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	<title>Best practices &#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>Best practices for integrating IAM Roles Anywhere with your PKI</title>
		<link>https://noise.getoto.net/2026/10/21/best-practices-for-integrating-iam-roles-anywhere-with-your-pki/</link>
		
		<dc:creator><![CDATA[Abhishek Avinash Agawane]]></dc:creator>
		<pubDate>Wed, 21 Oct 2026 17:03:50 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[AWS Certificate Manager]]></category>
		<category><![CDATA[AWS IAM]]></category>
		<category><![CDATA[AWS Identity and Access Management (IAM)]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[Security Blog]]></category>
		<category><![CDATA[Security, Identity & Compliance]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=2772b39edb2c376ceeca41059778b800</guid>

					<description><![CDATA[Using temporary credentials is a security best practice to reduce the risk from credentials getting compromised. With AWS IAM Roles Anywhere, now your workloads outside of Amazon Web Services (AWS) will be able to access AWS resources by obtaining temporary security credentials in AWS Identity and Access Management (IAM). IAM Roles Anywhere relies on public […]]]></description>
		
		
		
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		<item>
		<title>Bulk Executor for Amazon DynamoDB, Part 2: Lessons we learned the hard way</title>
		<link>https://noise.getoto.net/2026/10/13/bulk-executor-for-amazon-dynamodb-part-2-lessons-we-learned-the-hard-way/</link>
		
		<dc:creator><![CDATA[Jason Hunter]]></dc:creator>
		<pubDate>Tue, 13 Oct 2026 14:23:33 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon DynamoDB]]></category>
		<category><![CDATA[Best practices]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=62c1fd43a1bb08e8b4a76d964c5d76c6</guid>

					<description><![CDATA[In Part 2 of our Bulk Executor for Amazon DynamoDB series, we share how we built the tool: the design tradeoffs, surprises, and workarounds we hit while working with DynamoDB and AWS Glue. Consider it a travel guide for anyone building their own bulk tooling on AWS Glue.]]></description>
		
		
		
			</item>
		<item>
		<title>Quantum-resistant signing on AWS, Part 2: Enforce your ML-DSA algorithm policy with SCPs and IAM</title>
		<link>https://noise.getoto.net/2026/10/12/quantum-resistant-signing-on-aws-part-2-enforce-your-ml-dsa-algorithm-policy-with-scps-and-iam/</link>
		
		<dc:creator><![CDATA[Harshvardhan Chunawala]]></dc:creator>
		<pubDate>Mon, 12 Oct 2026 20:13:06 +0000</pubDate>
				<category><![CDATA[Amazon Elastic Container Registry]]></category>
		<category><![CDATA[Amazon Elastic Kubernetes Service]]></category>
		<category><![CDATA[Amazon Inspector]]></category>
		<category><![CDATA[Amazon Simple Storage Service (S3)]]></category>
		<category><![CDATA[AWS CLI]]></category>
		<category><![CDATA[AWS CloudTrail]]></category>
		<category><![CDATA[AWS Identity and Access Management (IAM)]]></category>
		<category><![CDATA[AWS Key Management Service*]]></category>
		<category><![CDATA[AWS Private Certificate Authority]]></category>
		<category><![CDATA[AWS Secrets Manager]]></category>
		<category><![CDATA[AWS Security Token Service]]></category>
		<category><![CDATA[AWS Systems Manager]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[Compliance]]></category>
		<category><![CDATA[Configuration, compliance, and auditing]]></category>
		<category><![CDATA[Expert (400)]]></category>
		<category><![CDATA[Quantum Technologies]]></category>
		<category><![CDATA[security]]></category>
		<category><![CDATA[Security Blog]]></category>
		<category><![CDATA[Security, Identity & Compliance]]></category>
		<category><![CDATA[supply chain]]></category>
		<category><![CDATA[Technical How-to]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=2ec4592b66fc3670c2c6af380eb5149f</guid>

					<description><![CDATA[You want to set a cryptographic algorithm policy and stop non-compliant choices from being made in your Amazon Web Services (AWS) environment. This post shows you how. As you adopt post-quantum cryptography, one of the first decisions you face is which algorithms and parameter sets fit your business needs, balancing security against signature size, key […]]]></description>
		
		
		
			</item>
		<item>
		<title>Quantum-resistant signing on AWS, Part 1: Build a software supply chain with ML-DSA</title>
		<link>https://noise.getoto.net/2026/10/12/quantum-resistant-signing-on-aws-part-1-build-a-software-supply-chain-with-ml-dsa/</link>
		
