# Amazon CloudWatch

Published articles for Amazon CloudWatch.

This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles.

## Multi-modal autoscaling with Amazon EC2 Auto Scaling: adding signals for faster, more reliable scaling

DevFeed: [Multi-modal autoscaling with Amazon EC2 Auto Scaling: adding signals for faster, more reliable scaling](<https://devfeed.tech/articles/multi-modal-autoscaling-with-amazon-ec2-auto-scaling-adding-signals-for-faster-more-reliable-scaling-42095.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/compute/multi-modal-autoscaling-with-amazon-ec2-auto-scaling-adding-signals-for-faster-more-reliable-scaling/>)

Author: Shubhendu Dubey

Published: 2026-09-17T18:18:38Z

Content type: tutorial

Language: en

Sources: [AWS Compute Blog](<https://devfeed.tech/sources/aws-compute-blog.md>)

Topics: [autoscaling](<https://devfeed.tech/topics/autoscaling.md>), [Amazon EC2](<https://devfeed.tech/topics/amazon-ec2.md>), [scaling](<https://devfeed.tech/topics/scaling.md>), [Amazon CloudWatch](<https://devfeed.tech/topics/amazon-cloudwatch.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [AWS CloudFormation](<https://devfeed.tech/topics/aws-cloudformation.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-ec2](<https://devfeed.tech/tags/amazon-ec2.md>), [api](<https://devfeed.tech/tags/api.md>), [auto-scaling](<https://devfeed.tech/tags/auto-scaling.md>), [autoscaling](<https://devfeed.tech/tags/autoscaling.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-cloudformation](<https://devfeed.tech/tags/aws-cloudformation.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [forecasting](<https://devfeed.tech/tags/forecasting.md>), [latency](<https://devfeed.tech/tags/latency.md>), [load](<https://devfeed.tech/tags/load.md>), [load-balancer](<https://devfeed.tech/tags/load-balancer.md>), [scaling](<https://devfeed.tech/tags/scaling.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>)

### AI overview

This tutorial explains multi-modal autoscaling with Amazon EC2 Auto Scaling by combining CPU, request-count, application-level, and predictive signals. It describes a controlled test in which application metrics avoided rejected checkout sessions and reduced p99 latency compared with CPU-only scaling.

### Source excerpt

Multi-modal autoscaling with Amazon EC2 Auto Scaling combines infrastructure metrics like CPU with application-level signals, so a group scales on the demand its users create. In this post, we show you how to implement it, with code samples and results from a controlled test.

## AWS STS simplifies session token size limits and adds session token size monitoring

DevFeed: [AWS STS simplifies session token size limits and adds session token size monitoring](<https://devfeed.tech/articles/aws-sts-simplifies-session-token-size-limits-and-adds-session-token-size-monitoring-26907.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/security/aws-sts-simplifies-session-token-size-limits-and-adds-session-token-size-monitoring/>)

Author: Rishi Tripathy

Published: 2026-09-15T22:21:59Z

Content type: release

Language: en

Sources: [AWS Security Blog](<https://devfeed.tech/sources/aws-security-blog.md>)

Topics: [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Security](<https://devfeed.tech/topics/security.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [Amazon CloudWatch](<https://devfeed.tech/topics/amazon-cloudwatch.md>), [AWS CloudTrail](<https://devfeed.tech/topics/aws-cloudtrail.md>), [API](<https://devfeed.tech/topics/api.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [apis](<https://devfeed.tech/tags/apis.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-cloudtrail](<https://devfeed.tech/tags/aws-cloudtrail.md>), [aws-security-token-service](<https://devfeed.tech/tags/aws-security-token-service.md>), [aws-sts](<https://devfeed.tech/tags/aws-sts.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [security](<https://devfeed.tech/tags/security.md>), [security-blog](<https://devfeed.tech/tags/security-blog.md>), [security-identity-compliance](<https://devfeed.tech/tags/security-identity-compliance.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>), [token](<https://devfeed.tech/tags/token.md>)

### AI overview

AWS Security Token Service has replaced its separate packed policy and overall session token limits with a single 4,096-byte limit. It now reports session token size and limit utilization in API responses, Amazon CloudWatch metrics, and AWS CloudTrail events.

### Source excerpt

AWS Security Token Service (AWS STS) has simplified session token size limits, giving you more room for your session policies and session tags. STS has replaced the packed policy size and the overall session token size limits with a single token size limit of 4,096 bytes. STS now reports session token size in API responses, [...]

## Abnormal AI: Amazon Bedrock AgentCore for agentic email security at scale

DevFeed: [Abnormal AI: Amazon Bedrock AgentCore for agentic email security at scale](<https://devfeed.tech/articles/abnormal-ai-amazon-bedrock-agentcore-for-agentic-email-security-at-scale-21546.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/machine-learning/abnormal-ai-amazon-bedrock-agentcore-for-agentic-email-security-at-scale/>)

Author: Aswin Vasudevan

Published: 2026-09-14T21:22:45Z

Content type: article

Language: en

Sources: [Artificial Intelligence](<https://devfeed.tech/sources/artificial-intelligence.md>)

Topics: [Amazon Bedrock AgentCore](<https://devfeed.tech/topics/amazon-bedrock-agentcore.md>), [threat detection](<https://devfeed.tech/topics/threat-detection.md>), [Amazon Bedrock](<https://devfeed.tech/topics/amazon-bedrock.md>), [Security](<https://devfeed.tech/topics/security.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>), [API](<https://devfeed.tech/topics/api.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [AWS CloudTrail](<https://devfeed.tech/topics/aws-cloudtrail.md>), [Amazon CloudWatch](<https://devfeed.tech/topics/amazon-cloudwatch.md>), [Amazon S3](<https://devfeed.tech/topics/amazon-s3.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [agentic](<https://devfeed.tech/tags/agentic.md>), [agents](<https://devfeed.tech/tags/agents.md>), [amazon-bedrock-agentcore](<https://devfeed.tech/tags/amazon-bedrock-agentcore.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-s3](<https://devfeed.tech/tags/amazon-s3.md>), [analysis](<https://devfeed.tech/tags/analysis.md>), [api](<https://devfeed.tech/tags/api.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-cloudtrail](<https://devfeed.tech/tags/aws-cloudtrail.md>), [code](<https://devfeed.tech/tags/code.md>), [customer-solutions](<https://devfeed.tech/tags/customer-solutions.md>), [data](<https://devfeed.tech/tags/data.md>), [data-processing](<https://devfeed.tech/tags/data-processing.md>), [security](<https://devfeed.tech/tags/security.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [threat-detection](<https://devfeed.tech/tags/threat-detection.md>)

### AI overview

Abnormal AI uses Amazon Bedrock AgentCore Code Interpreter as an ephemeral, serverless compute scratch pad for real-time inline email threat detection. The article describes its sandbox isolation, networking and file-handling options, preloaded Python capabilities, observability integrations, and use at billion-message scale.

