Introducing Cloud AI Platform PipelinesIntroducing Cloud AI Platform PipelinesProduct Manager, TFXStaff Developer Advocate

When you’re just prototyping a machine learning (ML) model in a notebook, it can seem fairly straightforward. But when you need to start paying attention to the other pieces required to make a ML workflow sustainable and scalable, things become more complex. A machine learning workflow can involve many steps Read more…

Create deployment pipelines for your GKE workloads in a few clicksCreate deployment pipelines for your GKE workloads in a few clicksProduct Manager

With Kubernetes becoming the de facto standard for container orchestration, many development teams are looking to build, test, and deploy code quickly in a frictionless manner to Kubernetes. Traditional continuous integration and continuous delivery (CI/CD) tools not designed for cloud-native environments often fall short as developers spend many hours looking Read more…

Testing and creating CI/CD pipelines for AWS Step Functions

AWS Step Functions allow users to easily create workflows that are highly available, serverless, and intuitive. Step Functions natively integrate with a variety of AWS services including, but not limited to, AWS Lambda, AWS Batch, AWS Fargate, and Amazon SageMaker. It offers the ability to natively add error handling, retry Read more…

With Kubeflow 1.0, run ML workflows on Anthos across environmentsWith Kubeflow 1.0, run ML workflows on Anthos across environmentsSoftware EngineerEngineering Manager

Google started the open-source Kubeflow Project with the goal of making Kubernetes the best way to run machine learning (ML) workloads in production. Today, Kubeflow 1.0 was released.  Kubeflow helps companies standardize on a common infrastructure across software development and machine learning, leveraging open-source data science and cloud-native ecosystems for Read more…

Identifying and resolving security code vulnerabilities using Snyk in AWS CI/CD Pipeline

The majority of companies have embraced open-source software (OSS) at an accelerated rate even when building proprietary applications. Some of the obvious benefits for this shift include transparency, cost, flexibility, and a faster time to market. Snyk’s unique combination of developer-first tooling and best in class security depth enables businesses Read more…

Automating code reviews and application profiling with Amazon CodeGuru

Amazon CodeGuru is a machine learning-based service released during re:Invent 2019 for automated code reviews and application performance recommendations. CodeGuru equips the development teams with the tools to maintain a high bar for coding standards in their software development process. CodeGuru Reviewer helps developers avoid introducing issues that are difficult Read more…

Unit testing IAM policies across multiple accounts

When migrating applications from a development account to a testing or production account, customers often find that AWS IAM policies or Service Control Policies (SCP) for their applications need significant modification to allow the application to deploy and function correctly. This can be a time-consuming process of discovery and remediation Read more…

New Application Manager brings GitOps to Google Kubernetes EngineNew Application Manager brings GitOps to Google Kubernetes EngineProduct ManagerSoftware Engineer

Kubernetes is the de facto standard for managing containerized applications, but developers and app operators often struggle with end-to-end Kubernetes lifecycle management—things like authoring, releasing and managing Kubernetes applications.  To simplify the management of application lifecycle and configuration, today we are launching Application Manager, an application delivery solution delivered as Read more…

Exploring Container Security: Run what you trust; isolate what you don’tExploring Container Security: Run what you trust; isolate what you don’tDirector, Product Management for Kubernetes and AnthosDirector, Product Management, Google Cloud

From vulnerabilities to cryptojacking to well, more cryptojacking, there were plenty of security events to keep container users on their toes throughout 2019. With Kubernetes being used to manage most container-based environments (and increasingly hybrid ones too), it’s no surprise that Forrester Research, in their 2020 predictions, called out the Read more…

Migrating ASP.NET applications to Elastic Beanstalk with Windows Web Application Migration Assistant

This blog post discusses benefits of using AWS Elastic Beanstalk as a business application modernization tool, and walks you through how to use the new Windows Web Application Migration Assistant. Businesses and organizations in all types of industries are migrating their workloads to the Cloud in ever-increasing numbers. Among migrated Read more…