>
		<pubDate>Fri, 21 Nov 2025 03:42:56 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon API Gateway]]></category>
		<category><![CDATA[Amazon Bedrock]]></category>
		<category><![CDATA[Amazon Simple Queue Service (SQS)]]></category>
		<category><![CDATA[AWS AppSync]]></category>
		<category><![CDATA[AWS Lambda]]></category>
		<category><![CDATA[Compute]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[serverless]]></category>
		<category><![CDATA[Technical How-to]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=fbbaddccc055d9270ddb66afc3fce11c</guid>

					<description><![CDATA[Modern generative AI applications often need to stream large language model (LLM) outputs to users in real-time. Instead of waiting for a complete response, streaming delivers partial results as they become available, which significantly improves the user experience for chat interfaces and long-running AI tasks. This post compares three serverless approaches to handle Amazon Bedrock LLM streaming on Amazon Web Services (AWS), which helps you choose the best fit for your application.]]></description>
		
		
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			</item>
		<item>
		<title>Building multi-tenant SaaS applications with AWS Lambda’s new tenant isolation mode</title>
		<link>https://noise.getoto.net/2025/11/20/building-multi-tenant-saas-applications-with-aws-lambdas-new-tenant-isolation-mode/</link>
		
		<dc:creator><![CDATA[Anton Aleksandrov]]></dc:creator>
		<pubDate>Thu, 20 Nov 2025 17:47:17 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon API Gateway]]></category>
		<category><![CDATA[announcements]]></category>
		<category><![CDATA[Architecture]]></category>
		<category><![CDATA[AWS Lambda]]></category>
		<category><![CDATA[SaaS]]></category>
		<category><![CDATA[serverless]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=19493a7b4aa802dbd7bb01db9a2fdc2f</guid>

					<description><![CDATA[Today, AWS is announcing tenant isolation for AWS Lambda, enabling you to process function invocations in separate execution environments for each end-user or tenant invoking your Lambda function. This capability simplifies building secure multi-tenant SaaS applications by managing tenant-level compute environment isolation and request routing, allowing you to focus on core business logic rather than implementing tenant-aware compute environment isolation.]]></description>
		
		
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		<item>
		<title>Building responsive APIs with Amazon API Gateway response streaming</title>
		<link>https://noise.getoto.net/2025/11/20/building-responsive-apis-with-amazon-api-gateway-response-streaming/</link>
		
		<dc:creator><![CDATA[Anton Aleksandrov]]></dc:creator>
		<pubDate>Wed, 19 Nov 2025 23:10:51 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon API Gateway]]></category>
		<category><![CDATA[announcements]]></category>
		<category><![CDATA[AWS Fargate]]></category>
		<category><![CDATA[AWS Lambda]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[serverless]]></category>
		<category><![CDATA[Technical How-to]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=fc7c09866a0fa255f4056d0ddea56323</guid>

					<description><![CDATA[Today, AWS announced support for response streaming in Amazon API Gateway to significantly improve the responsiveness of your REST APIs by progressively streaming response payloads back to the client. With this new capability, you can use streamed responses to enhance user experience when building LLM-driven applications (such as AI agents and chatbots), improve time-to-first-byte (TTFB) performance for web and mobile applications, stream large files, and perform long-running operations while reporting incremental progress using protocols such as server-sent events (SSE).]]></description>
		
		
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		<item>
		<title>Python 3.14 runtime now available in AWS Lambda</title>
		<link>https://noise.getoto.net/2025/11/18/python-3-14-runtime-now-available-in-aws-lambda/</link>
		
		<dc:creator><![CDATA[Leandro Cavalcante Damascena]]></dc:creator>
		<pubDate>Tue, 18 Nov 2025 21:29:50 +0000</pubDate>
				<category><![CDATA[announcements]]></category>
		<category><![CDATA[AWS Lambda]]></category>
		<category><![CDATA[Intermediate (200)]]></category>
		<category><![CDATA[python]]></category>
		<category><![CDATA[serverless]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=bb23b664f49de290d38a31c61ba125e9</guid>

					<description><![CDATA[AWS Lambda now supports Python 3.14 as both a managed runtime and container base image. Python is a popular language for building serverless applications. Developers can now take advantage of new features and enhancements when creating serverless applications on Lambda.]]></description>
		
		
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		<item>
		<title>Introducing Amazon MWAA Serverless</title>
		<link>https://noise.getoto.net/2025/11/18/introducing-amazon-mwaa-serverless/</link>
		