### Source excerpt

Learn how Abnormal AI deployed Amazon Bedrock AgentCore Code Interpreter as an ephemeral compute scratch pad for the agents behind its real-time email threat detection at billion-message scale, plus the sandbox design decisions and practical lessons for builders deploying Code Interpreter in production.

## Resolve Amazon Aurora PostgreSQL lock contention with Database Insights: Part 2

DevFeed: [Resolve Amazon Aurora PostgreSQL lock contention with Database Insights: Part 2](<https://devfeed.tech/articles/resolve-amazon-aurora-postgresql-lock-contention-with-database-insights-part-2-20842.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/database/resolve-amazon-aurora-postgresql-lock-contention-with-database-insights-part-2/>)

Author: Sameer Kumar

Published: 2026-09-14T16:02:16Z

Content type: tutorial

Language: en

Sources: [AWS Database Blog](<https://devfeed.tech/sources/aws-database-blog.md>)

Topics: [Amazon Aurora](<https://devfeed.tech/topics/amazon-aurora.md>), [Amazon CloudWatch](<https://devfeed.tech/topics/amazon-cloudwatch.md>), [PostgreSQL](<https://devfeed.tech/topics/postgresql.md>), [Concurrency](<https://devfeed.tech/topics/concurrency.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [Database](<https://devfeed.tech/topics/database.md>), [Amazon EC2](<https://devfeed.tech/topics/amazon-ec2.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [AWS CloudFormation](<https://devfeed.tech/topics/aws-cloudformation.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon-aurora](<https://devfeed.tech/tags/amazon-aurora.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-ec2](<https://devfeed.tech/tags/amazon-ec2.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-cloudformation](<https://devfeed.tech/tags/aws-cloudformation.md>), [concurrency](<https://devfeed.tech/tags/concurrency.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [performance](<https://devfeed.tech/tags/performance.md>), [postgresql](<https://devfeed.tech/tags/postgresql.md>), [rds-for-postgresql](<https://devfeed.tech/tags/rds-for-postgresql.md>), [simulation](<https://devfeed.tech/tags/simulation.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>)

### AI overview

This tutorial explains how to diagnose and resolve lock contention in Amazon Aurora PostgreSQL using Amazon CloudWatch Database Insights. It demonstrates Lock Analysis and the Lock Tree visualization for identifying blocking sessions, then covers immediate fixes, configuration changes, optimistic concurrency control, asynchronous processing, SKIP LOCKED, and row splitting.

### Source excerpt

Part 1 showed how row lock contention degrades Amazon Aurora PostgreSQL throughput. In Part 2, use Amazon CloudWatch Database Insights and its Lock Tree to pinpoint blocking sessions, then resolve contention with query termination, timeout parameters, and architectural patterns such as SKIP LOCKED and row splitting that restore throughput.

## Troubleshooting row lock contention in Amazon Aurora PostgreSQL: Part 1 - Understanding row lock contention in PostgreSQL

DevFeed: [Troubleshooting row lock contention in Amazon Aurora PostgreSQL: Part 1 - Understanding row lock contention in PostgreSQL](<https://devfeed.tech/articles/troubleshooting-row-lock-contention-in-amazon-aurora-postgresql-part-1-understanding-row-lock-contention-in-postgresql-20843.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/database/troubleshooting-row-lock-contention-in-amazon-aurora-postgresql-part-1-understanding-row-lock-contention-in-postgresql/>)

Author: Sameer Kumar

Published: 2026-09-14T16:02:08Z

Content type: tutorial

Language: en

Sources: [AWS Database Blog](<https://devfeed.tech/sources/aws-database-blog.md>)

Topics: [Amazon Aurora](<https://devfeed.tech/topics/amazon-aurora.md>), [PostgreSQL](<https://devfeed.tech/topics/postgresql.md>), [Concurrency](<https://devfeed.tech/topics/concurrency.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [Transactions](<https://devfeed.tech/topics/transactions.md>), [Amazon CloudWatch](<https://devfeed.tech/topics/amazon-cloudwatch.md>), [Amazon RDS](<https://devfeed.tech/topics/amazon-rds.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>), [Extension](<https://devfeed.tech/topics/extension.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon-aurora](<https://devfeed.tech/tags/amazon-aurora.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-rds](<https://devfeed.tech/tags/amazon-rds.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [availability](<https://devfeed.tech/tags/availability.md>), [concurrency](<https://devfeed.tech/tags/concurrency.md>), [database](<https://devfeed.tech/tags/database.md>), [database-performance](<https://devfeed.tech/tags/database-performance.md>), [extension](<https://devfeed.tech/tags/extension.md>), [locks](<https://devfeed.tech/tags/locks.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [postgresql](<https://devfeed.tech/tags/postgresql.md>), [production](<https://devfeed.tech/tags/production.md>), [rds-for-postgresql](<https://devfeed.tech/tags/rds-for-postgresql.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>), [transactions](<https://devfeed.tech/tags/transactions.md>), [troubleshooting](<https://devfeed.tech/tags/troubleshooting.md>)

### AI overview

This first part of a two-part series explains row lock contention in PostgreSQL and Amazon Aurora PostgreSQL. It covers how concurrent transactions competing for the same rows can reduce throughput and cause timeouts despite healthy CPU and I/O, then introduces PostgreSQL locking internals and monitoring techniques using system views, functions, the pgrowlocks extension, and log_lock_waits. The article notes that the same behavior and investigation approach apply to Amazon RDS for PostgreSQL.

### Source excerpt

Row lock contention can collapse database throughput during a flash sale even when CPU and I/O look healthy. In Part 1 of this series, learn how PostgreSQL row locking works and how to monitor lock contention in Amazon Aurora PostgreSQL and Amazon RDS for PostgreSQL using system views, the pgrowlocks extension, and the log_lock_waits parameter.

