AWS Cloud Operations Blog

Category: Monitoring and observability

How SLAs, SLOs, and SLIs interact

Improve application reliability with effective SLOs

At AWS, we consider reliability as a capability of services to withstand major disruptions within acceptable degradation parameters and to recover within an acceptable timeframe. Service reliability goes beyond traditional disciplines, such as availability and performance, to achieve its goal. Components of a system or application will eventually fail over time. Like our CTO Werner Vogels […]

Alarm Context Tool Architecture Diagram

Respond to CloudWatch Alarms with Amazon Bedrock Insights

Overview When operating complex, distributed systems in the cloud, quickly identifying the root cause of issues and resolving incidents can be a daunting task. Troubleshooting often involves sifting through metrics, logs, and traces from multiple AWS services, making it challenging to gain a comprehensive understanding of the problem. So how can you streamline this process […]

Troubleshooting AWS Glue ETL Jobs using Amazon CloudWatch Logs Insights enhanced queries

Troubleshooting AWS Glue ETL Jobs using Amazon CloudWatch Logs Insights enhanced queries

Introduction In the realm of data integration and ETL (Extract, Transform, Load) processes, organizations often face challenges in ensuring efficiency and performance of the ETL jobs. Monitoring the efficiency of ETL jobs becomes crucial in maintaining seamless data workflows. This is where Amazon CloudWatch Logs Insights comes into play, offering powerful log analytics to unearth […]

Testing and debugging Amazon CloudWatch Synthetics canary locally

Introduction Amazon CloudWatch Synthetics canaries are scripts that monitor your endpoints and APIs by simulating the actions of a user. These canaries run on a schedule, check the availability and latency of your applications, and alert you when there are issues. Canary scripts are written in Node.js and Python, and they run inside an AWS […]

Monitor Python apps with Amazon CloudWatch Application Signals (Preview)

Monitor Python apps with Amazon CloudWatch Application Signals (Preview)

AWS announced Amazon CloudWatch Application Signals during re:Invent 2023. It is a new feature to monitor and understand the health of Java applications. Today we are excited to announce that Application Signals now supports Python applications. Enabling Application Signals allows you to use AWS Distro for OpenTelemetry (ADOT) to instrument Python applications without code changes. […]

How to monitor AWS WAF logging centrally using Amazon Managed Grafana

It is important for cloud security operations teams to maintain a high level of cloud security and detect and respond to malicious web activity in near real-time. AWS WAF helps protect web applications from common web exploits that could affect application availability, compromise security, or consume excessive resources. However, as your cloud environment scales with […]

Unlocking Insights: Turning Application Logs into Actionable Metrics

Modern software development teams understand the importance of observability as a critical aspect of building reliable and resilient applications. By implementing observability practices, software teams can proactively identify issues, uncover performance bottlenecks, and enhance system reliability. However, it is a fairly recent trend and still lacks industry-wide adoption. As organizations standardize on containers, they often […]

Announcing Amazon CloudWatch Container Insights for Amazon EKS Windows Workloads Monitoring

Monitoring containerized applications requires precision and efficiency. As your applications scale, collecting and summarizing application and infrastructure metrics from your applications can be challenging. One way to handle this challenge is using Amazon CloudWatch Container Insights which is a single-click native monitoring tool provided by AWS. Amazon CloudWatch Container Insights helps customers collect, aggregate, and summarize […]

Real User Monitoring with Amazon CloudWatch RUM and Amazon Managed Grafana

Real User Monitoring with Amazon CloudWatch RUM and Amazon Managed Grafana

In today’s fast-paced digital world, users expect fast and reliable web experiences. Slow-loading pages, errors, and other performance issues can lead to lower engagement and conversion rates, ultimately hurting a business’s bottom line. That’s where Real User Monitoring (RUM) comes in. Real User Monitoring (RUM) is a crucial aspect of modern web application development, allowing developers and […]

VTEX scales to 150 million metrics using Amazon Managed Service for Prometheus

VTEX scales to 150 million metrics using Amazon Managed Service for Prometheus

VTEX is a multi-tenant platform with a distributed engineering operation. Observing hundreds of services in real time in an efficient manner is a technical challenge for the business. In this blog, we will show how VTEX created a resilient open source-based architecture aligned with a sharding strategy, using Amazon Managed Service for Prometheus (AMP) to […]