		<dc:creator><![CDATA[Harshvardhan Chunawala]]></dc:creator>
		<pubDate>Mon, 12 Oct 2026 20:12:53 +0000</pubDate>
				<category><![CDATA[Amazon Elastic Container Registry]]></category>
		<category><![CDATA[Amazon Elastic Kubernetes Service]]></category>
		<category><![CDATA[Amazon Inspector]]></category>
		<category><![CDATA[Amazon Simple Storage Service (S3)]]></category>
		<category><![CDATA[AWS CLI]]></category>
		<category><![CDATA[AWS CloudTrail]]></category>
		<category><![CDATA[AWS Identity and Access Management (IAM)]]></category>
		<category><![CDATA[AWS Key Management Service (KMS)]]></category>
		<category><![CDATA[AWS Key Management Service*]]></category>
		<category><![CDATA[AWS Organizations]]></category>
		<category><![CDATA[AWS Private Certificate Authority]]></category>
		<category><![CDATA[AWS Secrets Manager]]></category>
		<category><![CDATA[AWS Security Token Service]]></category>
		<category><![CDATA[AWS Systems Manager]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[Compliance]]></category>
		<category><![CDATA[Configuration, compliance, and auditing]]></category>
		<category><![CDATA[Expert (400)]]></category>
		<category><![CDATA[Quantum Technologies]]></category>
		<category><![CDATA[security]]></category>
		<category><![CDATA[Security Blog]]></category>
		<category><![CDATA[Security, Identity & Compliance]]></category>
		<category><![CDATA[supply chain]]></category>
		<category><![CDATA[Technical How-to]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=bb3c2bdddd32bc9bc01abf46f29c3573</guid>

					<description><![CDATA[Software supply chain attacks have grown in both frequency and sophistication. Recent high-profile compromises of build systems and open source dependencies demonstrate that attackers increasingly target the trust mechanisms that verify software integrity. Those trust mechanisms rely on digital signature algorithms, and today many use traditional algorithms such as Rivest-Shamir-Adleman (RSA) and the Elliptic Curve […]]]></description>
		
		
		
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		<item>
		<title>Configuring your AI vulnerability harness, Part 2: The steering file</title>
		<link>https://noise.getoto.net/2026/10/08/configuring-your-ai-vulnerability-harness-part-2-the-steering-file/</link>
		
		<dc:creator><![CDATA[Justin Kontny]]></dc:creator>
		<pubDate>Wed, 07 Oct 2026 21:49:50 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[Security Blog]]></category>
		<category><![CDATA[Security, Identity & Compliance]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=3e2d4bfcc96d7baec263e82cfb95cc45</guid>

					<description><![CDATA[This post shows you how to configure an AI model to perform structured, evidence-based vulnerability triage with the consistency of a seasoned security analyst. You’ll learn the design decisions behind five configuration sections that enforce structural verification, evidence-based scoring, and infrastructure-aware prioritization across every analysis session. Our companion post—Building your AI vulnerability harness—covered the architecture; […]]]></description>
		
		
		
			</item>
		<item>
		<title>Building your AI vulnerability harness, Part 1</title>
		<link>https://noise.getoto.net/2026/10/08/building-your-ai-vulnerability-harness-part-1/</link>
		
		<dc:creator><![CDATA[Nidhi Ramakant]]></dc:creator>
		<pubDate>Wed, 07 Oct 2026 21:49:43 +0000</pubDate>
				<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[Intermediate (200)]]></category>
		<category><![CDATA[Security Blog]]></category>
		<category><![CDATA[Security, Identity & Compliance]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=ebf500a1211e684df4b6067cf65a4f07</guid>

					<description><![CDATA[Vulnerability scanners produce findings faster than manual triage can process them. Your developers ship more code with more dependencies, and the volume of candidate findings grows with it. Many findings a scanner produces are unlikely to be exploited. The ones that matter need to reach an engineer fast, with enough evidence that they can act […]]]></description>
		
		
		
			</item>
		<item>
		<title>Architect highly available Oracle Database on Amazon EVS and FSx for ONTAP</title>
		<link>https://noise.getoto.net/2026/10/02/architect-highly-available-oracle-database-on-amazon-evs-and-fsx-for-ontap/</link>
		
		<dc:creator><![CDATA[Satish Bhoi]]></dc:creator>
		<pubDate>Fri, 02 Oct 2026 17:57:01 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon Elastic VMware Service (Amazon EVS)]]></category>
		<category><![CDATA[Best practices]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=0d8159e7363b7d3a7a7c63706aa18c03</guid>

