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	<title>Amazon OpenSearch Service &#8211; Noise</title>
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		<title>Amazon OpenSearch Service improves vector database performance and cost with GPU acceleration and auto-optimization</title>
		<link>https://noise.getoto.net/2025/12/02/amazon-opensearch-service-improves-vector-database-performance-and-cost-with-gpu-acceleration-and-auto-optimization/</link>
		
		<dc:creator><![CDATA[Channy Yun (윤석찬)]]></dc:creator>
		<pubDate>Tue, 02 Dec 2025 16:06:41 +0000</pubDate>
				<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[Analytics]]></category>
		<category><![CDATA[AWS re:Invent]]></category>
		<category><![CDATA[launch]]></category>
		<category><![CDATA[news]]></category>
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					<description><![CDATA[Build and optimize large-scale vector databases up to 10 times faster and at a quarter of the cost with new GPU acceleration and auto-optimization capabilities that automatically balance search quality, speed, and resource usage.]]></description>
		
		
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		<title>How Octus achieved 85% infrastructure cost reduction with zero downtime migration to Amazon OpenSearch Service</title>
		<link>https://noise.getoto.net/2025/11/26/how-octus-achieved-85-infrastructure-cost-reduction-with-zero-downtime-migration-to-amazon-opensearch-service/</link>
		
		<dc:creator><![CDATA[Vaibhav Sabharwal]]></dc:creator>
		<pubDate>Wed, 26 Nov 2025 19:38:41 +0000</pubDate>
				<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[Customer Solutions]]></category>
		<category><![CDATA[Intermediate (200)]]></category>
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					<description><![CDATA[This post highlights how Octus migrated its Elasticsearch workloads running on Elastic Cloud to Amazon OpenSearch Service. The journey traces Octus’s shift from managing multiple systems to adopting a cost-efficient solution powered by OpenSearch Service.]]></description>
		
		
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		<title>AWS Weekly Roundup: How to join AWS re:Invent 2025, plus Kiro GA, and lots of launches (Nov 24, 2025)</title>
		<link>https://noise.getoto.net/2025/11/24/aws-weekly-roundup-how-to-join-aws-reinvent-2025-plus-kiro-ga-and-lots-of-launches-nov-24-2025/</link>
		
		<dc:creator><![CDATA[Channy Yun (윤석찬)]]></dc:creator>
		<pubDate>Mon, 24 Nov 2025 19:58:08 +0000</pubDate>
				<category><![CDATA[Amazon API Gateway]]></category>
		<category><![CDATA[Amazon Aurora]]></category>
		<category><![CDATA[Amazon Bedrock]]></category>
		<category><![CDATA[Amazon CloudWatch]]></category>
		<category><![CDATA[Amazon Connect]]></category>
		<category><![CDATA[Amazon EC2]]></category>
		<category><![CDATA[Amazon Elastic Container Registry]]></category>
		<category><![CDATA[Amazon Elastic Container Service]]></category>
		<category><![CDATA[Amazon Elastic Kubernetes Service]]></category>
		<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[Amazon Sagemaker]]></category>
		<category><![CDATA[Amazon Simple Storage Service (S3)]]></category>
		<category><![CDATA[AWS CloudFormation]]></category>
		<category><![CDATA[AWS Control Tower]]></category>
		<category><![CDATA[AWS Identity and Access Management (IAM)]]></category>
		<category><![CDATA[AWS Lambda]]></category>
		<category><![CDATA[AWS Step Functions]]></category>
		<category><![CDATA[Billing & Account Management]]></category>
		<category><![CDATA[launch]]></category>
		<category><![CDATA[news]]></category>
		<category><![CDATA[Week in Review]]></category>
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					<description><![CDATA[Next week, don’t miss AWS re:Invent, Dec. 1-5, 2025, for the latest AWS news, expert insights, and global cloud community connections! Our News Blog team is finalizing posts to introduce the most exciting launches from our service teams. If you’re joining us in person in Las Vegas, review the agenda, session catalog, and attendee guides […]]]></description>
		