## Testing application resilience with Amazon SQS and AWS Fault Injection Service

DevFeed: [Testing application resilience with Amazon SQS and AWS Fault Injection Service](<https://devfeed.tech/articles/testing-application-resilience-with-amazon-sqs-and-aws-fault-injection-service-4651.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/architecture/testing-application-resilience-with-amazon-sqs-and-aws-fault-injection-service/>)

Author: Richard Whitworth

Published: 2026-09-09T21:33:59Z

Content type: tutorial

Language: en

Sources: [AWS Architecture Blog](<https://devfeed.tech/sources/aws-architecture-blog.md>)

Topics: [Amazon Simple Queue Service (SQS)](<https://devfeed.tech/topics/amazon-simple-queue-service-sqs.md>), [AWS Fault Injection Service (FIS)](<https://devfeed.tech/topics/aws-fault-injection-service-fis.md>), [Chaos Engineering](<https://devfeed.tech/topics/chaos-engineering.md>), [AWS IAM](<https://devfeed.tech/topics/aws-iam.md>), [AWS Identity and Access Management (IAM)](<https://devfeed.tech/topics/aws-identity-and-access-management-iam.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-simple-queue-service-sqs](<https://devfeed.tech/tags/amazon-simple-queue-service-sqs.md>), [amazon-sqs](<https://devfeed.tech/tags/amazon-sqs.md>), [automation](<https://devfeed.tech/tags/automation.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-fault-injection-service-fis](<https://devfeed.tech/tags/aws-fault-injection-service-fis.md>), [experiments](<https://devfeed.tech/tags/experiments.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [iam](<https://devfeed.tech/tags/iam.md>), [observability](<https://devfeed.tech/tags/observability.md>), [resilience](<https://devfeed.tech/tags/resilience.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

A tutorial on testing application resilience when Amazon SQS data-plane operations fail. It uses AWS Fault Injection Service and Systems Manager Automation to progressively deny queue access, evaluate recovery and observability with CloudWatch metrics, and avoid IAM deny-policy lockouts.

### Source excerpt

Learn how to use AWS Fault Injection Service and AWS Systems Manager Automation to run progressive chaos experiments against Amazon SQS queues. Validate that your retry logic, circuit breakers, and dead-letter queues actually work under failure before a real outage hits production.

## From noise to signal: Monitoring Amazon DocumentDB like a pro

DevFeed: [From noise to signal: Monitoring Amazon DocumentDB like a pro](<https://devfeed.tech/articles/from-noise-to-signal-monitoring-amazon-documentdb-like-a-pro-4699.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/database/from-noise-to-signal-monitoring-amazon-documentdb-like-a-pro/>)

Author: Deepak Deepesh

Published: 2026-09-09T15:23:20Z

Content type: tutorial

Language: en

Sources: [AWS Database Blog](<https://devfeed.tech/sources/aws-database-blog.md>)

Topics: [Amazon DocumentDB](<https://devfeed.tech/topics/amazon-documentdb.md>), [site-reliability-engineering](<https://devfeed.tech/topics/site-reliability-engineering.md>), [Amazon CloudWatch Logs](<https://devfeed.tech/topics/amazon-cloudwatch-logs.md>), [Database](<https://devfeed.tech/topics/database.md>)

Tags: [amazon](<https://devfeed.tech/tags/amazon.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-cloudwatch-logs](<https://devfeed.tech/tags/amazon-cloudwatch-logs.md>), [amazon-documentdb](<https://devfeed.tech/tags/amazon-documentdb.md>), [best-practices](<https://devfeed.tech/tags/best-practices.md>), [database](<https://devfeed.tech/tags/database.md>), [devops](<https://devfeed.tech/tags/devops.md>), [expert-400](<https://devfeed.tech/tags/expert-400.md>), [health](<https://devfeed.tech/tags/health.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [logs](<https://devfeed.tech/tags/logs.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [on-call](<https://devfeed.tech/tags/on-call.md>), [operations](<https://devfeed.tech/tags/operations.md>), [performance](<https://devfeed.tech/tags/performance.md>), [production](<https://devfeed.tech/tags/production.md>)

### AI overview

A tutorial on monitoring production Amazon DocumentDB clusters with tiered alerts, CloudWatch metrics, Performance Insights, profiler logs, slow-query diagnosis, and garbage-collection health checks.

### Source excerpt

Learn how to build a tiered alerting strategy for Amazon DocumentDB by organizing CloudWatch metrics into Critical, Warning, and Advisory tiers, diagnosing slow queries through three complementary lenses, and monitoring garbage collection health before it becomes a cluster-wide incident.

## Monitor self-managed databases with Amazon CloudWatch Database Insights

DevFeed: [Monitor self-managed databases with Amazon CloudWatch Database Insights](<https://devfeed.tech/articles/monitor-self-managed-databases-with-amazon-cloudwatch-database-insights-4706.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/database/monitor-self-managed-databases-with-amazon-cloudwatch-database-insights/>)

Author: Nirupam Datta

Published: 2026-09-03T18:10:43Z

Content type: article

Language: en

Sources: [AWS Database Blog](<https://devfeed.tech/sources/aws-database-blog.md>)

Topics: [Databases](<https://devfeed.tech/topics/databases.md>), [Amazon EC2](<https://devfeed.tech/topics/amazon-ec2.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>)

Tags: [amazon-aurora](<https://devfeed.tech/tags/amazon-aurora.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-ec2](<https://devfeed.tech/tags/amazon-ec2.md>), [amazon-rds](<https://devfeed.tech/tags/amazon-rds.md>), [announcements](<https://devfeed.tech/tags/announcements.md>), [dashboards](<https://devfeed.tech/tags/dashboards.md>), [database](<https://devfeed.tech/tags/database.md>), [intermediate-200](<https://devfeed.tech/tags/intermediate-200.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [postgresql](<https://devfeed.tech/tags/postgresql.md>), [sql](<https://devfeed.tech/tags/sql.md>)

### AI overview

Amazon CloudWatch Database Insights now monitors self-managed PostgreSQL on Amazon EC2 alongside Aurora and Amazon RDS databases from one console.