					<description><![CDATA[Learn how to architect a highly available Oracle Database environment on Amazon Elastic VMware Service (Amazon EVS) with Amazon FSx for NetApp ONTAP. This post covers EC2 bare metal instance selection, vSAN and FSx storage tiering, NSX networking, and SnapMirror cross-region disaster recovery for enterprises preserving their VMware operational tooling.]]></description>
		
		
		
			</item>
		<item>
		<title>Isolate email reputation in Amazon SES Mail Manager with tenant management</title>
		<link>https://noise.getoto.net/2026/09/28/isolate-email-reputation-in-amazon-ses-mail-manager-with-tenant-management/</link>
		
		<dc:creator><![CDATA[Abilashkumar P C]]></dc:creator>
		<pubDate>Mon, 28 Sep 2026 15:52:27 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon Simple Email Service (SES)]]></category>
		<category><![CDATA[AWS]]></category>
		<category><![CDATA[Best practices]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=6c98316fe7fea28bf96baf31ce3d6b57</guid>

					<description><![CDATA[A misconfigured sender can spike bounces that damage the sending reputation of your entire Amazon SES account. With Amazon SES tenant management and Mail Manager, you can isolate reputation per tenant. Compare five architectural patterns for applying the X-SES-TENANT header, from static endpoints to AWS Lambda-driven runtime resolution.]]></description>
		
		
		
			</item>
		<item>
		<title>Best practices for scaling large consumer groups on Amazon MSK</title>
		<link>https://noise.getoto.net/2026/09/22/best-practices-for-scaling-large-consumer-groups-on-amazon-msk/</link>
		
		<dc:creator><![CDATA[Pallavi Jha]]></dc:creator>
		<pubDate>Tue, 22 Sep 2026 15:16:06 +0000</pubDate>
				<category><![CDATA[Amazon Managed Streaming for Apache Kafka (Amazon MSK)]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[Expert (400)]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=1592caa2592691b0c865d1ca22dadbec</guid>

					<description><![CDATA[As consumer groups on Amazon MSK scale to thousands of members, the metadata record Kafka writes during rebalances can exceed the 1 MB limit and stall the group. Learn how to estimate metadata size, raise the topic-level limit safely, plan capacity, and apply complementary strategies for scaling large consumer groups.]]></description>
		
		
		
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		<item>
		<title>Achieving CNIL/EU ePrivacy compliance for email tracking with Amazon SES</title>
		<link>https://noise.getoto.net/2026/09/19/achieving-cnil-eu-eprivacy-compliance-for-email-tracking-with-amazon-ses/</link>
		
		<dc:creator><![CDATA[Toni Pivcevic]]></dc:creator>
		<pubDate>Fri, 18 Sep 2026 21:34:20 +0000</pubDate>
				<category><![CDATA[Amazon Simple Email Service (SES)]]></category>
		<category><![CDATA[AWS]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[Intermediate (200)]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=63d4ff86ebe72b06cafedcbcecbbd083</guid>

					<description><![CDATA[Multiple data protection authorities now require explicit opt-in consent before tracking email opens and clicks. Learn how to use Amazon SES configuration set overrides and separate configuration sets to honor per-recipient tracking consent for EU and UK privacy compliance.]]></description>
		
		
		
			</item>
		<item>
		<title>Operationalizing least privilege: Automate IAM remediation through your CI/CD pipeline</title>
		<link>https://noise.getoto.net/2026/09/15/operationalizing-least-privilege-automate-iam-remediation-through-your-ci-cd-pipeline/</link>
		
		<dc:creator><![CDATA[Luis Pastor]]></dc:creator>
		<pubDate>Tue, 15 Sep 2026 15:53:51 +0000</pubDate>
				<category><![CDATA[AWS CloudTrail]]></category>
		<category><![CDATA[AWS IAM]]></category>
		<category><![CDATA[AWS Identity and Access Management (IAM)]]></category>
		<category><![CDATA[AWS Organizations]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[Expert (400)]]></category>
		<category><![CDATA[Security Blog]]></category>
		<category><![CDATA[Security, Identity & Compliance]]></category>
		<category><![CDATA[Technical How-to]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=d7a2202eb0ea0b09724163f06161151a</guid>

					<description><![CDATA[The principle of least privilege is straightforward to articulate but challenging to maintain at scale. When teams first deploy applications to AWS, they often grant broader permissions than strictly necessary; it’s faster to get things working, and the plan is always to tighten permissions later. But later rarely comes. Permissions accumulate, AWS Identity and Access […]]]></description>
		