		
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		<item>
		<title>Introducing Cluster insights: Unified monitoring dashboard for Amazon OpenSearch Service clusters</title>
		<link>https://noise.getoto.net/2025/11/21/introducing-cluster-insights-unified-monitoring-dashboard-for-amazon-opensearch-service-clusters/</link>
		
		<dc:creator><![CDATA[Siddhant Gupta]]></dc:creator>
		<pubDate>Fri, 21 Nov 2025 16:38:56 +0000</pubDate>
				<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[announcements]]></category>
		<category><![CDATA[Intermediate (200)]]></category>
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					<description><![CDATA[This blog will guide you through setting up and using Cluster Insights, including key features and metrics. By the conclusion, you'll understand how to use Cluster insights to recognize and address performance and resiliency issues within your OpenSearch Service clusters.]]></description>
		
		
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		<item>
		<title>Analyze AWS Network Firewall logs using Amazon OpenSearch dashboard</title>
		<link>https://noise.getoto.net/2025/11/19/analyze-aws-network-firewall-logs-using-amazon-opensearch-dashboard/</link>
		
		<dc:creator><![CDATA[Hoorang Broujerdi]]></dc:creator>
		<pubDate>Tue, 18 Nov 2025 22:19:59 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[AWS Network Firewall]]></category>
		<category><![CDATA[Compliance]]></category>
		<category><![CDATA[Identity]]></category>
		<category><![CDATA[security]]></category>
		<category><![CDATA[Security, Identity & Compliance]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=daa1197e74d110112d0bb8d86af0fc6e</guid>

					<description><![CDATA[Amazon CloudWatch and Amazon OpenSearch Service have launched a new dashboard that simplifies the analysis of AWS Network Firewall logs. Previously, in our blog post How to analyze AWS Network Firewall logs using Amazon OpenSearch Service we demonstrated the required services and steps to create an OpenSearch dashboard. The new dashboard removes these extra steps […]]]></description>
		
		
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		<item>
		<title>Introducing the Amazon OpenSearch Lens for the AWS Well-Architected Framework</title>
		<link>https://noise.getoto.net/2025/11/12/introducing-the-amazon-opensearch-lens-for-the-aws-well-architected-framework/</link>
		
		<dc:creator><![CDATA[Muslim Abu-Taha]]></dc:creator>
		<pubDate>Wed, 12 Nov 2025 01:07:02 +0000</pubDate>
				<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[announcements]]></category>
		<category><![CDATA[Foundational (100)]]></category>
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					<description><![CDATA[In this post, we show you how to use the Amazon OpenSearch Service Lens to evaluate your OpenSearch Service workloads against architectural best practices.]]></description>
		
		
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			</item>
		<item>
		<title>Analyzing Amazon EC2 Spot instance interruptions by using event-driven architecture</title>
		<link>https://noise.getoto.net/2025/11/11/analyzing-amazon-ec2-spot-instance-interruptions-by-using-event-driven-architecture/</link>
		
		<dc:creator><![CDATA[Shekhar Shrinivasan]]></dc:creator>
		<pubDate>Mon, 10 Nov 2025 22:05:20 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[Technical How-to]]></category>
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					<description><![CDATA[In this post, you'll learn how to build this comprehensive monitoring solution step-by-step. You'll gain practical experience designing an event-driven pipeline, implementing data processing workflows, and creating insightful dashboards that help you track interruption trends, optimize ASG configurations, and improve the resilience of your Spot Instance workloads.]]></description>
		
		
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			</item>
		<item>
		<title>Optimize efficiency with language analyzers using scalable multilingual search in Amazon OpenSearch Service</title>
		<link>https://noise.getoto.net/2025/10/03/optimize-efficiency-with-language-analyzers-using-scalable-multilingual-search-in-amazon-opensearch-service/</link>
		
