<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>CI/CD (Continuous Integration/Continuous Deployment) on Digi Hunch</title><link>https://static.digihunch.com/tags/ci/cd-continuous-integration/continuous-deployment/</link><description>Recent content in CI/CD (Continuous Integration/Continuous Deployment) on Digi Hunch</description><generator>Hugo -- gohugo.io</generator><language>en-US</language><lastBuildDate>Mon, 12 May 2025 23:27:51 -0400</lastBuildDate><atom:link href="https://static.digihunch.com/tags/ci/cd-continuous-integration/continuous-deployment/index.xml" rel="self" type="application/rss+xml"/><item><title>Infrastructure deployment in Terraform 2/2</title><link>https://static.digihunch.com/2021/11/infrastructure-deployment-in-terraform-2-2/</link><pubDate>Fri, 05 Nov 2021 01:05:00 -0400</pubDate><guid>https://static.digihunch.com/2021/11/infrastructure-deployment-in-terraform-2-2/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-terraform-2.webp" alt="Featured image of post Infrastructure deployment in Terraform 2/2" /&gt;&lt;p class="wp-block-paragraph"&gt;In a previous &lt;a href="https://static.digihunch.com/2021/08/scalable-infrastructure-deployment-in-terraform/"&gt;post&lt;/a&gt;, I introduced Terraform Cloud and covered how to use AWS profiles with Terraform. This time I explored some alternatives to Terraform Cloud, in the context of Azure. I use Scalr as an example of multi-cloud management platform. I will also discuss some issues I&amp;#8217;ve came across while managing permissions and variables for Terraform.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="scalr"&gt;Scalr&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Scalr is a multi-cloud management platform. I first used it in January but since then it seemed to focus on being a collaboration platform for Terraform. It organizes deployment by environments and workspaces. Accounts in the free tiers is allowed to have one Environment. You will also need to configure (cloud) providers and VCS providers. Once configured, it is important to link a cloud provider with an Environment. Each workspace inside of an Environment can be associated with a VCS provider. In the case of Terraform, this limits a workspace with a single cloud provider.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="permission-with-azure"&gt;Permission with Azure&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I have a resource group (e.g. named AutomationTest) under a subscription. My account has Contributor role of this resource group. To run Terraform, I could login to Azure as my own account on my environment using AWS CLI. Terraform will pick up the session from Azure CLI and execute as my user. However, it is recommended to run Terraform as a separate own entity. This would allow me to run Terraform template from Scalr, or Terraform Cloud. It is also a good practice for Terraform to use a separate account than a regular user account. There are a number of ways to do this as suggested on the &lt;a href="https://registry.terraform.io/providers/hashicorp/azurerm/latest/docs"&gt;guides&lt;/a&gt; for Terraform azurerm provider, including:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Authenticating via &lt;a href="https://registry.terraform.io/providers/hashicorp/azurerm/latest/docs/guides/service_principal_client_secret"&gt;a Service Principal and a Client Secret&lt;/a&gt;&lt;/li&gt;&#10;&lt;li&gt;Authenticating via &lt;a href="https://registry.terraform.io/providers/hashicorp/azurerm/latest/docs/guides/service_principal_client_certificate"&gt;a Service Principal and a Client Certificate&lt;/a&gt;&lt;/li&gt;&#10;&lt;li&gt;Authenticating via &lt;a href="https://registry.terraform.io/providers/hashicorp/azurerm/latest/docs/guides/managed_service_identity"&gt;Managed Identity&lt;/a&gt;&lt;/li&gt;&#10;&lt;li&gt;Authenticating via the &lt;a href="https://registry.terraform.io/providers/hashicorp/azurerm/latest/docs/guides/azure_cli"&gt;Azure CLI&lt;/a&gt;, only recommended when running Terraform locally.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I chose the first option and followed the instruction, using the following CLI command to create the service principal:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;az ad sp create-for-rbac -n tf-sp --role&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;Contributor&amp;#34;&lt;/span&gt; --scopes&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;/subscriptions/9dd2c898-8111-4322-91d6-a039a00bd513/resourceGroups/AutomationTest&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The command returns a few attributes (client ID, tenant ID, secret) that I needed to configure cloud providers in Scalr. The service principal will also be visible under App Registrations in Azure. Once configured I needed to link the provider to an Environment, for Scalr to make an connection to Azure. Otherwise, the Scalr run will return the following Error:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large is-resized"&gt;&lt;img loading="lazy" decoding="async" src="https://static.digihunch.com/wp-content/uploads/2021/11/image.png" alt="" class="wp-image-2900" width="840" height="211"/&gt;&lt;figcaption class="wp-element-caption"&gt;Terraform error&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Once provider linking is completed, Scalr automatically populate required environment variables in the workspace. They show up as &amp;#8220;Shell&amp;#8221; variables under VARIABLES tab.&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="1039" height="485" src="https://static.digihunch.com/wp-content/uploads/2021/11/image-1.png" alt="" class="wp-image-2901"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Under the Terraform tab are input variables that you wish to put in for Terraform template to pick up. Then you can run the template. This works well until I came across a permission issue when I added azurerm_role_assignment resource in Terraform template. What I was trying to do is something like this:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-hcl" data-lang="hcl"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;resource&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;azurerm_role_assignment&amp;#34; &amp;#34;admin_assignment&amp;#34;&lt;/span&gt; {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; scope &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;var&lt;/span&gt;.&lt;span style="color:#66d9ef"&gt;rbac_aks_id&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; role_definition_name &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;Azure Kubernetes Service RBAC Admin&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; principal_id &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;var&lt;/span&gt;.&lt;span style="color:#66d9ef"&gt;rbac_principal_object_id&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;And whenever at this line, the following error returned:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="1230" height="287" src="https://static.digihunch.com/wp-content/uploads/2021/11/image-2.png" alt="" class="wp-image-2902"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Apparently the code 403 indicates Azure doesn&amp;#8217;t think the Terraform Service Principal has the privilege to perform &lt;strong&gt;Microsoft.Authorization/roleAssignments&lt;/strong&gt; action. The reason dates back to the way I created service principle above, where I specified contributor role for resource group. However, &lt;a href="https://docs.microsoft.com/en-us/azure/role-based-access-control/built-in-roles#contributor"&gt;contributor&lt;/a&gt; as a built-in role does not include the permission to assign roles in Azure RBAC. To address this issue, I needed a custom role, named TerraformContributor, with the following definition:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-js" data-lang="js"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;assignableScopes&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; [&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;/subscriptions/9dd2c898-8111-4322-91d6-a039a00bd513/resourceGroups/AutomationTest&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ],&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;description&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;Grants full access to manage all resources, but does not allow you to manage assignments in Azure Blueprints, or share image galleries.