Continuous Delivery for Machine Learning

Martin Fowler

At ThoughtWorks, we've gained great benefits from Continuous Delivery, so we naturally endeavored to apply this technique to our machine learning applications. Machine Learning applications are becoming popular in our industry, but teams struggle to develop, test, deploy them.

Benefits of Continuous Delivery

Henrik Warne

For the past two years, we have been using continuous delivery at work. Continuous delivery is by far the best way in my opinion, and here is why: Benefits. For continuous deployment to work, there are many preconditions that have to be met.

The Linux Foundation Launches Continuous Delivery Foundation

The Linux Foundation announced it will provide the home base for a vendor-neutral Continuous Delivery Foundation (CDF) committed to making it easier to build and reuse DevOps pipelines across multiple continuous integration/continuous delivery (CI/CD) platforms.

Continuous Delivery Foundation Momentum Picks Up

The Continuous Delivery Foundation (CDF) this week revealed that it now includes 33 member organizations, including now JPM Chase, eBay, Dell Boomi, Cycloid, White Source, the Association of DevOps Professionals and the DevOps Institute.

Best Practices for Micro-Services Management, Traceability and Visualization

Speaker: Robert Starmer, Cloud Advisor, Founding Partner at Kumulus Technologies

This session will cover: Service Mesh - managing distributed systems communications for continuous delivery environments.

Harness Invests in Automating Continuous Delivery

Fresh off raising an additional $60 million in funding, Harness plans to make more investments in machine learning algorithms to advance continuous delivery through automation. The post Harness Invests in Automating Continuous Delivery appeared first on

CloudBees Acquires Electric Cloud to Advance Continuous Delivery

CloudBees announced it has acquired Electric Cloud as part of an effort to extend the reach of its DevOps portfolio further into the realm of continuous delivery and application release automation (ARA).

Integrating Maven and Nexus for Continuous Delivery with Jenkins

The post Integrating Maven and Nexus for Continuous Delivery with Jenkins appeared first on Blogs Continuous Delivery DevOps Practice Jenkins Maven repository nexus repository

Death of the Release: The Move to Continuous Delivery and Experimentation

As we move from continuous delivery to continuous experimentation, we also must develop new practices As software development processes have evolved, we have mostly said goodbye to the idea of defined product versions.

Always-on Development: Why Continuous Delivery Relies on Security by Design

How continuous delivery can help organizations in their application security efforts The old model of developing secure applications followed a structured, siloed, step-by-step process—build, check, release.

A tester's guide: How to become a continuous delivery leader


It's been over a decade since the announcement that "test is dead," and even longer since Jez Humble and David Farley published the book, Continuous Delivery, in 2010. App Dev & Testing, Testing, Continuous Delivery (CD), Application Testing

How to migrate legacy code bases to continuous delivery


DevOps, DevOps Trends, Continuous Delivery (CD), Special Coverage: Agile + DevOps West 2019When starting a greenfield project, it's easy to take advantage of the most modern development practices.

Spinnaker Sets Sail to the Continuous Delivery Foundation

Netflix TechBlog

Each new innovation has been a step towards an even better Continuous Delivery platform that facilitates rapid, reliable, safe delivery of flexible assets to pluggable deployment targets. spinnaker continuous-delivery cloud-computing open-source

CloudBees Advances Continuous Delivery

At the DevOps World | Jenkins World 2019 conference, CloudBees released an update to the continuous delivery (CD) platform it gained via its acquisition of Electric Cloud, signaling the company’s commitment to investing in a platform that’s employed widely in the enterprise.

Continuous Delivery in DevOps: Ensuring Releases are Dull and Reliable

Dzone - DevOps

There is some healthy tension between a good DevOps team and the concept of continuous delivery. In the past, a simple Agile team would build products and let the delivery manager worry about what happens in production. devops continuous delivery software delivery

Continuous Integration vs Continuous Delivery: Which is Right for Your Business?


Continuous integration or continuous delivery? Both continuous integration (CI) and continuous delivery (CD) embody the culture and. The post Continuous Integration vs Continuous Delivery: Which is Right for Your Business?

How Continuous Delivery Broke Your Application Reliability – and What You Need to Do to Fix It


NEW POST How Continuous Delivery Broke Your Application Reliability – and What You Need to Do to Fix It [link] And indeed, introducing Continuous Integration into the mix helps us merge and deploy code faster.

The Continuous Delivery Foundation Gets a Reality Check

The New Stack

The Continuous Delivery Foundation (CDF) was created to help introduce processes, standards and other support and stewardship for DevOps teams that now face what some say is the Wild West of open source tools and platforms for deployments on Jenkins and cloud native platforms.

FlexDeploy Loves OIC: Continuous Delivery with Pipelines and Releases


FlexDeploy Loves OIC: Series Overview FlexDeploy Loves OIC: Manage integrations with connections FlexDeploy Loves OIC: Manage connection property replacement FlexDeploy Loves OIC: Continuous Integration FlexDeploy Loves OIC: Automated testing FlexDeploy Loves OIC: Continuous Delivery with. The post FlexDeploy Loves OIC: Continuous Delivery with Pipelines and Releases appeared first on Flexagon.

The CD Foundation Finds a Challenging Environment in Continuous Delivery

The New Stack

The Continuous Delivery Foundation (CDF) set out to help thousands of developers who often struggle with adopting and implementing the right mix of tools sets to accomplish their goals.

Continuous Integration / Continuous Delivery on AWS

Mike Roberts

Continuous Integration and Continuous Delivery (CI/CD) are techniques that I’ve had a passion about for a long time. we help people create a Continuous Deployment pipeline before they start getting into the nitty-gritty of Serverless Architecture.