		
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		<item>
		<title>From zero-shot forecast to purchase order with Amazon Bedrock AgentCore</title>
		<link>https://noise.getoto.net/2026/09/11/from-zero-shot-forecast-to-purchase-order-with-amazon-bedrock-agentcore/</link>
		
		<dc:creator><![CDATA[Hyunsoo Kim, Ph.D.]]></dc:creator>
		<pubDate>Fri, 11 Sep 2026 14:08:01 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon Bedrock]]></category>
		<category><![CDATA[Amazon Bedrock AgentCore]]></category>
		<category><![CDATA[Best practices]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=7ddcb087a9a320388f12113c36ed3c00</guid>

					<description><![CDATA[Combine zero-shot forecasting with Amazon Chronos2 and multi-agent orchestration on Amazon Bedrock AgentCore to turn demand forecasts into validated purchase orders. No per-product model training, with business rules, auditability, and cost that scales to zero.]]></description>
		
		
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		<item>
		<title>Architecting SASE solutions using AWS Local Zones</title>
		<link>https://noise.getoto.net/2026/09/09/architecting-sase-solutions-using-aws-local-zones/</link>
		
		<dc:creator><![CDATA[Lakshmi VP]]></dc:creator>
		<pubDate>Wed, 09 Sep 2026 20:36:09 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[AWS Local Zones]]></category>
		<category><![CDATA[Best practices]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=9de8dd3c27334b90844b76f2d8fb5343</guid>

					<description><![CDATA[Organizations with geographically distributed workforces face a trade-off between security and low-latency access. This post explores how to use AWS Local Zones and Secure Access Service Edge (SASE) solutions to deploy virtual security appliances closer to end users, covering key design principles, capacity planning, and traffic routing.]]></description>
		
		
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		<item>
		<title>Incident response guide for AWS CloudTrail investigations – Part 2</title>
		<link>https://noise.getoto.net/2026/09/04/incident-response-guide-for-aws-cloudtrail-investigations-part-2/</link>
		
		<dc:creator><![CDATA[Oscar Diaz]]></dc:creator>
		<pubDate>Thu, 03 Sep 2026 21:15:53 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[AWS CloudTrail]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[incident response]]></category>
		<category><![CDATA[Security Blog]]></category>
		<category><![CDATA[Security, Identity & Compliance]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=9dd5180b6a958cd54fe8606a499c55f5</guid>

					<description><![CDATA[In Part 1 of this guide, we examined two common incident scenarios: cross-account Amazon Simple Storage Service (Amazon S3) data deletion with ransomware implications, and cryptocurrency mining deployed through AWS CloudFormation using exposed AWS Management Console credentials. We also introduced key incident response terminology and investigative frameworks for analyzing AWS CloudTrail events. In this second […]]]></description>
		
		
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		<item>
		<title>Incident response guide for AWS CloudTrail investigations – Part 1</title>
		<link>https://noise.getoto.net/2026/09/04/incident-response-guide-for-aws-cloudtrail-investigations-part-1/</link>
		
		<dc:creator><![CDATA[Oscar Diaz]]></dc:creator>
		<pubDate>Thu, 03 Sep 2026 21:15:39 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[AWS CloudTrail]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[incident response]]></category>
		<category><![CDATA[Security Blog]]></category>
		<category><![CDATA[Security, Identity & Compliance]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=c1f2bf4ec0dfae23977e707a161e9ed6</guid>

					<description><![CDATA[AWS CloudTrail logs contain the evidence you need when investigating suspicious activity in your AWS environment, but knowing which fields matter and how to interpret them can mean the difference between surface-level analysis and uncovering the full scope of an incident. This guide walks you through real-world scenarios, showing you how to analyze CloudTrail events […]]]></description>
		
		
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		<title>Build your own continuous modernization pipeline with AWS Transform custom</title>
		<link>https://noise.getoto.net/2026/08/28/build-your-own-continuous-modernization-pipeline-with-aws-transform-custom/</link>
		
		<dc:creator><![CDATA[Janardhan Molumuri]]></dc:creator>
		<pubDate>Fri, 28 Aug 2026 13:27:12 +0000</pubDate>
				<category><![CDATA[AWS Transform]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[generative AI]]></category>
		<category><![CDATA[Technical How-to]]></category>
		<category><![CDATA[Thought Leadership]]></category>
		<category><![CDATA[Uncategorized]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=dd1bea6fa87b7a178ba8d15ebd09d5af</guid>

					<description><![CDATA[Introduction Development velocity has reached new heights with AI-driven development tools and practices. Organizations are generating code faster than ever before. But that speed carries risk. Researchers Anderson, Parker, and Tan warned in MIT Sloan Management Review, “Legacy systems tend to carry hidden debt; layering AI-generated code on top of them creates additional tangled dependencies.” […]]]></description>
		