### Source excerpt

Amazon CloudWatch Database Insights now extends to self-managed databases. Monitor self-managed PostgreSQL on Amazon EC2 alongside your Amazon Aurora and Amazon RDS fleet from a single console, with the same DB Load, Top SQL, and wait event analysis you use for managed databases.

## Provision a secure Amazon DocumentDB cluster with Terraform

DevFeed: [Provision a secure Amazon DocumentDB cluster with Terraform](<https://devfeed.tech/articles/provision-a-secure-amazon-documentdb-cluster-with-terraform-4707.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/database/provision-a-secure-amazon-documentdb-cluster-with-terraform/>)

Author: Sourav Kundu

Published: 2026-08-31T20:24:23Z

Content type: tutorial

Language: en

Sources: [AWS Database Blog](<https://devfeed.tech/sources/aws-database-blog.md>)

Topics: [Amazon DocumentDB](<https://devfeed.tech/topics/amazon-documentdb.md>), [iac-security](<https://devfeed.tech/topics/iac-security.md>), [Cryptography](<https://devfeed.tech/topics/cryptography.md>), [passwords](<https://devfeed.tech/topics/passwords.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-documentdb](<https://devfeed.tech/tags/amazon-documentdb.md>), [amazon-vpc](<https://devfeed.tech/tags/amazon-vpc.md>), [authentication](<https://devfeed.tech/tags/authentication.md>), [encryption](<https://devfeed.tech/tags/encryption.md>), [infrastructure-as-code](<https://devfeed.tech/tags/infrastructure-as-code.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [secrets](<https://devfeed.tech/tags/secrets.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>), [terraform](<https://devfeed.tech/tags/terraform.md>)

### AI overview

A walkthrough for provisioning a secure Amazon DocumentDB 8.0 cluster with Terraform. It applies infrastructure-as-code security controls including private VPC subnets, TLS, KMS encryption, secrets-managed passwords, security groups, and encrypted monitoring logs.

### Source excerpt

Learn how to provision a secure Amazon DocumentDB cluster using Terraform. This post applies infrastructure-as-code best practices with encryption, AWS Secrets Manager authentication, network isolation, and encrypted monitoring.

## Detecting multi-stage attacks on AWS: A guide to cross-service signal correlation

DevFeed: [Detecting multi-stage attacks on AWS: A guide to cross-service signal correlation](<https://devfeed.tech/articles/detecting-multi-stage-attacks-on-aws-a-guide-to-cross-service-signal-correlation-4678.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/security/detecting-multi-stage-attacks-on-aws-a-guide-to-cross-service-signal-correlation/>)

Author: Nisha Kashyap

Published: 2026-08-26T17:39:19Z

Content type: article

Language: en

Sources: [AWS Security Blog](<https://devfeed.tech/sources/aws-security-blog.md>)

Topics: [Amazon Web Services (AWS)](<https://devfeed.tech/topics/amazon-web-services-aws.md>), [Security](<https://devfeed.tech/topics/security.md>), [Detection engineering](<https://devfeed.tech/topics/detection-engineering.md>), [Amazon CloudWatch Logs](<https://devfeed.tech/topics/amazon-cloudwatch-logs.md>), [AWS CloudTrail](<https://devfeed.tech/topics/aws-cloudtrail.md>), [VPC Flow Logs](<https://devfeed.tech/topics/vpc-flow-logs.md>), [Amazon S3](<https://devfeed.tech/topics/amazon-s3.md>), [data](<https://devfeed.tech/topics/data.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-cloudwatch-logs](<https://devfeed.tech/tags/amazon-cloudwatch-logs.md>), [amazon-guardduty](<https://devfeed.tech/tags/amazon-guardduty.md>), [amazon-route-53](<https://devfeed.tech/tags/amazon-route-53.md>), [amazon-web-services-aws](<https://devfeed.tech/tags/amazon-web-services-aws.md>), [analysis](<https://devfeed.tech/tags/analysis.md>), [aws-cloudtrail](<https://devfeed.tech/tags/aws-cloudtrail.md>), [aws-security-hub](<https://devfeed.tech/tags/aws-security-hub.md>), [best-practices](<https://devfeed.tech/tags/best-practices.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [guide](<https://devfeed.tech/tags/guide.md>), [incident-response](<https://devfeed.tech/tags/incident-response.md>), [logs](<https://devfeed.tech/tags/logs.md>), [s3](<https://devfeed.tech/tags/s3.md>), [security](<https://devfeed.tech/tags/security.md>), [security-blog](<https://devfeed.tech/tags/security-blog.md>), [security-identity-compliance](<https://devfeed.tech/tags/security-identity-compliance.md>), [shared-responsibility-model](<https://devfeed.tech/tags/shared-responsibility-model.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>), [threat-detection](<https://devfeed.tech/tags/threat-detection.md>), [vpc-flow-logs](<https://devfeed.tech/tags/vpc-flow-logs.md>)

### AI overview

This article explains how security engineers can detect multi-stage attacks on AWS by correlating signals across services with business context. It presents examples using CloudWatch Logs Insights and discusses expanding the correlations into an automated pipeline.

### Source excerpt

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, [...]

## Happy 20th Birthday, Amazon EC2

DevFeed: [Happy 20th Birthday, Amazon EC2](<https://devfeed.tech/articles/happy-20th-birthday-amazon-ec2-4619.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/aws/happy-20th-birthday-amazon-ec2/>)

Author: Channy Yun (윤석찬)

Published: 2026-08-25T16:11:02Z

Content type: article

Language: en

Sources: [AWS News Blog](<https://devfeed.tech/sources/aws-news-blog.md>)

Topics: [Amazon EC2](<https://devfeed.tech/topics/amazon-ec2.md>), [Inference Performance](<https://devfeed.tech/topics/inference-performance.md>)

Tags: [ai-inference](<https://devfeed.tech/tags/ai-inference.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-ec2](<https://devfeed.tech/tags/amazon-ec2.md>), [amazon-ec2-mac-instances](<https://devfeed.tech/tags/amazon-ec2-mac-instances.md>), [apple](<https://devfeed.tech/tags/apple.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-inferentia](<https://devfeed.tech/tags/aws-inferentia.md>), [aws-local-zones](<https://devfeed.tech/tags/aws-local-zones.md>), [aws-outposts](<https://devfeed.tech/tags/aws-outposts.md>), [aws-trainium](<https://devfeed.tech/tags/aws-trainium.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [cloud-computing](<https://devfeed.tech/tags/cloud-computing.md>), [general](<https://devfeed.tech/tags/general.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [graviton](<https://devfeed.tech/tags/graviton.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [intel](<https://devfeed.tech/tags/intel.md>), [linux](<https://devfeed.tech/tags/linux.md>), [news](<https://devfeed.tech/tags/news.md>), [nitro-system](<https://devfeed.tech/tags/nitro-system.md>), [performance](<https://devfeed.tech/tags/performance.md>)

### AI overview

AWS marks Amazon EC2's 20th anniversary by reviewing its evolution from a single Linux virtual-server instance to a global service with more than 1,200 instance types. The article highlights foundational services, expanded deployment options, and AWS-designed silicon for AI inference and training.