		<dc:creator><![CDATA[Sunil Ramachandra]]></dc:creator>
		<pubDate>Thu, 02 Oct 2025 22:13:45 +0000</pubDate>
				<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[Amazon SageMaker Studio]]></category>
		<category><![CDATA[Technical How-to]]></category>
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					<description><![CDATA[Organizations manage content across multiple languages as they expand globally. Ecommerce platforms, customer support systems, and knowledge bases require efficient multilingual search capabilities to serve diverse user bases effectively. This unified search approach helps multinational organizations maintain centralized content repositories while making sure users, regardless of their preferred language, can effectively find and access relevant […]]]></description>
		
		
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			</item>
		<item>
		<title>Search++, Going Beyond Keywords with Amazon OpenSearch Service</title>
		<link>https://noise.getoto.net/2025/09/30/search-going-beyond-keywords-with-amazon-opensearch-service/</link>
		
		<dc:creator><![CDATA[Prashant Agrawal]]></dc:creator>
		<pubDate>Mon, 29 Sep 2025 22:38:35 +0000</pubDate>
				<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[Best practices]]></category>
		<category><![CDATA[Intermediate (200)]]></category>
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					<description><![CDATA[Search technology, specifically web search technology, has been around for more than 30 years. You entered a few words in a text box, clicked “Search,” and received a series of links. However, the results were often a mix of related, non-related, and general links. If the results didn’t contain the information you needed, you reformulated […]]]></description>
		
		
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			</item>
		<item>
		<title>Scaling cluster manager and admin APIs in Amazon OpenSearch Service</title>
		<link>https://noise.getoto.net/2025/09/26/scaling-cluster-manager-and-admin-apis-in-amazon-opensearch-service/</link>
		
		<dc:creator><![CDATA[Rajiv Kumar Vaidyanathan]]></dc:creator>
		<pubDate>Fri, 26 Sep 2025 20:32:40 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[Technical How-to]]></category>
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					<description><![CDATA[In this post, we demonstrate the different bottlenecks that were identified and the corresponding solutions that were implemented in OpenSearch Service to scale cluster manager for large cluster deployments. These optimizations are available to all new domains or existing domains upgraded to OpenSearch Service versions 2.17 or above.]]></description>
		
		
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			</item>
		<item>
		<title>Amazon OpenSearch Serverless monitoring: A CloudWatch setup guide</title>
		<link>https://noise.getoto.net/2025/09/24/amazon-opensearch-serverless-monitoring-a-cloudwatch-setup-guide/</link>
		
		<dc:creator><![CDATA[Urmila Iyer]]></dc:creator>
		<pubDate>Wed, 24 Sep 2025 16:50:25 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon CloudWatch]]></category>
		<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[Monitoring and observability]]></category>
		<category><![CDATA[serverless]]></category>
		<category><![CDATA[Technical How-to]]></category>
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					<description><![CDATA[In this post, we explore commonly used Amazon CloudWatch metrics and alarms for OpenSearch Serverless, walking through the process of selecting relevant metrics, setting appropriate thresholds, and configuring alerts. This guide will provide you with a comprehensive monitoring strategy that complements the serverless nature of your OpenSearch deployment while maintaining full operational visibility.]]></description>
		
		
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			</item>
		<item>
		<title>Trellix achieved 35% cost savings and enhanced security with Amazon OpenSearch Service</title>
		<link>https://noise.getoto.net/2025/09/19/trellix-achieved-35-cost-savings-and-enhanced-security-with-amazon-opensearch-service/</link>
		
		<dc:creator><![CDATA[Leeneksh Dubey]]></dc:creator>
		<pubDate>Fri, 19 Sep 2025 15:48:17 +0000</pubDate>
				<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[Customer Solutions]]></category>
		<category><![CDATA[Intermediate (200)]]></category>
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					<description><![CDATA[Trellix, a global leader in cybersecurity solutions, emerged in 2022 from the merger of McAfee Enterprise and FireEye. To address exponential log growth across their multi-tenant, multi-Region infrastructure, Trellix used Amazon OpenSearch Service, Amazon OpenSearch Ingestion, and Amazon S3 to modernize their log infrastructure. In this post, we share how, by adopting these AWS solutions, Trellix enhanced their system’s performance, availability, and scalability while reducing operational overhead.]]></description>
		