		<dc:creator><![CDATA[John Jackson]]></dc:creator>
		<pubDate>Mon, 17 Nov 2025 22:22:46 +0000</pubDate>
				<category><![CDATA[Amazon Managed Workflows for Apache Airflow (Amazon MWAA)]]></category>
		<category><![CDATA[announcements]]></category>
		<category><![CDATA[Intermediate (200)]]></category>
		<category><![CDATA[serverless]]></category>
		<category><![CDATA[Technical How-to]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=aa8da86ad002392fa1d9755c3ecc6c87</guid>

					<description><![CDATA[Today, AWS announced Amazon Managed Workflows for Apache Airflow (MWAA) Serverless. This is a new deployment option for MWAA that eliminates the operational overhead of managing Apache Airflow environments while optimizing costs through serverless scaling. In this post, we demonstrate how to use MWAA Serverless to build and deploy scalable workflow automation solutions.]]></description>
		
		
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		<item>
		<title>Building serverless applications with Rust on AWS Lambda</title>
		<link>https://noise.getoto.net/2025/11/14/building-serverless-applications-with-rust-on-aws-lambda/</link>
		
		<dc:creator><![CDATA[Julian Wood]]></dc:creator>
		<pubDate>Fri, 14 Nov 2025 21:38:15 +0000</pubDate>
				<category><![CDATA[announcements]]></category>
		<category><![CDATA[AWS Lambda]]></category>
		<category><![CDATA[Intermediate (200)]]></category>
		<category><![CDATA[Rust]]></category>
		<category><![CDATA[serverless]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=6b8fd2e477d4ce6caaf214e6e9d937e9</guid>

					<description><![CDATA[Today, AWS Lambda is promoting Rust support from Experimental to Generally Available. This means you can now use Rust to build business-critical serverless applications, backed by AWS Support and the Lambda availability SLA.]]></description>
		
		
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		<item>
		<title>Handle unpredictable processing times with operational consistency when integrating asynchronous AWS services with an AWS Step Functions state machine</title>
		<link>https://noise.getoto.net/2025/11/14/handle-unpredictable-processing-times-with-operational-consistency-when-integrating-asynchronous-aws-services-with-an-aws-step-functions-state-machine/</link>
		
		<dc:creator><![CDATA[Philip Whiteside]]></dc:creator>
		<pubDate>Fri, 14 Nov 2025 20:59:55 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[AWS Step Functions]]></category>
		<category><![CDATA[serverless]]></category>
		<category><![CDATA[Technical How-to]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=88422696e31a8324cde8a056b216bffc</guid>

					<description><![CDATA[In this post, we explore using AWS Step Function state machine with asynchronous AWS services, look at some scenarios where the processing time can be unpredictable, explain when traditional solutions such as polling (periodically check) fall short, and demonstrate how to implement a generalized callback pattern to handle asynchronous operations into a more manageable synchronous flow.]]></description>
		
		
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		<item>
		<title>AWS Lambda now supports Java 25</title>
		<link>https://noise.getoto.net/2025/11/14/aws-lambda-now-supports-java-25/</link>
		
		<dc:creator><![CDATA[Lefteris Karageorgiou]]></dc:creator>
		<pubDate>Fri, 14 Nov 2025 20:51:20 +0000</pubDate>
				<category><![CDATA[announcements]]></category>
		<category><![CDATA[AWS Lambda]]></category>
		<category><![CDATA[Intermediate (200)]]></category>
		<category><![CDATA[serverless]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=c4746842a7bad4d4e5421a523a790239</guid>

					<description><![CDATA[You can now develop AWS Lambda functions using Java 25 either as a managed runtime or using the container base image. This blog post highlights notable Java language features, Java Lambda runtime updates, and how you can use the new Java 25 runtime in your serverless applications.]]></description>
		
		
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		<title>AWS Lambda enhances event processing with provisioned mode for SQS event-source mapping</title>
		<link>https://noise.getoto.net/2025/11/14/aws-lambda-enhances-event-processing-with-provisioned-mode-for-sqs-event-source-mapping/</link>
		
		<dc:creator><![CDATA[Micah Walter]]></dc:creator>
		<pubDate>Fri, 14 Nov 2025 17:45:04 +0000</pubDate>
				<category><![CDATA[Amazon Simple Queue Service (SQS)]]></category>
		<category><![CDATA[announcements]]></category>
		<category><![CDATA[AWS Lambda]]></category>
		<category><![CDATA[Featured]]></category>
		<category><![CDATA[launch]]></category>
		<category><![CDATA[news]]></category>
		<category><![CDATA[serverless]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=023242309ec84cef6f06ab4ab1787815</guid>

					<description><![CDATA[AWS Lambda's new provisioned mode for Amazon SQS event source mapping offers dedicated polling resources that provide 3x faster scaling and 10x higher concurrency, enabling lower latency processing, better handling of traffic spikes, and greater control over event processing resources.]]></description>
		