&amp;#34;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;id&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;/subscriptions/9dd2c898-8111-4322-91d6-a039a00bd513/providers/Microsoft.Authorization/roleDefinitions/637824aa-52ae-42f6-a24e-26b2a443afdf&amp;#34;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;name&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;637824aa-52ae-42f6-a24e-26b2a443afdf&amp;#34;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;permissions&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; [&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;actions&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; [&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;*&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ],&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;dataActions&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; [],&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;notActions&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; [&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;Microsoft.Blueprint/blueprintAssignments/delete&amp;#34;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;Microsoft.Compute/galleries/share/action&amp;#34;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;Microsoft.Blueprint/blueprintAssignments/write&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ],&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;notDataActions&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; []&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ],&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;roleName&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;TerraformContributor&amp;#34;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;roleType&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;CustomRole&amp;#34;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;type&amp;#34;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;Microsoft.Authorization/roleDefinitions&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Compare this with the JSON statement of built-in &lt;a href="https://docs.microsoft.com/en-us/azure/role-based-access-control/built-in-roles#contributor"&gt;contributor&lt;/a&gt; role, the exclusion of actions for Microsoft.Authorization are removed. The creation can be completed with &lt;a href="https://docs.microsoft.com/en-us/cli/azure/role/definition?view=azure-cli-latest#az_role_definition_create-examples"&gt;CLI command&lt;/a&gt; &amp;#8220;az role definition create&amp;#8221; in the subscription, or use &lt;a href="https://docs.microsoft.com/en-us/azure/role-based-access-control/custom-roles-portal#step-4-permissions"&gt;Azure portal&lt;/a&gt;. Once the role is created, create a new service principal using the &lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;az ad sp create-for-rbac -n tf-sp --role&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;TerraformContributor&amp;#34;&lt;/span&gt; --scopes&lt;span style="color:#f92672"&gt;=&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;/subscriptions/9dd2c898-8111-4322-91d6-a039a00bd513/resourceGroups/AutomationTest&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;This solution is suggested on &lt;a href="https://docs.microsoft.com/en-us/answers/questions/287573/authorization-failed-when-when-writing-a-roleassig.html"&gt;this&lt;/a&gt; thread. &lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="composite-type-for-input-variable"&gt;Composite type for Input variable&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Sometimes we want to define an input variable that describes a hierarchy of attributes on a resource. A good example would be Azure Kubernetes service. We can use either object or map as the variable type. The example below has a variable of each type. &lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;variable &amp;#34;cluster_detail&amp;#34; {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; description = &amp;#34;AKS cluster&amp;#34;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; type = object({&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; resource_group = string,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; cluster_name = string,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; kubernetes_version = string,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; node_subnet = object({&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; subnet_name = string&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; vnet_name = string&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; resource_group = string&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }),&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; pod_subnet = object({&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; subnet_name = string&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; vnet_name = string&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; resource_group = string&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }),&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; lb_subnet = object({&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; subnet_name = string&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; vnet_name = string&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; resource_group = string&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }),&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ad_admin_group_object_ids = list(string)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; })&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;variable &amp;#34;common_tags&amp;#34; {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; description = &amp;#34;common tags&amp;#34;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; type = map(any)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; default = {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; tagA = &amp;#34;valueA&amp;#34;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; tagB = &amp;#34;valueB&amp;#34;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;When using object as the type, the default value needs to define all fields.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In &lt;a href="https://www.danielstechblog.io/terraform-working-with-aks-multiple-node-pools-in-tf-azure-provider-version-1-37/"&gt;this&lt;/a&gt; example where node pool configuration is exposed, we can see how using variables with hierarchy helps template user customize infrastructure specification.