		
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		<item>
		<title>Announcing cross-account ingestion for Amazon OpenSearch Service</title>
		<link>https://noise.getoto.net/2025/09/19/announcing-cross-account-ingestion-for-amazon-opensearch-service/</link>
		
		<dc:creator><![CDATA[David Venable]]></dc:creator>
		<pubDate>Fri, 19 Sep 2025 15:36:59 +0000</pubDate>
				<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[announcements]]></category>
		<category><![CDATA[Intermediate (200)]]></category>
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					<description><![CDATA[Amazon OpenSearch Ingestion is a powerful data ingestion pipeline that AWS customers use for many different purposes, such as observability, analytics, and zero-ETL search. Many customers today push logs, traces, and metrics from their applications to OpenSearch Ingestion to store and analyze this data. Today, we are happy to announce that OpenSearch Ingestion pipelines now […]]]></description>
		
		
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		<item>
		<title>Get started with Amazon OpenSearch Service: T-shirt size your domain for log analytics</title>
		<link>https://noise.getoto.net/2025/09/16/get-started-with-amazon-opensearch-service-t-shirt-size-your-domain-for-log-analytics/</link>
		
		<dc:creator><![CDATA[Harsh Bansal]]></dc:creator>
		<pubDate>Tue, 16 Sep 2025 20:26:45 +0000</pubDate>
				<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[Intermediate (200)]]></category>
		<category><![CDATA[Technical How-to]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=fc447657af5b9a730c9313c00d88c945</guid>

					<description><![CDATA[When you’re spinning up your Amazon OpenSearch Service domain, you need to figure out the storage, instance types, and instance count; decide the sharding strategies and whether to use a cluster manager; and enable zone awareness. Generally, we consider storage as a guideline for determining instance count, but not other parameters. In this post, we […]]]></description>
		
		
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		<item>
		<title>Decrease your storage costs with Amazon OpenSearch Service index rollups</title>
		<link>https://noise.getoto.net/2025/09/09/decrease-your-storage-costs-with-amazon-opensearch-service-index-rollups/</link>
		
		<dc:creator><![CDATA[Luis Tiani]]></dc:creator>
		<pubDate>Tue, 09 Sep 2025 18:03:00 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[Cloud Cost Optimization]]></category>
		<category><![CDATA[Technical How-to]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=319368847f78863e9607fff7ed81fa81</guid>

					<description><![CDATA[Amazon OpenSearch Service is a fully managed service to support search, log analytics, and generative AI Retrieval Augment Generation (RAG) workloads in the AWS Cloud. It simplifies the deployment, security, and scaling of OpenSearch clusters. As organizations scale their log analytics workloads by continuously collecting and analyzing vast amounts of data, they often struggle to […]]]></description>
		
		
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		<item>
		<title>Implement fine-grained access control using Amazon OpenSearch Service and JSON Web Tokens</title>
		<link>https://noise.getoto.net/2025/08/28/implement-fine-grained-access-control-using-amazon-opensearch-service-and-json-web-tokens/</link>
		
		<dc:creator><![CDATA[Ramya Bhat]]></dc:creator>
		<pubDate>Wed, 27 Aug 2025 23:24:28 +0000</pubDate>
				<category><![CDATA[Amazon OpenSearch]]></category>
		<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[Expert (400)]]></category>
		<category><![CDATA[Technical How-to]]></category>
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					<description><![CDATA[This post demonstrates how to build a secure search application using Amazon OpenSearch Service and JSON Web Tokens (JWTs). We discuss the basics of OpenSearch Service and JWTs and how to implement user authentication and authorization through an existing identity provider (IdP). The focus is on enforcing fine-grained access control based on user roles and permissions.]]></description>
		
		
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		<item>
		<title>How AppZen enhances operational efficiency, scalability, and security with Amazon OpenSearch Serverless</title>
		<link>https://noise.getoto.net/2025/08/26/how-appzen-enhances-operational-efficiency-scalability-and-security-with-amazon-opensearch-serverless/</link>
		