### Source excerpt

On the 20th Anniversary, we recognize how AWS has continued to push the boundaries of what cloud computing can deliver, building custom silicon for general-purpose and AI workloads and expanding EC2 into new form factors and deployment models that our customers in 2006 could not have imagined.

## AWS Network Firewall now supports rule hit count

DevFeed: [AWS Network Firewall now supports rule hit count](<https://devfeed.tech/articles/aws-network-firewall-now-supports-rule-hit-count-4677.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/security/aws-network-firewall-now-supports-rule-hit-count/>)

Author: Preetkumar Shah

Published: 2026-08-20T18:40:20Z

Content type: article

Language: en

Sources: [AWS Security Blog](<https://devfeed.tech/sources/aws-security-blog.md>)

Topics: [Firewall](<https://devfeed.tech/topics/firewall.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Amazon CloudWatch Logs](<https://devfeed.tech/topics/amazon-cloudwatch-logs.md>), [Network](<https://devfeed.tech/topics/network.md>), [Security](<https://devfeed.tech/topics/security.md>), [Amazon S3](<https://devfeed.tech/topics/amazon-s3.md>), [log management](<https://devfeed.tech/topics/log-management.md>), [Incident response](<https://devfeed.tech/topics/incident-response.md>)

Tags: [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-cloudwatch-logs](<https://devfeed.tech/tags/amazon-cloudwatch-logs.md>), [amazon-s3](<https://devfeed.tech/tags/amazon-s3.md>), [announcements](<https://devfeed.tech/tags/announcements.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-network-firewall](<https://devfeed.tech/tags/aws-network-firewall.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [firewall](<https://devfeed.tech/tags/firewall.md>), [incident](<https://devfeed.tech/tags/incident.md>), [incident-response](<https://devfeed.tech/tags/incident-response.md>), [intermediate-200](<https://devfeed.tech/tags/intermediate-200.md>), [logs](<https://devfeed.tech/tags/logs.md>), [network](<https://devfeed.tech/tags/network.md>), [s3](<https://devfeed.tech/tags/s3.md>), [security](<https://devfeed.tech/tags/security.md>), [security-blog](<https://devfeed.tech/tags/security-blog.md>), [security-identity-compliance](<https://devfeed.tech/tags/security-identity-compliance.md>), [storage](<https://devfeed.tech/tags/storage.md>)

### AI overview

AWS Network Firewall now provides rule hit counts for stateful rules, using alert-log data to show how often rules match network traffic. The feature helps teams identify unused rules, support incident response, and demonstrate security-control effectiveness for compliance.

### Source excerpt

As firewall rule sets grow in complexity, security teams face a common challenge: manual log analysis is used to determine which rules are actively matching traffic and which are consuming capacity without being triggered. This lack of visibility creates operational and compliance gaps. Organizations with governance policies that require removal of dormant rules after a [...]

## Understand memory management in Amazon RDS for PostgreSQL to avoid out of memory

DevFeed: [Understand memory management in Amazon RDS for PostgreSQL to avoid out of memory](<https://devfeed.tech/articles/understand-memory-management-in-amazon-rds-for-postgresql-to-avoid-out-of-memory-4713.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/database/understand-memory-management-in-amazon-rds-for-postgresql-to-avoid-out-of-memory/>)

Author: Ankita Singh

Published: 2026-08-19T22:21:10Z

Content type: tutorial

Language: en

Sources: [AWS Database Blog](<https://devfeed.tech/sources/aws-database-blog.md>)

Topics: [PostgreSQL](<https://devfeed.tech/topics/postgresql.md>), [Memory Leaks](<https://devfeed.tech/topics/memory-leaks.md>), [Processes](<https://devfeed.tech/topics/processes.md>), [Linux](<https://devfeed.tech/topics/linux.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Availability](<https://devfeed.tech/topics/availability.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon-aurora](<https://devfeed.tech/tags/amazon-aurora.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-rds](<https://devfeed.tech/tags/amazon-rds.md>), [availability](<https://devfeed.tech/tags/availability.md>), [aws](<https://devfeed.tech/tags/aws.md>), [memory](<https://devfeed.tech/tags/memory.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [postgresql](<https://devfeed.tech/tags/postgresql.md>), [postgresql-compatible](<https://devfeed.tech/tags/postgresql-compatible.md>), [processes](<https://devfeed.tech/tags/processes.md>), [production](<https://devfeed.tech/tags/production.md>), [rds-for-postgresql](<https://devfeed.tech/tags/rds-for-postgresql.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>)

### AI overview

A practical guide to PostgreSQL memory management on Amazon RDS for PostgreSQL and Amazon Aurora PostgreSQL. It explains how memory is allocated, how memory-intensive queries and diagnostic signals can be identified, and how to diagnose, prevent, and recover from out-of-memory events and excessive disk spilling.

### Source excerpt

PostgreSQL out-of-memory (OOM) events and excessive disk spilling are among the most common production incidents on Amazon RDS for PostgreSQL and Amazon Aurora PostgreSQL. Learn how PostgreSQL allocates and consumes memory, how to identify memory-intensive queries, and how to diagnose, prevent, and recover from OOM events on both engines.