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="parsing-map-as-input-variable"&gt;Parsing Map as Input variable&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To find out the best multi-cloud management platform, I tested a few of them. I find it inconsistent when I have an input variable of the &lt;a href="https://www.terraform.io/docs/language/expressions/types.html#map"&gt;map&lt;/a&gt; type. With Terraform Cloud, I have to specify the variable to be parsed as HCL, and the value has to be:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;{&amp;#34;Environment&amp;#34; = &amp;#34;Dev&amp;#34;, &amp;#34;Owner&amp;#34; = &amp;#34;info@digihunchtest.com&amp;#34;}&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;With Scalr, I also have to specify the variable to be parsed as HCL, and the value can be either the one above, or the one below:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;{&amp;#34;Environment&amp;#34;:&amp;#34;Dev&amp;#34;,&amp;#34;Owner&amp;#34;:&amp;#34;info@digihunchtest.com&amp;#34;}&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;So Scalr is more flexible in parsing maps. Apart from Scalr and Terraform, I also tested &lt;a href="https://www.env0.com/"&gt;env0&lt;/a&gt; but I gave up after an hour. I could not specify to parse a variable as HCL. They need to work harder on this. Neither was I able to figure out the right syntax as plain variable. I did not test &lt;a href="https://www.runatlantis.io/"&gt;Atlantis&lt;/a&gt; or &lt;a href="https://spacelift.io/"&gt;SpaceLift&lt;/a&gt;.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="enterprise-deployment"&gt;Enterprise Deployment&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;When deploying code to enterprises with their own network environment, Scalr supports running a self-hosted agent inside of the Enterprise network. This is also supported by Terraform Cloud (manage in cloud, execution in enterprise network). This is very useful when the execution machine needs to access the resource created in the enterprise environment. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;A good example, is using Terraform&amp;#8217;s Azure provider to provision an AKS cluster on the corporate network. Then use Terraform&amp;#8217;s kubernetes provider to connect to the newly created cluster and create some Kubernetes object such as service account, as illustrated in &lt;a href="https://pumpingco.de/blog/use-service-accounts-for-terraform-with-aad-integrated-aks-clusters/"&gt;this&lt;/a&gt; blog post. &lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://static.digihunch.com/2021/10/notes-on-azure/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Azure Deets&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2021/11/istio-ingress-egress/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Istio Lab – Ingress and Egress&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Automatic deployment of Orthanc on AWS</title><link>https://static.digihunch.com/2020/11/medical-imaging-web-server-deployment-pipeline/</link><pubDate>Sun, 08 Nov 2020 00:54:06 -0400</pubDate><guid>https://static.digihunch.com/2020/11/medical-imaging-web-server-deployment-pipeline/</guid><description>&lt;p class="wp-block-paragraph"&gt;[&lt;strong&gt;Update&lt;/strong&gt;] I changed reverse proxy from Nginx to Envoy. &lt;a href="https://static.digihunch.com/2022/03/from-nginx-to-envoy-proxy/"&gt;Here&lt;/a&gt;&amp;#8216;s the detail.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;[&lt;strong&gt;Update&lt;/strong&gt;] Some security improvement was introduced in may 2021. &lt;a class="rank-math-link" href="https://static.digihunch.com/2021/05/secure-web-application-deployment/"&gt;Here&lt;/a&gt;&amp;#8216;s detail.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;[&lt;strong&gt;Update&lt;/strong&gt;] &lt;a href="https://github.com/digihunch/orthweb"&gt;Here&amp;#8217;s&lt;/a&gt; the link to the orthweb repository.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In this project we introduce a medical imaging web service based on Orthanc, an open-source project of DICOM server, and a pipeline to deploy such server automatically and consistently. We deploy Orthanc on AWS automatically. This little project involves a number of technical deets in DevOps, to deliver a web application prototype with an automated deployment pipeline.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-a-brief-on-imaging"&gt;A brief on imaging&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In medical imaging, scanning devices are the data collectors. It consists of various categories of scanners, such as Computed Tomography (CT), and Ultrasound (US). They are collectively referred to as modality, but vary significantly in terms of image generation and hardware manufacturing. The challenges to exchange data between these heterogeneous scanning devices and centralized computers came around as early as the 1980s, which brought about ACR-NEMA standard in 1985, under the initiative between American College Radiology (ACR) and National Electrical Manufacturers Association (NEMA). The standard lately evolved into DICOM (Digital Imaging Communication in Medicine), a comprehensive set of standard in the ISO framework that governs modern imaging data storage and exchange across several disciplines (radiology, cardiology, pathology, etc) that operate around images in medicine.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In addition to defining a &lt;a href="http://dicom.nema.org/medical/dicom/current/output/chtml/part10/"&gt;file format&lt;/a&gt; to store imaging data, DICOM also includes an upper layer protocol that dictates how two compliant devices (referred as application entity, each identified by AE title) can negotiate a common syntax to transfer objects (e.g. an image, a report or a discovery). Upper layer refers to layer 5-7 in OSI model, or application layer in TCP/IP model.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-imaging-server"&gt;Imaging server&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Once scanner acquires images from patient, they stores the exams to imaging server for persistent storage. The functionalities of such server expands overtime since 1990s and hence go by different names in different eras, such as PACS (Picture Archive and Communication Systems), VNA (Vendor Neutral Archive) and EI (enterprise imaging) archive. Regardless of naming, they can be generally seen as a highly specialized variation of enterprise content management system. They are usually hosted with a centralized database to index clinical information at patient, exam and image levels. The other key component is the persistent storage devices, usually in the form of a &lt;a href="https://en.wikipedia.org/wiki/Network-attached_storage" class="rank-math-link"&gt;NAS&lt;/a&gt;. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;a href="https://www.orthanc-server.com/" class="rank-math-link"&gt;Orthanc&lt;/a&gt; is an open-source initiative for such imaging servers. It provides a DICOM endpoint, allowing scanning devices to store medical images. It also provides a web viewer allowing users to see the images stored. It is released for many platforms, including Docker images.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-infrastructure-as-code"&gt;Infrastructure as code&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We use Amazon Web Service (AWS) for infrastructure as service, and &lt;a href="https://www.terraform.io/" class="rank-math-link"&gt;Terraform&lt;/a&gt; as the tool to provision resources off AWS, in a reliable and consistent mechanism, known as Infrastructure-as-Code. Terraform is an alternative to CloudFormation, AWS&amp;#8217;s proprietary infrastructure-as-code technology. Terraform is developed by Hashicorp as an open-source project, and therefore is vendor neutral. It supports multiple public cloud vendor through different &lt;a href="https://www.terraform.io/docs/providers/index.html" class="rank-math-link"&gt;providers&lt;/a&gt;. Each provider accesses the vendor specific SDK. For example, the &lt;a href="https://registry.terraform.io/providers/hashicorp/aws/latest/docs" class="rank-math-link"&gt;AWS provider&lt;/a&gt; integrates with &lt;a href="https://aws.amazon.com/tools/" class="rank-math-link"&gt;AWS SDK&lt;/a&gt;. As a result, the code used in one vendor cannot just be applied to a different vendor without a major overhaul. Terraform&amp;#8217;s current version is 0.13 as of Oct 2020, and has gone through some &lt;a href="https://www.hashicorp.com/blog/announcing-terraform-0-12" class="rank-math-link"&gt;syntax changes&lt;/a&gt; since version 0.11. Terraform also produces files for state management locally in the working directory. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;When executing, Terraform combines all files in the working directory to assess variables, and create required resources. It is compatible with the most of AWS resources. For example, you can specify user data with templates when creating EC2 instances. You can also create managed service instance as long as it is supported by the &lt;a href="https://registry.terraform.io/providers/hashicorp/aws/latest/docs" class="rank-math-link"&gt;provider&lt;/a&gt;.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-architecture"&gt;Architecture&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Orthanc web server stores data in sqlite by default, but also has a plugin to support &lt;a href="https://wiki.postgresql.org/wiki/Main_Page" class="rank-math-link"&gt;PostgreSQL&lt;/a&gt;, an open-source relational database. AWS has managed service (&lt;a href="https://aws.amazon.com/rds/postgresql/" class="rank-math-link"&gt;RDS&lt;/a&gt;) based on PostgreSQL. In this project, we create an RDS instance that span across two availability zones for minimum high availability. Orthanc also supports storing imaging data including pixels in PostgreSQL, which obviates the need for a dedicated file storage system.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We deploy the application in Docker&amp;#8217;s containers for compatibility and portability. The Orthanc server is shipped in &lt;a class="rank-math-link" href="https://orthanc.uclouvain.be/book/users/docker.html"&gt;Docker images&lt;/a&gt;, available in &lt;a class="rank-math-link" href="https://hub.docker.com/r/jodogne/orthanc"&gt;Docker hub&lt;/a&gt; registry. The docker environment is configured as part of EC2 instance bootstrapping, including installing packages with &lt;a href="https://static.digihunch.com/2019/02/package-repository-management-in-linux/"&gt;YUM&lt;/a&gt;, initializing and customizing environment variables. The docker-compose file, and the auxiliary configuration files are provided in the repo. The bootstrapping script installs git and pulls required files from this &lt;a class="rank-math-link" href="https://github.com/digihunch/orthweb"&gt;GitHub repo&lt;/a&gt;. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This demo project does not include load balancing, DNS management, or container orchestration.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-security"&gt;Security&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Orthanc&amp;#8217;s web browser &lt;a href="https://orthanc.uclouvain.be/book/faq/https.html"&gt;natively supports HTTPS&lt;/a&gt;. However, the DICOM port does not support TLS natively, as their development has made clear in the &lt;a href="https://orthanc.uclouvain.be/book/faq/security.html" class="rank-math-link"&gt;FAQ&lt;/a&gt;. This leaves a severe security vulnerability because all patient data (protected health information in HIPPA context) would be sent across the Internet in the clear, visible to every network interface along the route. To address this issue we brought in Nginx as a reverse proxy to work at TCP layer to terminate encrypted traffic for Orthanc&amp;#8217;s DICOM end point. 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text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 7px; margin-left: 151px;"&gt;&lt;div style="box-sizing: border-box; font-size: 0; text-align: center; "&gt;&lt;div style="display: inline-block; font-size: 11px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: all; background-color: #ffffff; white-space: nowrap; "&gt;corporate firewall&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="151" y="10" fill="#000000" font-family="Helvetica" font-size="11px" text-anchor="middle"&gt;corporate firewall&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;/g&gt;&lt;switch&gt;&lt;g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;/g&gt;&lt;a transform="translate(0,-5)" xlink:href="https://desk.draw.io/support/solutions/articles/16000042487" target="_blank" rel="noopener noreferrer"&gt;&lt;text text-anchor="middle" font-size="10px" x="50%" y="100%"&gt;Viewer does not support full SVG 1.1&lt;/text&gt;&lt;/a&gt;&lt;/switch&gt;&lt;/svg&gt;&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In Nginx literature, this use case is referred to as &lt;a class="rank-math-link" href="https://docs.nginx.com/nginx/admin-guide/security-controls/terminating-ssl-tcp/"&gt;SSL Termination for TCP Upstream Servers&lt;/a&gt;. Note that Nginx is providing layer 4 capability in this use case so the certificate and key configuration should not be placed under http section of the configuration file. This layer 4 capability in fact enables security configurations of all protocol that operates in upper layers and can be used in a broad range of situations. It is also noteworthy that Nginx can re-encrypt the traffic on the way out to upstream, for even tighter security control measure as outlined in this &lt;a class="rank-math-link" href="https://docs.nginx.com/nginx/admin-guide/security-controls/securing-tcp-traffic-upstream/"&gt;use case&lt;/a&gt;.&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-groovy" data-lang="groovy"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;user nginx&lt;span style="color:#f92672"&gt;;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;worker_processes &lt;span style="color:#ae81ff"&gt;1&lt;/span&gt;&lt;span style="color:#f92672"&gt;;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;error_log &lt;span style="color:#e6db74"&gt;/var/&lt;/span&gt;log&lt;span style="color:#e6db74"&gt;/nginx/&lt;/span&gt;error&lt;span style="color:#f92672"&gt;.&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt; warn&lt;span style="color:#f92672"&gt;;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;pid &lt;span style="color:#e6db74"&gt;/var/&lt;/span&gt;run&lt;span style="color:#e6db74"&gt;/nginx.pid;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;events {&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; worker_connections 1024;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;}&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;stream {&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; upstream dicom_backend {&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; server orthanc-backend:4242;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; server {&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; listen 11112 ssl;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; proxy_pass dicom_backend;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; ssl_certificate conf.d/&lt;/span&gt;site&lt;span style="color:#f92672"&gt;.&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;pem&lt;/span&gt;&lt;span style="color:#f92672"&gt;;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ssl_certificate_key conf&lt;span style="color:#f92672"&gt;.&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;d&lt;/span&gt;&lt;span style="color:#f92672"&gt;/&lt;/span&gt;site&lt;span style="color:#f92672"&gt;.