		<dc:creator><![CDATA[Prashanth Dudipala, Madhuri Andhale]]></dc:creator>
		<pubDate>Tue, 26 Aug 2025 18:43:23 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[Analytics]]></category>
		<category><![CDATA[Customer Solutions]]></category>
		<category><![CDATA[serverless]]></category>
		<category><![CDATA[Technical How-to]]></category>
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					<description><![CDATA[AppZen is a leading provider of AI-driven finance automation solutions. The company’s core offering centers around an innovative AI platform designed for modern finance teams, featuring expense management, fraud detection, and autonomous accounts payable solutions. AppZen’s technology stack uses computer vision, deep learning, and natural language processing (NLP) to automate financial processes and ensure compliance. […]]]></description>
		
		
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		<item>
		<title>AWS Weekly Roundup: Amazon Aurora 10th anniversary, Amazon EC2 R8 instances, Amazon Bedrock and more (August 25, 2025)</title>
		<link>https://noise.getoto.net/2025/08/25/aws-weekly-roundup-amazon-aurora-10th-anniversary-amazon-ec2-r8-instances-amazon-bedrock-and-more-august-25-2025/</link>
		
		<dc:creator><![CDATA[Betty Zheng (郑予彬)]]></dc:creator>
		<pubDate>Mon, 25 Aug 2025 16:30:43 +0000</pubDate>
				<category><![CDATA[Amazon Aurora]]></category>
		<category><![CDATA[Amazon Bedrock]]></category>
		<category><![CDATA[Amazon EC2]]></category>
		<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[launch]]></category>
		<category><![CDATA[news]]></category>
		<category><![CDATA[Week in Review]]></category>
		<guid isPermaLink="false">http://noise.getoto.net/?guid=a217b2d65b435755eb548153cfb77fd5</guid>

					<description><![CDATA[As I was preparing for this week’s roundup, I couldn’t help but reflect on how database technology has evolved over the past decade. It’s fascinating to see how architectural decisions made years ago continue to shape the way we build modern applications. This week brings a special milestone that perfectly captures this evolution in cloud […]]]></description>
		
		
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		<title>Zeta reduces banking incident response time by 80% with Amazon OpenSearch Service observability</title>
		<link>https://noise.getoto.net/2025/08/21/zeta-reduces-banking-incident-response-time-by-80-with-amazon-opensearch-service-observability/</link>
		
		<dc:creator><![CDATA[Deepesh Dhapola]]></dc:creator>
		<pubDate>Wed, 20 Aug 2025 22:17:30 +0000</pubDate>
				<category><![CDATA[Advanced (300)]]></category>
		<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[Analytics]]></category>
		<category><![CDATA[Customer Solutions]]></category>
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					<description><![CDATA[In this post we explain how Zeta built a more unified monitoring solution using Amazon OpenSearch Service that improved performance, reduced manual processes, and increased end-user satisfaction. Zeta has achieved over an 80% reduction in mean time to resolution (MTTR), with incident response times decreasing from 30+ minutes to under 5 minutes.]]></description>
		
		
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		<item>
		<title>Build enterprise-scale log ingestion pipelines with Amazon OpenSearch Service</title>
		<link>https://noise.getoto.net/2025/08/21/build-enterprise-scale-log-ingestion-pipelines-with-amazon-opensearch-service/</link>
		
		<dc:creator><![CDATA[Akhil B]]></dc:creator>
		<pubDate>Wed, 20 Aug 2025 22:09:31 +0000</pubDate>
				<category><![CDATA[Amazon OpenSearch]]></category>
		<category><![CDATA[Amazon OpenSearch Service]]></category>
		<category><![CDATA[Analytics]]></category>
		<category><![CDATA[Intermediate (200)]]></category>
		<category><![CDATA[Technical How-to]]></category>
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					<description><![CDATA[In this post, we share field-tested patterns for log ingestion that have helped organizations successfully implement logging at scale, while maintaining optimal performance and managing costs effectively. A well-designed log analytics solution can help support proactive management in a variety of use cases, including debugging production issues, monitoring application performance, or meeting compliance requirements.]]></description>
		
		
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