		
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		<item>
		<title>AWS Lambda networking over IPv6</title>
		<link>https://noise.getoto.net/2025/11/08/aws-lambda-networking-over-ipv6/</link>
		
		<dc:creator><![CDATA[John Lee]]></dc:creator>
		<pubDate>Fri, 07 Nov 2025 22:14:31 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[AWS Lambda]]></category>
		<category><![CDATA[serverless]]></category>
		<category><![CDATA[Technical How-to]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=db4a009b6b31b9b84e3a95ec72ce533b</guid>

					<description><![CDATA[This post examines the benefits of transitioning Lambda functions to IPv6, provides practical guidance for implementing dual-stack support in your Lambda environment, and considerations for maintaining compatibility with existing systems during migration.]]></description>
		
		
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		<title>Optimizing nested JSON array processing using AWS Step Functions Distributed Map</title>
		<link>https://noise.getoto.net/2025/11/05/optimizing-nested-json-array-processing-using-aws-step-functions-distributed-map/</link>
		
		<dc:creator><![CDATA[Biswanath Mukherjee]]></dc:creator>
		<pubDate>Tue, 04 Nov 2025 23:41:28 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[announcements]]></category>
		<category><![CDATA[AWS Step Functions]]></category>
		<category><![CDATA[serverless]]></category>
		<category><![CDATA[Technical How-to]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=1a560202d8fcb164f4282b73242e5646</guid>

					<description><![CDATA[In this post, we explore how to optimize processing array data embedded within complex JSON structures using AWS Step Functions Distributed Map. You’ll learn how to use ItemsPointer to reduce the complexity of your state machine definitions, create more flexible workflow designs, and streamline your data processing pipelines—all without writing additional transformation code or AWS Lambda functions.]]></description>
		
		
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		<title>Introducing AWS Lambda event source mapping tools in the AWS Serverless MCP Server</title>
		<link>https://noise.getoto.net/2025/10/30/introducing-aws-lambda-event-source-mapping-tools-in-the-aws-serverless-mcp-server/</link>
		
		<dc:creator><![CDATA[Ben Freiberg]]></dc:creator>
		<pubDate>Thu, 30 Oct 2025 16:53:19 +0000</pubDate>
				<category><![CDATA[Amazon Kinesis]]></category>
		<category><![CDATA[Amazon Managed Streaming for Apache Kafka (Amazon MSK)]]></category>
		<category><![CDATA[announcements]]></category>
		<category><![CDATA[AWS Lambda]]></category>
		<category><![CDATA[serverless]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=35412f6fc8d4e55280fce9ae9892c32a</guid>

					<description><![CDATA[Modern serverless applications increasingly rely on event-driven architectures, where AWS Lambda functions process events from various sources like Amazon Kinesis, Amazon DynamoDB Streams, Amazon Simple Queue Service (Amazon SQS), Amazon Managed Streaming for Apache Kafka (Amazon MSK), and self-managed Apache Kafka. Although event source mappings (ESM) offer a powerful mechanism for integrating AWS Lambda with […]]]></description>
		
		
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		<title>Processing Amazon S3 objects at scale with AWS Step Functions Distributed Map S3 prefix</title>
		<link>https://noise.getoto.net/2025/10/25/processing-amazon-s3-objects-at-scale-with-aws-step-functions-distributed-map-s3-prefix/</link>
		
		<dc:creator><![CDATA[Biswanath Mukherjee]]></dc:creator>
		<pubDate>Fri, 24 Oct 2025 21:22:10 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[announcements]]></category>
		<category><![CDATA[AWS Step Functions]]></category>
		<category><![CDATA[serverless]]></category>
		<category><![CDATA[Technical How-to]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=842bc4c645350932bcdf9584b3ff9e0f</guid>

					<description><![CDATA[In this post, you’ll learn how to process Amazon S3 objects at scale with the new AWS Step Functions Distributed Map S3 prefix and transformation capabilities.]]></description>
		
		
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		<title>Breaking down monolith workflows: Modularizing AWS Step Functions workflows</title>
		<link>https://noise.getoto.net/2025/10/23/breaking-down-monolith-workflows-modularizing-aws-step-functions-workflows/</link>
		
		<dc:creator><![CDATA[Sahithi Ginjupalli]]></dc:creator>
		<pubDate>Wed, 22 Oct 2025 21:02:22 +0000</pubDate>
				<category><![CDATA[AWS Step Functions]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[Intermediate (200)]]></category>
		<category><![CDATA[serverless]]></category>
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					<description><![CDATA[You can use AWS Step Functions to orchestrate complex business problems. However, as workflows grow and evolve, you can find yourself grappling with monolithic state machines that become increasingly difficult to maintain and update. In this post, we show you strategies for decomposing large Step Functions workflows into modular, maintainable components.]]></description>
		
		
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