&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;pem&lt;/span&gt;&lt;span style="color:#f92672"&gt;;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ssl_protocols SSLv3 TLSv1 TLSv1&lt;span style="color:#f92672"&gt;.&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;2&lt;/span&gt; TLSv1&lt;span style="color:#f92672"&gt;.&lt;/span&gt;&lt;span style="color:#ae81ff"&gt;3&lt;/span&gt;&lt;span style="color:#f92672"&gt;;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ssl_ciphers HIGH:&lt;span style="color:#f92672"&gt;!&lt;/span&gt;aNULL:&lt;span style="color:#f92672"&gt;!&lt;/span&gt;MD5:ECDH&lt;span style="color:#f92672"&gt;+&lt;/span&gt;AESGCM&lt;span style="color:#f92672"&gt;;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ssl_session_cache shared:SSL:&lt;span style="color:#ae81ff"&gt;20&lt;/span&gt;m&lt;span style="color:#f92672"&gt;;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ssl_session_timeout &lt;span style="color:#ae81ff"&gt;4&lt;/span&gt;h&lt;span style="color:#f92672"&gt;;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ssl_handshake_timeout &lt;span style="color:#ae81ff"&gt;30&lt;/span&gt;s&lt;span style="color:#f92672"&gt;;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;It is also helpful to use Nginx to terminate HTTPS traffic, using a pair of certificate and key. When testing with self-signed certificate I realized that Chrome browser has specific &lt;a href="https://support.apple.com/en-us/HT210176" class="rank-math-link"&gt;requirement&lt;/a&gt; on self-signed certificate, or it won&amp;#8217;t load the page. So the certificate has to be created as instructed &lt;a class="rank-math-link" href="https://eengstrom.github.io/musings/self-signed-tls-certs-v.-chrome-on-macos-catalina"&gt;here&lt;/a&gt;.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;For better security, it is advisable that the RDS instance is provisioned in private subnet, with its data encrypted both in-transit and at-rest. Docker service should also manage sensitive information as &lt;a href="https://docs.docker.com/engine/swarm/secrets/" class="rank-math-link"&gt;secrets&lt;/a&gt;.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-summary"&gt;Summary&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The deliverable is stored in this Github &lt;a href="https://github.com/digihunch/orthweb" class="rank-math-link"&gt;repo&lt;/a&gt;. The docker part of it can be executed on MacBook with PostgreSQL. The entire hardware stack represented by terraform code, can be executed against AWS to create required resources. Checkout README for further instruction. To emulate a modality, one will need a TLS supported DICOM application entity, &lt;a href="https://horosproject.org/" class="rank-math-link"&gt;Horos&lt;/a&gt; is a great project on MacOS to serve this purpose, both as DICOM-compliant sender and a viewer. Alternatively, consider some command-line based DICOM toolkit such as &lt;a href="https://support.dcmtk.org/redmine/projects/dcmtk" class="rank-math-link"&gt;dcmtk&lt;/a&gt;, or &lt;a href="https://sourceforge.net/projects/gdcm/" class="rank-math-link"&gt;grassroot dicom&lt;/a&gt;.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://static.digihunch.com/2020/11/docker-storage/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Docker storage&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2020/11/how-imaging-devices-talk-to-each-other-tip-in-dicom/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;How imaging devices talk to each other (in DICOM)&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Automated Deployment Pipeline 3 of 3</title><link>https://static.digihunch.com/2020/10/automated-deployment-pipeline-3-of-3/</link><pubDate>Wed, 14 Oct 2020 17:27:00 -0400</pubDate><guid>https://static.digihunch.com/2020/10/automated-deployment-pipeline-3-of-3/</guid><description>&lt;h3 class="wp-block-heading" id="h-background"&gt;Background&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We have previously covered a pipeline example with Jenkins calling Ansible to leverage OpenSSH configuration and Ansible inventory. We also discussed a use case with declarative pipeline.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In this posting, I will provide another advanced example, built on declarative pipeline. The pipeline file will be pulled from Git repository. Also, the script is executed on a remote agent, instead of the Jenkins master server. The reason this example is important, is that:&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&#10;&lt;li&gt;Jenkinsfile is now version controlled (pipeline as code);&lt;/li&gt;&#10;&lt;li&gt;Service script (e.g. python) is also version controlled from a central repository;&lt;/li&gt;&#10;&lt;li&gt;Computing resource is provided by a remote agent. Since the script is pulled before running, the agent is still fungible;&lt;/li&gt;&#10;&lt;li&gt;The result from service script execution is archived (similar to the way build artifact is stored in Jenkins) in master.&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The architecture of this pipeline now becomes the followings:&lt;/p&gt;&#10;&lt;p class="has-pale-cyan-blue-background-color has-background wp-block-paragraph"&gt;&lt;svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" width="591px" viewBox="-0.5 -0.5 591 671" style="max-width:100%;max-height:671px;"&gt;&lt;defs&gt;&lt;/defs&gt;&lt;g&gt;&lt;rect x="220" y="0" width="130" height="190" rx="19.5" ry="19.5" fill="#f5f5f5" stroke="#666666" stroke-dasharray="3 3" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe flex-start; justify-content: unsafe center; width: 128px; height: 1px; padding-top: 7px; margin-left: 221px;"&gt;&lt;div style="box-sizing: border-box; font-size: 0; text-align: center; "&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #333333; line-height: 1.2; pointer-events: all; white-space: normal; word-wrap: normal; "&gt;Vendor&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="285" y="19" fill="#333333" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;Vendor&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="430" y="390" width="160" height="280" rx="24" ry="24" fill="#f5f5f5" stroke="#666666" stroke-dasharray="3 3" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe flex-start; justify-content: unsafe center; width: 158px; height: 1px; padding-top: 397px; margin-left: 431px;"&gt;&lt;div style="box-sizing: border-box; font-size: 0; text-align: center; "&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #333333; line-height: 1.2; pointer-events: all; white-space: normal; word-wrap: normal; "&gt;Customer B&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="510" y="409" fill="#333333" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;Customer B&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="0" y="400" width="160" height="270" rx="24" ry="24" fill="#f5f5f5" stroke="#666666" stroke-dasharray="3 3" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe flex-start; justify-content: unsafe center; width: 158px; height: 1px; padding-top: 407px; margin-left: 1px;"&gt;&lt;div style="box-sizing: border-box; font-size: 0; text-align: center; "&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #333333; line-height: 1.2; pointer-events: all; white-space: normal; word-wrap: normal; "&gt;Customer A&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="80" y="419" fill="#333333" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;Customer A&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="240" y="110" width="90" height="30" rx="4.5" ry="4.5" fill="#ffffff" stroke="#000000" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 