anchor.diff:  What you should do is split those tests up into manageable size chunks and run them in parallel. In the case of the Mingle
   team those tests run on 65 GoCD agents at the same time.
   
  -<%= image_tag "blog/pipeline-patterns/testing-jobs.png", {:title => "Jobs overview displaying parallel tests", :alt => "Jobs overview displaying parallel tests"} %>
  +<%= image_tag "blog/pipeline-patterns/testing-jobs.png", {:title => "Jobs overview displaying parallel tests", :alt => "GoCD Jobs overview displaying parallel tests"} %>
   
   Of course it's also vitally important that you're able to quickly determine what went wrong if something fails, so you
   should make sure the tests results from all of the jobs can be viewed in one consolidated place.
   
  -<%= image_tag "blog/pipeline-patterns/testing-failures.png", {:title => "Tests tab showing failed tests", :alt => "Tests tab showing failed tests"} %>
  +<%= image_tag "blog/pipeline-patterns/testing-failures.png", {:title => "Tests tab showing failed tests", :alt => "GoCD Tests tab showing failed tests"} %>
   
   ##3. Design parallel workflows
   
  
positive.code: 
  Once you've built a binary, you should upload that back to your CD server or artifact repository for later use.
  
  <%= image_tag "blog/pipeline-patterns/upload-artifact.png", {:title => "Upload Artifacts", :alt => "Upload Artifacts"} %>
  
  When you're ready to deploy to a downstream system, you should fetch and install that build artifact. This way you make
  sure that you're running your functional tests on the exact thing you built and that you're going to deploy.
  
  <%= image_tag "blog/pipeline-patterns/fetch-artifact.png", {:title => "Fetch Artifacts", :alt => "Fetch Artifacts"} %>
  
  ##2. Run tests in parallel
  
  
negative.code: excerpt: "Teams have been automating the build, test and deploy processes of their software for many years, but usually in a very specific \"one off\" manner. This article walks through 5 key patterns to setting up a successful deployment pipeline, including designing parallel workflows, running tests in parallel, and more."
  summary_image: "/assets/images/blog/pipeline-patterns/infrastructure-as-code.png"
  title_tag_of_header: "5 Key Deployment Pipeline Patterns | GoCD Blog"
  meta_description: "This article walks through 5 key patterns to setting up a successful deployment pipeline."
  meta_keywords: "GoCD, continuous delivery, continuous delivery software, deployment pipelines, deployment pipeline patterns"
  ---
  
  Teams have been automating the build, test and deploy processes of their software for many years, but usually in a very
  