## Amazon Aurora DSQL observability concepts and usage with Amazon CloudWatch

DevFeed: [Amazon Aurora DSQL observability concepts and usage with Amazon CloudWatch](<https://devfeed.tech/articles/amazon-aurora-dsql-observability-concepts-and-usage-with-amazon-cloudwatch-4694.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/database/amazon-aurora-dsql-observability-concepts-and-usage-with-amazon-cloudwatch/>)

Author: James Morle

Published: 2026-08-17T23:37:48Z

Content type: article

Language: en

Sources: [AWS Database Blog](<https://devfeed.tech/sources/aws-database-blog.md>)

Topics: [DSQL](<https://devfeed.tech/topics/dsql.md>), [telemetry](<https://devfeed.tech/topics/telemetry.md>)

Tags: [amazon](<https://devfeed.tech/tags/amazon.md>), [amazon-aurora](<https://devfeed.tech/tags/amazon-aurora.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [cost](<https://devfeed.tech/tags/cost.md>), [dash](<https://devfeed.tech/tags/dash.md>), [database](<https://devfeed.tech/tags/database.md>), [diagnostics](<https://devfeed.tech/tags/diagnostics.md>), [dsql](<https://devfeed.tech/tags/dsql.md>), [insights](<https://devfeed.tech/tags/insights.md>), [intermediate-200](<https://devfeed.tech/tags/intermediate-200.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [mysql](<https://devfeed.tech/tags/mysql.md>), [observability](<https://devfeed.tech/tags/observability.md>), [performance](<https://devfeed.tech/tags/performance.md>), [postgresql](<https://devfeed.tech/tags/postgresql.md>), [sql](<https://devfeed.tech/tags/sql.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>)

### AI overview

This article explains Amazon Aurora DSQL's time-based observability model and its link to performance and DPU-based cost. It introduces DASH session sampling and using Amazon CloudWatch Database Insights, PromQL, and system diagnostics to identify bottlenecks.

### Source excerpt

Amazon Aurora DSQL offers time-based observability through Amazon CloudWatch Database Insights. Learn how the DSQL observability model, DASH, Database Insights, PromQL, and the system diagnostics AI skill help you find performance bottlenecks and connect session time directly to cost.

## Collecting CPU and memory metrics for AWS Lambda MicroVMs

DevFeed: [Collecting CPU and memory metrics for AWS Lambda MicroVMs](<https://devfeed.tech/articles/collecting-cpu-and-memory-metrics-for-aws-lambda-microvms-4660.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/compute/collecting-cpu-and-memory-metrics-for-aws-lambda-microvms/>)

Author: Eric Heinz

Published: 2026-08-14T11:11:55Z

Content type: tutorial

Language: en

Sources: [AWS Compute Blog](<https://devfeed.tech/sources/aws-compute-blog.md>)

Topics: [telemetry](<https://devfeed.tech/topics/telemetry.md>), [Processes](<https://devfeed.tech/topics/processes.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [agent](<https://devfeed.tech/tags/agent.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [cpu](<https://devfeed.tech/tags/cpu.md>), [health](<https://devfeed.tech/tags/health.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [json](<https://devfeed.tech/tags/json.md>), [latency](<https://devfeed.tech/tags/latency.md>), [memory](<https://devfeed.tech/tags/memory.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [monitor](<https://devfeed.tech/tags/monitor.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [observability](<https://devfeed.tech/tags/observability.md>), [opentelemetry](<https://devfeed.tech/tags/opentelemetry.md>), [os](<https://devfeed.tech/tags/os.md>), [process](<https://devfeed.tech/tags/process.md>), [production](<https://devfeed.tech/tags/production.md>), [startup](<https://devfeed.tech/tags/startup.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>)

### AI overview

A tutorial on collecting CPU and memory metrics from AWS Lambda MicroVMs with the Amazon CloudWatch Agent. It explains configuring Telegraf and OpenTelemetry Collector files to emit metrics with a custom dimension from an environment variable.

### Source excerpt

Learn how to collect CPU and memory metrics from AWS Lambda MicroVMs using the CloudWatch Agent. Configure telegraf and OTel to monitor and right-size your workloads.

## Burst to Region: Overflow AWS Outposts workloads to Amazon EC2

DevFeed: [Burst to Region: Overflow AWS Outposts workloads to Amazon EC2](<https://devfeed.tech/articles/burst-to-region-overflow-aws-outposts-workloads-to-amazon-ec2-4659.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/compute/burst-to-region-overflow-aws-outposts-workloads-to-amazon-ec2/>)

Author: Diya

Published: 2026-08-12T17:06:54Z

Content type: tutorial

Language: en

Sources: [AWS Compute Blog](<https://devfeed.tech/sources/aws-compute-blog.md>)

Topics: [Amazon EC2](<https://devfeed.tech/topics/amazon-ec2.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [datacenter](<https://devfeed.tech/topics/datacenter.md>), [Latency](<https://devfeed.tech/topics/latency.md>), [Availability](<https://devfeed.tech/topics/availability.md>), [Amazon CloudWatch](<https://devfeed.tech/topics/amazon-cloudwatch.md>), [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-ec2](<https://devfeed.tech/tags/amazon-ec2.md>), [api](<https://devfeed.tech/tags/api.md>), [applications](<https://devfeed.tech/tags/applications.md>), [availability](<https://devfeed.tech/tags/availability.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [aws-outposts](<https://devfeed.tech/tags/aws-outposts.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [compute](<https://devfeed.tech/tags/compute.md>), [data-center](<https://devfeed.tech/tags/data-center.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [latency](<https://devfeed.tech/tags/latency.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>)

### AI overview

This tutorial presents a Burst to Region pattern for AWS Outposts workloads. When an Outposts rack reaches its fixed compute capacity, the pattern launches Amazon EC2 instances in the parent AWS Region, shifts traffic gradually, and returns traffic to local instances when capacity recovers. It uses CloudWatch, SNS, Lambda, EC2 Auto Scaling, Elastic Load Balancing, and EventBridge, trading increased latency for continued availability during capacity events.

### Source excerpt

AWS Outposts brings AWS infrastructure into your data center with low latency and data locality. But an Outposts rack has fixed compute. Learn how to build a Burst to Region pattern that overflows workloads to Amazon EC2 in the parent Region when local capacity is exhausted.