125px; margin-left: 241px;"&gt;&lt;div style="box-sizing: border-box; font-size: 0; text-align: center; "&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: all; white-space: normal; word-wrap: normal; "&gt;SSH Proxy&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="285" y="129" fill="#000000" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;SSH Proxy&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="240" y="30" width="90" height="60" rx="9" ry="9" fill="#ffffff" stroke="#000000" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 60px; margin-left: 241px;"&gt;&lt;div style="box-sizing: border-box; font-size: 0; text-align: center; "&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: all; white-space: normal; word-wrap: normal; "&gt;Jenkins (Master)&lt;br&gt;Ansible&lt;br&gt;OpenSSH&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="285" y="64" fill="#000000" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;Jenkins (Master&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;ellipse cx="285" cy="190" rx="30" ry="30" fill="#ffffff" stroke="#000000" pointer-events="all"&gt;&lt;/ellipse&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; 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text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 620px; margin-left: 21px;"&gt;&lt;div style="box-sizing: border-box; font-size: 0; text-align: center; "&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: all; white-space: normal; word-wrap: normal; "&gt;Customer Inventory&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="80" y="624" fill="#000000" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;Customer Inventory&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;rect x="450" y="590" width="120" height="60" fill="#ffffff" stroke="#000000" pointer-events="all"&gt;&lt;/rect&gt;&lt;g transform="translate(-0.5 -0.5)"&gt;&lt;switch&gt;&lt;foreignObject style="overflow: visible; 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text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 98px; height: 1px; padding-top: 345px; margin-left: 241px;"&gt;&lt;div style="box-sizing: border-box; font-size: 0; text-align: center; "&gt;&lt;div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: all; white-space: normal; word-wrap: normal; "&gt;Git &lt;br&gt;Repository&lt;br&gt;Jenkisfile&lt;br&gt;scripts&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/foreignObject&gt;&lt;text x="290" y="349" fill="#000000" font-family="Helvetica" font-size="12px" text-anchor="middle"&gt;Git&amp;#8230;&lt;/text&gt;&lt;/switch&gt;&lt;/g&gt;&lt;path d="M 133.46 509.65 L 236.54 350.35" fill="none" stroke="#000000" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 130.61 514.06 L 131.47 506.28 L 133.46 509.65 L 137.35 510.09 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 239.39 345.94 L 238.53 353.72 L 236.54 350.35 L 232.65 349.91 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 343.67 350.2 L 456.33 509.8" fill="none" stroke="#000000" stroke-miterlimit="10" pointer-events="stroke"&gt;&lt;/path&gt;&lt;path d="M 340.64 345.91 L 347.54 349.61 L 343.67 350.2 L 341.82 353.65 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 459.36 514.09 L 452.46 510.39 L 456.33 509.8 L 458.18 506.35 Z" fill="#000000" stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;/g&gt;&lt;switch&gt;&lt;g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"&gt;&lt;/g&gt;&lt;a transform="translate(0,-5)" xlink:href="https://desk.draw.io/support/solutions/articles/16000042487" target="_blank" rel="noopener noreferrer"&gt;&lt;text text-anchor="middle" font-size="10px" x="50%" y="100%"&gt;Viewer does not support full SVG 1.1&lt;/text&gt;&lt;/a&gt;&lt;/switch&gt;&lt;/svg&gt;&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-configure-agent"&gt;Configure Agent&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Jenkins has a plugin called &lt;a href="https://plugins.jenkins.io/ssh-slaves/"&gt;SSH Build Agent&lt;/a&gt;, that allows you to configure a Linux agent, communicating with Jenkins master in SSH. For Window agent, it uses JNLP to communicate with master, which is outside of our scope of discussion. As I touched on in &lt;a href="https://static.digihunch.com/2020/10/automated-deployment-pipeline-2-of-2/"&gt;previous post&lt;/a&gt;, Jenkins uses its own implementation of SSH protocol to achieve this. This means that it cannot re-use the configurations in ~/.ssh/config and thus the ability to do SSH chaining is eliminated. This is incompatible with our architecture so I have to register Jenkins agent using a different launch method &amp;#8220;Launch agent via execution of command on the master&amp;#8221;. The execution of command on master can still leverage OpenSSH config file. In order to do so, we must copy the agent.jar file to the remote agent first (URL is ${JENKINS_URL}/jnlpJars/agent.jar). Then use SSH command to call the jar file from agent (aka slave) machine. You may add some java argument for troubleshooting. Below is an example configuration for the node.&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large is-resized"&gt;&lt;img loading="lazy" decoding="async" width="2658" height="1650" src="https://static.digihunch.com/wp-content/uploads/2020/10/image-6.png" alt="" class="wp-image-1736" style="width:0px"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I shall also note that if the remote agent is a different operating system where the path of bash might be different, then you need to include the directory of bash executable in PATH environment variable. That can be done as in the screenshot above (PATH=${PATH:/usr/bin}). If this is incorrect, you might run into issues when running sh step in Jenkins pipeline. Here is an &lt;a href="https://qiita.com/xishan/items/881f1e02628170801f4a"&gt;article&lt;/a&gt; about this. To translate that page, the symptom of this issue includes:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Error from pipeline execution that says the following, which is very generic:&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;process apparently never started in /home/dhunch/jenkins/workspace/site-remote-job@tmp/durable-b997d26c &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;(running Jenkins temporarily with -Dorg.jenkinsci.plugins.durabletask.BourneShellScript.LAUNCH_DIAGNOSTICS=true might make the problem clearer)&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Job status shows:&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;hudson.AbortException: script returned exit code -2&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#9;at org.jenkinsci.plugins.workflow.steps.durable_task.DurableTaskStep$Execution.handleExit(DurableTaskStep.java:659)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#9;at org.jenkinsci.plugins.workflow.steps.durable_task.DurableTaskStep$Execution.check(DurableTaskStep.java:605)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#9;at org.jenkinsci.plugins.workflow.steps.durable_task.DurableTaskStep$Execution.run(DurableTaskStep.java:549)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#9;at java.base/java.util.concurrent.Executors$RunnableAdapter.call(Executors.java:515)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#9;at java.base/java.util.concurrent.FutureTask.run(FutureTask.java:264)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#9;at java.base/java.util.concurrent.ScheduledThreadPoolExecutor$ScheduledFutureTask.run(ScheduledThreadPoolExecutor.java:304)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#9;at java.base/java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1128)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#9;at