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Introduction ElastAlert 2 is a simple framework for alerting on anomalies, spikes, and other patterns of interest in data from Elasticsearch and OpenSearch. ElastAlert 2 is a tool for monitoring real-time data in Elasticsearch and alerting on matching patterns. Elastalert accepts this Alert type: Email AWS SES (Amazon Simple Email Service) AWS SNS (Amazon Simple […]
Introduction Caching is one of the most effective techniques for improving scalability and performance in APIs. Azure API Management (APIM) applies caching to reduce backend response time, regulate traffic bursts, and reduce latency. It can assist your service to deal with spikes in traffic (such as flash sales or promotional events). To prevent too many […]
The Evolution of DevOps: How AI is Changing Software Delivery Artificial intelligence transforms how software is created, released, and maintained in the tech-driven world of enterprise DevOps today. Companies are in the process of enhancing the automation, efficiency, and reliability of their DevOps processes by leveraging the strong AI and ML tools native to the […]
Introduction In today’s fast-paced software landscape, automation isn’t just a luxury—it’s a necessity. Organizations need to ship features faster, scale effortlessly, and ensure rock-solid reliability—all without drowning in operational overhead. The solution? A unified, fully automated CI/CD pipeline that does it all. Many organizations struggle with fragmented automation, leading to inefficiencies and deployment risks. According […]
Introduction A novel AI product from AWS, Amazon Q, is a generative AI conversant geared towards expediting productivity in software engineering and cloud services. Its wide-ranging AWS training makes it an expert on calls, fulfilling queries related to DevOps, automating suggestions and infrastructure, and assisting teams in building and deploying projects more efficiently on AWS. […]
Introduction Modern applications behave quite differently in production compared to development or testing environments. Outlier requests and accounts, edge cases, configuration changes, security features, and request spikes can make an application behave in unexpected ways. This may lead to poor CPU and memory performance, which can be costly and result in an undesirable end-user experience. […]
Introduction AWS Elastic MapReduce (EMR) is an AWS service for filtering big data using open-source tools such as Apache Spark, Apache Flink, Trino, Hadoop, Hive, Presto, and many more. It provides a platform to run your applications without thinking much about the management of the underlying infrastructure. AWS EMR is a multipurpose, easy-to-use, highly available, […]
Challenges with Existing Cost Explorer AWS Cost Explorer provides resource-based cost insights, but it has a limitation: it only allows viewing cost data for individual resources for the last 14 days. If cost trends need to be analyzed over a longer period and specific resources contributing to cost increases beyond two weeks need to be […]
Introduction Monitoring and logging are crucial for maintaining a reliable system. Whether you’re managing cloud infrastructure, microservices, servers, or CI/CD pipelines, automation scripts provide a strong foundation & play a key role in preventing late-night production issues In this article, we will look at 13 essential automation scripts that every DevOps engineer should know. These […]