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Data Solutions Framework: an Open Source Project for Building Data Solutions on AWS
AWS recently released the Data Solutions Framework (DSF), an opinionated open-source framework designed to accelerate the creation of data solutions on AWS. Built using the AWS CDK, the framework exposes abstractions and patterns as building blocks for constructing data solutions and is available in TypeScript (npm) and Python (PyPi).
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Amazon Q Data Integration in AWS Glue Simplifies Data Transformation on AWS
Recently, AWS announced the preview of a new feature for AWS Glue, enabling customers to use natural language for authoring and troubleshooting data integration jobs. With Amazon Q data integration in AWS Glue, developers can provide a description of their data integration workload, and the service will generate an ETL script.
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Grab Improves Kafka on Kubernetes Fault Tolerance with Strimzi, AWS AddOns and EBS
Grab updated its Kafka on Kubernetes setup to improve fault tolerance and completely eliminate human intervention in case of unexpected Kafka broker terminations. To address the shortcomings of the initial design, the team integrated with AWS Node Termination Handler (NTH), used the Load Balancer Controller for target group mapping, and switched to ELB volumes for storage.
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Oracle Graal Cloud Native 4.2.1 Brings Java 21 Support, New Cloud Integrations, and More
Oracle has released the Graal Cloud Native 4.2.1, its own build of the open source Micronaut framework. This version brings support for Java 21 including Graal Native Image, cloud integration with Google Cloud Platform, new guides for Google Cloud, launcher and client updates, and more.
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AWS Introduces an Experimental Low Latency Runtime for Faster, More Efficient Serverless Apps
AWS recently open-sourced its JavaScript runtime, called LLRT (Low Latency Runtime), an experimental, lightweight JavaScript runtime designed to address the growing demand for fast and efficient Serverless applications.
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Zurich Insurance Group's Journey with Scalable Account Vending and AWS Account Factory for Terraform
AWS recently highlighted Zurich Insurance Group's use of AWS Account Factory for Terraform, which enabled them to attain the desired performance parameters needed to facilitate the provisioning of more than 3000 accounts. Zurich Insurance Group streamlined its Cloud Adoption Strategy by using the Scalable Account Vending solution, automating the process of setting up new AWS environments easily.
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Red Hat Enterprise Linux Modifies Pricing Model for Cloud Deployments
Red Hat has recently announced a revised pricing tied to vCPU count for Red Hat Enterprise Linux (RHEL) deployments across major cloud providers, including AWS, Azure, and Google Cloud. The updated pricing will be effective on April 1st and has sparked concerns among certain users.
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Enhancing Observability: Amazon CloudWatch Logs Introduces Account-Level Subscription Filter
The recent update to Amazon CloudWatch Logs introduces support for account-level subscription filtering. With this enhancement, developers can now access a real-time feed of CloudWatch Logs from all logs groups and have it delivered to a single destination for further processing.
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Instacart Creates Real-Time Item Availability Architecture with ML and Event Processing
Instacart combined machine learning with event-based processing to create an architecture that provides customers with an indication of item availability in near real-time. The new solution helped to improve user satisfaction and retention by reducing order cancellations due to out-of-stock items. The team also created a multi-model experimentation framework to help enhance model quality.
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AWS Launches CDK Migrate and CloudFormation IaC Generator for Infrastructure as Code Adoption
AWS announced the general availability (GA) of CDK Migrate, a component of the AWS Cloud Development Kit (CDK – an open source project), which enables developers to migrate AWS CloudFormation templates, previously deployed CloudFormation stacks or resources created outside of Infrastructure as Code (IaC) into a CDK application.
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AWS Has Started Charging for Public IPv4 Usage
Since the beginning of February, AWS has been charging every public IPv4 address used by customers. While the 0.005 USD per hour charge might encourage developers to be more frugal with the usage of public IPv4 addresses, AWS is estimated to generate an extra annual revenue ranging between 400 million and 1 billion USD.
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Well-Architected Migration Lens for Streamlined Cloud Transition
AWS has introduced the AWS Well-Architected Migration Lens, an extension of the Well-Architected Framework. This extension incorporates best practices and implementation guidance that customers can utilize in their migration program across the three phases: Assess, Mobilize, and Migrate.
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Zonal Autoshift on AWS: Optimizing Infrastructure Reliability
Zonal autoshift, a new capability of Amazon Route 53 Application Recovery Controller, automatically shifts traffic away from an Availability Zone (AZ) when a potential failure is identified by the cloud provider. The service redirects the traffic back once the AZ failure is resolved.
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AWS Console-to-Code: Generating Code for Console Actions
AWS recently introduced Console-to-Code, offering a new capability to transform actions executed in the console into reusable code for AWS CDK and CloudFormation. This generative AI feature is currently in preview, supporting only Amazon EC2, and provides a guided path for creating resources and testing prototypes.
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DoorDash Uses Service Mesh and Cell-Based Architecture to Significantly Reduce Data Transfer Costs
In a recent move, DoorDash has significantly optimized its cloud infrastructure costs. The company faced increased cross-AZ data transfer costs when transitioning to a microservices architecture. To substantially reduce this cost, DoorDash implemented zone-aware routing with its Envoy-based service mesh, taking advantage of its Cell-Based Architecture.