## Centralize cross-account Amazon ECS telemetry with an ADOT gateway

DevFeed: [Centralize cross-account Amazon ECS telemetry with an ADOT gateway](<https://devfeed.tech/articles/centralize-cross-account-amazon-ecs-telemetry-with-an-adot-gateway-4626.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/containers/centralize-cross-account-amazon-ecs-telemetry-with-an-adot-gateway/>)

Author: Rahul Kumar

Published: 2026-08-06T16:13:46Z

Content type: tutorial

Language: en

Sources: [Containers](<https://devfeed.tech/sources/containers.md>)

Topics: [Amazon Elastic Container Service](<https://devfeed.tech/topics/amazon-elastic-container-service.md>), [telemetry](<https://devfeed.tech/topics/telemetry.md>), [OpenTelemetry](<https://devfeed.tech/topics/opentelemetry.md>), [SIEM, Security, Observability](<https://devfeed.tech/topics/siem-security-observability.md>), [Amazon CloudWatch](<https://devfeed.tech/topics/amazon-cloudwatch.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Windows](<https://devfeed.tech/topics/windows.md>), [.NET Framework](<https://devfeed.tech/topics/net-framework.md>), [Traces](<https://devfeed.tech/topics/traces.md>), [log management](<https://devfeed.tech/topics/log-management.md>), [Amazon Elastic Kubernetes Service](<https://devfeed.tech/topics/amazon-elastic-kubernetes-service.md>)

Tags: [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-eks](<https://devfeed.tech/tags/amazon-eks.md>), [amazon-elastic-container-service](<https://devfeed.tech/tags/amazon-elastic-container-service.md>), [amazon-elastic-kubernetes-service](<https://devfeed.tech/tags/amazon-elastic-kubernetes-service.md>), [aws](<https://devfeed.tech/tags/aws.md>), [intermediate-200](<https://devfeed.tech/tags/intermediate-200.md>), [logs](<https://devfeed.tech/tags/logs.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [net-framework](<https://devfeed.tech/tags/net-framework.md>), [observability](<https://devfeed.tech/tags/observability.md>), [opentelemetry](<https://devfeed.tech/tags/opentelemetry.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>), [telemetry](<https://devfeed.tech/tags/telemetry.md>), [traces](<https://devfeed.tech/tags/traces.md>), [windows](<https://devfeed.tech/tags/windows.md>)

### AI overview

This tutorial presents a centralized AWS Distro for OpenTelemetry gateway for collecting telemetry from Amazon ECS workloads across multiple AWS accounts. It replaces per-task sidecars, supports Windows .NET Framework tasks, receives OTLP over private connectivity, and exports traces to AWS X-Ray plus metrics and logs to Amazon CloudWatch.

### Source excerpt

Running an OpenTelemetry collector as a sidecar in every Amazon ECS task does not scale across a multi-account estate, and it cannot run at all on Windows. Learn how to replace per-task sidecars with a single centralized ADOT gateway that ingests OTLP from workloads across accounts and exports traces to AWS X-Ray and metrics and logs to Amazon CloudWatch.

## AWS Weekly Roundup: Price reduction of GPT models in Bedrock, CloudWatch managed collectors for Prometheus metrics, and more (August 3, 2026)

DevFeed: [AWS Weekly Roundup: Price reduction of GPT models in Bedrock, CloudWatch managed collectors for Prometheus metrics, and more (August 3, 2026)](<https://devfeed.tech/articles/aws-weekly-roundup-price-reduction-of-gpt-models-in-bedrock-cloudwatch-managed-collectors-for-prometheus-metrics-and-more-august-3-2026-4616.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/aws/aws-weekly-roundup-price-reduction-of-gpt-models-in-bedrock-cloudwatch-managed-collectors-for-prometheus-metrics-and-more-august-3-2026/>)

Author: Micah Walter

Published: 2026-08-03T16:12:30Z

Content type: news

Language: en

Sources: [AWS News Blog](<https://devfeed.tech/sources/aws-news-blog.md>)

Topics: [AI, ML & Data Engineering](<https://devfeed.tech/topics/ai-ml-data-engineering.md>), [telemetry](<https://devfeed.tech/topics/telemetry.md>), [networking](<https://devfeed.tech/topics/networking.md>), [Amazon EC2](<https://devfeed.tech/topics/amazon-ec2.md>), [Amazon Elastic Kubernetes Service](<https://devfeed.tech/topics/amazon-elastic-kubernetes-service.md>), [Amazon OpenSearch Service](<https://devfeed.tech/topics/amazon-opensearch-service.md>)

Tags: [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-s3-tables](<https://devfeed.tech/tags/amazon-s3-tables.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-iam-identity-center](<https://devfeed.tech/tags/aws-iam-identity-center.md>), [bedrock](<https://devfeed.tech/tags/bedrock.md>), [cloud-networking](<https://devfeed.tech/tags/cloud-networking.md>), [gpt](<https://devfeed.tech/tags/gpt.md>), [inference](<https://devfeed.tech/tags/inference.md>), [observability](<https://devfeed.tech/tags/observability.md>), [openai](<https://devfeed.tech/tags/openai.md>), [prometheus](<https://devfeed.tech/tags/prometheus.md>), [week-in-review](<https://devfeed.tech/tags/week-in-review.md>)

### AI overview

AWS weekly roundup covering lower Amazon Bedrock pricing for OpenAI GPT-5.6 models, managed Prometheus metric collection in CloudWatch, and Oracle Cloud Infrastructure connectivity through AWS Interconnect.

### Source excerpt

Last week I had the joy of participating in Amazon's "Bring Your Kids to Work Day" with my 7 year old son. We commuted together into the New York City office, his first real rush hour train ride, and spent the day exploring how Amazon uses AI, machine learning, and robotics to deliver packages to [...]

## New: Enhanced AssetState dimension for AWS Outposts capacity metrics on Amazon CloudWatch

DevFeed: [New: Enhanced AssetState dimension for AWS Outposts capacity metrics on Amazon CloudWatch](<https://devfeed.tech/articles/new-enhanced-assetstate-dimension-for-aws-outposts-capacity-metrics-on-amazon-cloudwatch-4669.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/compute/new-enhanced-assetstate-dimension-for-aws-outposts-capacity-metrics-on-amazon-cloudwatch/>)

Author: Rachel McElwaine

Published: 2026-07-15T22:52:23Z

Content type: release

Language: en

Sources: [AWS Compute Blog](<https://devfeed.tech/sources/aws-compute-blog.md>)

Topics: [AWS Outposts](<https://devfeed.tech/topics/aws-outposts.md>), [Amazon CloudWatch](<https://devfeed.tech/topics/amazon-cloudwatch.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [observability](<https://devfeed.tech/topics/observability.md>), [real-time](<https://devfeed.tech/topics/real-time.md>)

Tags: [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-outposts](<https://devfeed.tech/tags/aws-outposts.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [integration](<https://devfeed.tech/tags/integration.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [production](<https://devfeed.tech/tags/production.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [remote](<https://devfeed.tech/tags/remote.md>)

### AI overview

AWS Outposts capacity metrics in Amazon CloudWatch now support an AssetState dimension with Active, Isolated, and Retiring values, enabling more accurate capacity monitoring and alarms.