java.base/java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:628)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#9;at java.base/java.lang.Thread.run(Thread.java:834)&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Threaddump (only available during execution) shows:&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Thread #6&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; at DSL.sh(awaiting process completion in /home/dhunch/jenkins/workspace/site-remote-job/durable-b997d26c; recurrence period: 9543ms; check task scheduled; cancelled? false done? false)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; at WorkflowScript.run(WorkflowScript:9)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; at DSL.script(Native Method)&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;This issue is tricky because none of the symptoms above make you think about the environment variable defined for the agent, and that the issue does not occur until you actually execute a Jenkins pipeline, usually well after the node agent is registered, and only impacts shell step (sh). It is recommended to test this with sh steps in pipeline.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-configure-repository"&gt;Configure Repository&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Our example job executes service script pulled from SCM, on a remote agent. Then the master pulls the result file to itself. The git repository can be set in Jenkins job, where you specify that the script named Jenkinsfile (from the repo) is the pipeline file that needs to be executed.&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="1428" height="756" src="https://static.digihunch.com/wp-content/uploads/2020/10/image-5.png" alt="" class="wp-image-1734"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This is fairly simple, but what makes the situation more complex is the following few requirements:&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&#10;&lt;li&gt;it&amp;#8217;s the agent node that needs git (installed) and clone to repo;&lt;/li&gt;&#10;&lt;li&gt;the master does not need (and should not attempt to) clone from repo;&lt;/li&gt;&#10;&lt;li&gt;the master needs to do its job without having to pull SCM;&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We need to be able to specify whether each step needs to pull from SCM. The following pipeline syntax shows how this is done:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-groovy" data-lang="groovy"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; agent_dir &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;initial_value&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;pipeline &lt;span style="color:#f92672"&gt;{&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; agent none&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; options &lt;span style="color:#f92672"&gt;{&lt;/span&gt; skipDefaultCheckout&lt;span style="color:#f92672"&gt;(&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;&lt;span style="color:#f92672"&gt;)&lt;/span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; stages &lt;span style="color:#f92672"&gt;{&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; stage&lt;span style="color:#f92672"&gt;(&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;Execute Job&amp;#39;&lt;/span&gt;&lt;span style="color:#f92672"&gt;)&lt;/span&gt; &lt;span style="color:#f92672"&gt;{&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; agent &lt;span style="color:#f92672"&gt;{&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; label &lt;span style="color:#e6db74"&gt;&amp;#39;remote-agent-customer1&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; options &lt;span style="color:#f92672"&gt;{&lt;/span&gt; skipDefaultCheckout&lt;span style="color:#f92672"&gt;(&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;false&lt;/span&gt;&lt;span style="color:#f92672"&gt;)&lt;/span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; steps &lt;span style="color:#f92672"&gt;{&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; echo &lt;span style="color:#e6db74"&gt;&amp;#39;Executing job on node&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; sh &lt;span style="color:#e6db74"&gt;&amp;#39;whoami &amp;amp;&amp;amp; pwd&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; script &lt;span style="color:#f92672"&gt;{&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; agent_dir &lt;span style="color:#f92672"&gt;=&lt;/span&gt; sh&lt;span style="color:#f92672"&gt;(&lt;/span&gt;returnStdout: &lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;&lt;span style="color:#f92672"&gt;,&lt;/span&gt; script: &lt;span style="color:#e6db74"&gt;&amp;#39;echo -n ${WORKSPACE}&amp;#39;&lt;/span&gt;&lt;span style="color:#f92672"&gt;)&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// the variable should not include carriage return&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; sh &lt;span style="color:#e6db74"&gt;&amp;#34;echo ${agent_dir}&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; stage&lt;span style="color:#f92672"&gt;(&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;Pull Result&amp;#39;&lt;/span&gt;&lt;span style="color:#f92672"&gt;)&lt;/span&gt; &lt;span style="color:#f92672"&gt;{&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; agent &lt;span style="color:#f92672"&gt;{&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; label &lt;span style="color:#e6db74"&gt;&amp;#39;master&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; options &lt;span style="color:#f92672"&gt;{&lt;/span&gt; skipDefaultCheckout&lt;span style="color:#f92672"&gt;(&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;&lt;span style="color:#f92672"&gt;)&lt;/span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt; &lt;span style="color:#75715e"&gt;// no need to pull scm to this agent&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; steps &lt;span style="color:#f92672"&gt;{&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; echo &lt;span style="color:#e6db74"&gt;&amp;#39;Pulling job below&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; sh &lt;span style="color:#e6db74"&gt;&amp;#34;echo ${agent_dir}&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; sh &lt;span style="color:#e6db74"&gt;&amp;#34;scp dhunch@site1:\&amp;#34;${agent_dir}\&amp;#34;/result.csv ./&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;In this example pipeline file, we declare agent none for the pipeline, then an agent for each specific stage. we also specify the option skipDefaultCheckout as true at the step where pulling from SCM is not needed. This allows us to finish job with multiple agent, and only pull from SCM as needed. This snippet also exemplifies how to declare a variable, assign it from stdout from one agent, and persist the value across ensuing stages.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-store-result"&gt;Store Result&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The reason we run pipeline jobs on this remote agent is because it is sitting in customer network and has local direct access to data. So this is perfect for situation such as data analytical jobs, which access to database on local network and store result. We need to pull the result file back to agent and make it available on Jenkins. This is so similar to &amp;#8220;archive artifact&amp;#8221; task (commonly seen in CI process) that we can simply use its plugin to achieve what we need. Before archive artifact, we need to pull it to local (master), as shown in the example code above. After that, we need another stage to archive the result.