Continuous Delivery in the World of Serverless


Here at CloudZero we're building the world's first Serverless Reliability Management platform, enabling our customers to forecast reliability and address weaknesses in their cloud deployments before they become incidents. Serverless

Can an Open Source Foundation Fix Continuous Delivery Pipelines?

The New Stack

Much of this much-needed “sanity” involves the availability of common standards for continuous delivery (CD). To this end, the Continuous Delivery Foundation (CDF) was created to foster collaboration for deployments using Jenkins , Jenkins X , Spinnaker and Tekton. I mean, the continuous delivery concept has just created huge, huge returns in terms of the speed at which developers can create really, really good code. GitLab sponsored this podcast.

The New Stack Context: Oracle’s Autonomous Database, Puppet’s Continuous Delivery Orchestrator

The New Stack

Back in Portland, at the Puppetize PDX event, Puppet introduced Project Nebula, a cloud native tool that connects a DevOps team’s existing toolset into an end-to-end, continuous delivery platform. VMware sponsored this podcast.

CI/CD for Oracle Fusion Middleware: Continuous Delivery and Change Management Systems


This is the fourth and final article in the series on FlexDeploy’s support for Continuous Integration and Continuous Delivery. CI/CD for your Oracle Fusion Middleware CI/CD for Oracle Fusion Middleware: Continuous Integration and Issue.

How to Implement Continuous Integration and Continuous Delivery with Legacy Oracle EBS Systems


The future of software development is continuous. But how do you implement methodologies like continuous integration and continuous delivery with legacy systems? Featured Oracle EBS Uncategorized Continuous Delivery Continuous Integration E-Business Suite

On-Demand Webinar: Quality Gates and Feedback Loops in Continuous Delivery


Code quality gates and contextual feedback loops are the CI/CD building blocks that define the emerging practice of Continuous Reliability (CR). They can be the difference between hoping your code might work in production to knowing it will.

IBM Open Sources Razee, a Pull-Based Kubernetes Continuous Delivery Tool

The New Stack

When IBM set out to build its IBM Kubernetes Service (IKS) a couple of years back, it found that it was lacking on the primary component — a continuous delivery system that could provide the scale, speed and visibility needed for what it was doing.

Harness Community Edition: How Not to Get Left Behind in the Continuous Delivery Race

The New Stack

One tool that greatly lowers the barrier of entry for advanced continuous delivery (CD) processes in cloud environments is Harness ’ free-forever Community Edition. Community Edition serves as one way to continue to remain in the race. Harness sponsored this post.

How to Implement an Effective CI/CD Pipeline

Continuous integration/continuous delivery/continuous deployment (CI/CD/CD) help developers and testers ship the software faster and safer in a structured environment. DevOps bridges the gap between development, operations and IT services teams efficiently.

Spring for Apache Kafka Deep Dive – Part 4: Continuous Delivery of Event Streaming Pipelines


For event streaming application developers, it is important to continuously update the streaming pipeline based on the need for changes in the individual applications in the pipeline. Continuous deployment of event streaming applications in Spring Cloud Data Flow.

How to Take the Pain Out of Continuous Delivery

The New Stack

It may be that your enterprise continues to struggle with improving the continuous delivery (CD) part of continuous integration/continuous delivery (CI/CD) in DevOps. The post How to Take the Pain Out of Continuous Delivery appeared first on The New Stack.

DevOps Chat: Armory Discusses $28M Funding, Continuous Delivery

Armory enables continuous software delivery at enterprise scale, powered by Spinnaker. The post DevOps Chat: Armory Discusses $28M Funding, Continuous Delivery appeared first on

How Continuous Integration and Continuous Delivery will Help You Get Your Organization Ready to Deliver Great Software

Cabot Solutions

In this article we discuss how Continuous Integration and Continuous Delivery can help you get your organization ready to deliver great software

The Bullwhip Effect in Continuous Delivery: When Good Features Go Bad

The New Stack

This is a useful metaphor for considering the unintended consequences of continuous deployment , one of the more dominant models for modern software development and delivery. From Continuous Deployment to Continuous Adoption. Jake Sorofman.

Cloudbees AWS Quick Start Solution Slashes Continuous Delivery Deployment Time And Cloud Computing Costs

CloudBees Core Integration with Amazon EC2 Spot Instances Offers Developers and DevOps Teams Productivity Improvements AWS SUMMIT LONDON – May 8, 2019 – CloudBees, the enterprise DevOps leader powering the continuous economy, today announced at the AWS Summit in London the availability of the CloudBees AWS Quick Start solution comprised of CloudBees Core™ and Amazon […].

Machine Learning Is Ready to Help You Avoid Continuous Delivery Errors

The New Stack

Machine learning and continuous delivery (CD): is it an awesome concept, or just the latest grating set of marketing buzzwords? Consider referring to Steps six and seven as “continuous verification (CV)” — and then use unsupervised machine learning to automate these steps.

How to move a large monolithic app to continuous delivery with zero downtime


The first line of code of my company's internal communications platform was compiled more than 12 years ago. I remember it well, because it was my first job as a junior developer. And back then, our team of five engineers released changes to customers only two or three times per year.


Industry group creates foundation for development and promotion of open source CD-related projects LONDON, UK – March 12, 2019 4:05PM – CloudBees, the enterprise DevOps leader powering the continuous economy, today announced the launch of the Continuous Delivery Foundation (CD Foundation or CDF), a new foundation that will operate under the umbrella of the Linux […].

How Airbnb scaled its migration to continuous delivery with Spinnaker


Deployboard helped us coordinate continuous integration (CI), Git merges, and deploys to pre-production environments, and it allowed over 1,000 engineers to contribute to our monolithic Ruby on Rails codebase, which we call Monorail.