### Source excerpt

Today, we are releasing an expanded format of our Amazon CloudWatch dimensions for AWS Outposts capacity metrics. The existing CloudWatch metrics, AvailableInstanceType_Count, UsedInstanceType_Count, InstanceTypeCapacityAvailability, and InstanceTypeCapacityUtilization for Outposts, can now be grouped using the new AssetState dimension with values: Active, Isolated, or Retiring. In this post, we describe what's changing and how you can use [...]

## AWS Weekly Roundup: Claude Sonnet 5 on AWS, Amazon WorkSpaces for AI agents, AWS service availability updates, and more (July 6, 2026)

DevFeed: [AWS Weekly Roundup: Claude Sonnet 5 on AWS, Amazon WorkSpaces for AI agents, AWS service availability updates, and more (July 6, 2026)](<https://devfeed.tech/articles/aws-weekly-roundup-claude-sonnet-5-on-aws-amazon-workspaces-for-ai-agents-aws-service-availability-updates-and-more-july-6-2026-4612.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/aws/aws-weekly-roundup-claude-sonnet-5-on-aws-amazon-workspaces-for-ai-agents-aws-service-availability-updates-and-more-july-6-2026/>)

Author: Daniel Abib

Published: 2026-07-06T15:46:43Z

Content type: news

Language: en

Sources: [AWS News Blog](<https://devfeed.tech/sources/aws-news-blog.md>)

Topics: [Amazon WorkSpaces](<https://devfeed.tech/topics/amazon-workspaces.md>), [Amazon EC2](<https://devfeed.tech/topics/amazon-ec2.md>), [AWS CloudFormation](<https://devfeed.tech/topics/aws-cloudformation.md>), [Amazon Elastic Kubernetes Service](<https://devfeed.tech/topics/amazon-elastic-kubernetes-service.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>)

Tags: [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-ec2](<https://devfeed.tech/tags/amazon-ec2.md>), [amazon-eks](<https://devfeed.tech/tags/amazon-eks.md>), [amazon-elastic-kubernetes-service](<https://devfeed.tech/tags/amazon-elastic-kubernetes-service.md>), [amazon-opensearch-service](<https://devfeed.tech/tags/amazon-opensearch-service.md>), [amazon-sagemaker-ai](<https://devfeed.tech/tags/amazon-sagemaker-ai.md>), [amazon-workspaces](<https://devfeed.tech/tags/amazon-workspaces.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-certificate-manager](<https://devfeed.tech/tags/aws-certificate-manager.md>), [aws-cloudformation](<https://devfeed.tech/tags/aws-cloudformation.md>), [claude](<https://devfeed.tech/tags/claude.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [news](<https://devfeed.tech/tags/news.md>), [tls](<https://devfeed.tech/tags/tls.md>), [week-in-review](<https://devfeed.tech/tags/week-in-review.md>)

### AI overview

AWS weekly roundup covering Amazon WorkSpaces for AI agents, Claude Sonnet 5 availability, service availability updates, and recent launches including EC2 instances, CloudFormation Express mode, EKS Kubernetes rollbacks, and ACM ACME support.

### Source excerpt

A couple of editions ago I wrote about what I find so energizing about working with startups. Last week I got a fresh dose of it: I spent a few days with the AWS Startups team, listening to stories of founders talking about the problems they're actually solving. One story that stayed with me came [...]

## How to Audit SSH Sessions in Amazon EC2

DevFeed: [How to Audit SSH Sessions in Amazon EC2](<https://devfeed.tech/articles/how-to-audit-ssh-sessions-in-amazon-ec2-29583.md>)

Original publisher: [Read original article](<https://goteleport.com/blog/aws-ec2-ssh-session-recording/>)

Author: info@goteleport.com (Janakiram MSV)

Published: 2022-04-19T00:00:00Z

Content type: tutorial

Language: en

Sources: [Teleport](<https://devfeed.tech/sources/teleport.md>)

Topics: [Amazon EC2](<https://devfeed.tech/topics/amazon-ec2.md>), [ssh](<https://devfeed.tech/topics/ssh.md>), [Tutorial](<https://devfeed.tech/topics/tutorial.md>), [audit](<https://devfeed.tech/topics/audit.md>), [Security](<https://devfeed.tech/topics/security.md>), [Amazon S3](<https://devfeed.tech/topics/amazon-s3.md>), [DynamoDB](<https://devfeed.tech/topics/dynamodb.md>), [OpenSSH](<https://devfeed.tech/topics/openssh.md>)

Tags: [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-dynamodb](<https://devfeed.tech/tags/amazon-dynamodb.md>), [amazon-s3](<https://devfeed.tech/tags/amazon-s3.md>), [audit](<https://devfeed.tech/tags/audit.md>), [aws](<https://devfeed.tech/tags/aws.md>), [bastion](<https://devfeed.tech/tags/bastion.md>), [bastion-host](<https://devfeed.tech/tags/bastion-host.md>), [cloudtrail](<https://devfeed.tech/tags/cloudtrail.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [dynamodb](<https://devfeed.tech/tags/dynamodb.md>), [ec2](<https://devfeed.tech/tags/ec2.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [review](<https://devfeed.tech/tags/review.md>), [s3](<https://devfeed.tech/tags/s3.md>), [security](<https://devfeed.tech/tags/security.md>), [security-events](<https://devfeed.tech/tags/security-events.md>), [ssh](<https://devfeed.tech/tags/ssh.md>), [storage](<https://devfeed.tech/tags/storage.md>), [tutorial](<https://devfeed.tech/tags/tutorial.md>)

### AI overview

A tutorial on configuring Teleport to record and audit SSH sessions on Amazon EC2 Linux instances, including centralized session playback and storing Teleport events and recordings in Amazon DynamoDB and Amazon S3.

### Source excerpt

This post is a tutorial to set up security session recording for EC2 SSH access and store logs in AWS S3 and DynamoDB.