		
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		<title>Detecting multi-stage attacks on AWS: A guide to cross-service signal correlation</title>
		<link>https://noise.getoto.net/2026/08/26/detecting-multi-stage-attacks-on-aws-a-guide-to-cross-service-signal-correlation/</link>
		
		<dc:creator><![CDATA[Nisha Kashyap]]></dc:creator>
		<pubDate>Wed, 26 Aug 2026 17:39:19 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon CloudWatch]]></category>
		<category><![CDATA[Amazon CloudWatch Logs]]></category>
		<category><![CDATA[Amazon GuardDuty]]></category>
		<category><![CDATA[Amazon Route 53]]></category>
		<category><![CDATA[AWS CloudTrail]]></category>
		<category><![CDATA[AWS Security Hub]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[incident response]]></category>
		<category><![CDATA[Security Blog]]></category>
		<category><![CDATA[Security, Identity & Compliance]]></category>
		<category><![CDATA[Shared Responsibility Model]]></category>
		<category><![CDATA[Technical How-to]]></category>
		<category><![CDATA[threat detection]]></category>
		<category><![CDATA[VPC Flow Logs]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=c1ae36751e825f269e471673d2edf0fd</guid>

					<description><![CDATA[A single alert from one security service tells you something happened. Read that signal alongside activity from other services and your own business context, and you will know whether what happened is part of a multi-stage attack. Consider a short sequence. An identity calls GetCallerIdentity from a source address it hasn’t previously used. Within minutes, […]]]></description>
		
		
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		<title>From clickops to governed IaC: CloudFormation drift detection in practice</title>
		<link>https://noise.getoto.net/2026/08/21/from-clickops-to-governed-iac-cloudformation-drift-detection-in-practice/</link>
		
		<dc:creator><![CDATA[Leen Alattas]]></dc:creator>
		<pubDate>Fri, 21 Aug 2026 10:48:22 +0000</pubDate>
				<category><![CDATA[AWS CloudFormation]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[CDK]]></category>
		<category><![CDATA[CI/CD]]></category>
		<category><![CDATA[CloudFormation]]></category>
		<category><![CDATA[Developer Tools]]></category>
		<category><![CDATA[devops]]></category>
		<category><![CDATA[Infrastructure as Code]]></category>
		<category><![CDATA[Thought Leadership]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=e14063646240b07c5258a38342638907</guid>

					<description><![CDATA[AWS environments that have grown organically over time often share a common characteristic: infrastructure provisioned through the AWS Management Console, SDKs, or CLI without corresponding Infrastructure as Code (IaC) templates. This practice is commonly referred to as “ClickOps,” a term describing any infrastructure change made outside of a codified, version-controlled workflow. Whether changes happen through […]]]></description>
		
		
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		<title>Consistency is the new latency: AI at the data layer</title>
		<link>https://noise.getoto.net/2026/08/18/consistency-is-the-new-latency-ai-at-the-data-layer/</link>
		
		<dc:creator><![CDATA[Suman Chatterjee]]></dc:creator>
		<pubDate>Tue, 18 Aug 2026 11:13:20 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon Aurora]]></category>
		<category><![CDATA[Amazon DynamoDB]]></category>
		<category><![CDATA[Best practices]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=4b7dfe74c649c093eff5eaede0b4b289</guid>

					<description><![CDATA[As AI agents move from chatbots to taking action, their reliability depends on the consistency of the data layer beneath them. This post examines how replication lag poisons an agent's context and shows how to match Amazon Aurora, Amazon DynamoDB, and Amazon Keyspaces replication models to each task's consistency requirements.]]></description>
		
		
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			</item>
		<item>
		<title>Designing for failure: Building resilient systems on AWS</title>
		<link>https://noise.getoto.net/2026/08/13/designing-for-failure-building-resilient-systems-on-aws/</link>
		
		<dc:creator><![CDATA[Dhvani Vora]]></dc:creator>
		<pubDate>Thu, 13 Aug 2026 20:03:28 +0000</pubDate>
				<category><![CDATA[Amazon EC2]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[Intermediate (200)]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=39c3452ff9ef46159229eed9ccd9e111</guid>

					<description><![CDATA[Learn how to prevent correlated hardware failures in distributed systems on Amazon EC2. This post walks through real incident response patterns, including Partition Placement Groups, composite alarms, automated recovery with Auto Scaling, and observability best practices.]]></description>
		
		
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