&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-groovy" data-lang="groovy"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; stage&lt;span style="color:#f92672"&gt;(&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;Archive Result&amp;#39;&lt;/span&gt;&lt;span style="color:#f92672"&gt;)&lt;/span&gt; &lt;span style="color:#f92672"&gt;{&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; agent &lt;span style="color:#f92672"&gt;{&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; label &lt;span style="color:#e6db74"&gt;&amp;#39;master&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; options &lt;span style="color:#f92672"&gt;{&lt;/span&gt; skipDefaultCheckout&lt;span style="color:#f92672"&gt;(&lt;/span&gt;&lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;&lt;span style="color:#f92672"&gt;)&lt;/span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt; &lt;span style="color:#75715e"&gt;// no need to pull scm to this agent&#10;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; steps &lt;span style="color:#f92672"&gt;{&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; archiveArtifacts artifacts: &lt;span style="color:#e6db74"&gt;&amp;#39;*.csv&amp;#39;&lt;/span&gt;&lt;span style="color:#f92672"&gt;,&lt;/span&gt;onlyIfSuccessful: &lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;&lt;span style="color:#f92672"&gt;,&lt;/span&gt;fingerprint: &lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;}&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;I believe there is plugins to compress artifacts as well.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-conclusion"&gt;Conclusion&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;At the end I&amp;#8217;d like to reiterate my perception about Jenkins. It is a very generic and adaptive automation platform that originally evolved from use cases in build automation. Due to this original root, many components in Jenkins are named around Continuous Integration use cases, such as the &amp;#8220;build&amp;#8221; button, and the &amp;#8220;archiveArtifacts&amp;#8221; step. These misnomers underplays what Jenkins can potentially do in continuous deployment or other automation scenarios. It is important for automation engineers to understand Jenkins components and plugins, through their functionalities and not by the name, and therefore make creative use of Jenkins as automation engine in all scenarios. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;An alternative to this proposed pipeline would be Ansible Tower, a commercial project based on open-source Ansible, but with nice UI support. Ansible Tower is Ansible oriented, and it does not have everything that Jenkins can do. It should still be a decent alternative given the proposes pipeline uses Ansible a lot.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://static.digihunch.com/2020/10/automated-deployment-pipeline-2-of-2/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Automated Deployment Pipeline 2 of 3&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2020/10/host-legacy-application-in-docker-2-of-2/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Host legacy application in Docker 2 of 2&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Automated Deployment Pipeline 2 of 3</title><link>https://static.digihunch.com/2020/10/automated-deployment-pipeline-2-of-2/</link><pubDate>Tue, 06 Oct 2020 22:05:00 -0400</pubDate><guid>https://static.digihunch.com/2020/10/automated-deployment-pipeline-2-of-2/</guid><description>&lt;p class="wp-block-paragraph"&gt;In this posting, we continue to discuss Jenkins&amp;#8217; ability to automate deployment routines. Jenkins supports freestyle project out of the box, as well as Pipeline with several plugins. Freestyle project allows user to specify multiple steps on UI. This does not scale well when your entire process involves many steps. As explained on Jenkins&amp;#8217; website:&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;While standard Jenkins “freestyle” jobs support simple continuous integration by allowing you to define sequential tasks in an application lifecycle, they do not create a &lt;strong&gt;persistent record of execution&lt;/strong&gt;, enable one script to address all the steps in a complex workflow, or confer the other advantages of pipelines.&lt;br&gt;In contrast to freestyle jobs, pipelines enable you to define the whole application lifecycle. Pipeline functionality helps Jenkins to support continuous delivery (CD). The Pipeline plugin was built with requirements for a flexible, extensible, and script-based CD workflow capability in mind.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;So although freestyle projects are easy to set up, and can do technically everything that Jenkins pipeline can do, the major advantage of Jenkins Pipeline is the ability to manage multiple-step as code, and version control the pipeline-as-code. Here is some more &lt;a href="https://www.jenkins.io/blog/2017/01/19/converting-conditional-to-pipeline/"&gt;information&lt;/a&gt;.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We will start with a freestyle project to understand Jenkins&amp;#8217; ability and then advance to building pipelines.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-freestyle-projects"&gt;Freestyle projects&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;As mentioned, Jenkins calls a task a &amp;#8220;build&amp;#8221;, and the build can be triggered in a variety of ways:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Time schedule (with or without parameter)&lt;/li&gt;&#10;&lt;li&gt;Remotely via API&lt;/li&gt;&#10;&lt;li&gt;On completion of other projects&lt;/li&gt;&#10;&lt;li&gt;Poll SCM for changes&lt;/li&gt;&#10;&lt;li&gt;Commit to SCM&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There are also several ways to execute a job:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Execute Shell command, batch command or groovy script&lt;/li&gt;&#10;&lt;li&gt;Invoke Ansible adhoc command, playbook or vault&lt;/li&gt;&#10;&lt;li&gt;Conditional on specified boolean value, file existence, etc&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;After the job one can specify post-build jobs, for example:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;start other build projects&lt;/li&gt;&#10;&lt;li&gt;notification of various means&lt;/li&gt;&#10;&lt;li&gt;publishing result file&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In deployment, it is common task to execute a task over SSH, using SSH command or invoke Ansible command with Ansible plugin. The former fits simple command line tasks. For example:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large is-resized"&gt;&lt;img loading="lazy" decoding="async" width="2036" height="738" src="https://static.digihunch.com/wp-content/uploads/2020/10/image-1.png" alt="" class="wp-image-1658" style="width:812px;height:auto"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The Ansible plugin is good for more steps and more complicated inventory hierarchies. This &lt;a href="https://static.digihunch.com/2020/05/revamp-ansible-directory-for-scalability-1-of-2/"&gt;post&lt;/a&gt; includes an example of an inventory involving multiple layers. The other limitation with SSH command is lack of a straightforward configuration to escalate privilege and run remote command. On the other hand, Ansible addressed this with become method. Below is a screenshot &lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large is-resized"&gt;&lt;img loading="lazy" decoding="async" width="950" height="837" src="https://static.digihunch.com/wp-content/uploads/2020/10/image-2.png" alt="" class="wp-image-1659" style="width:785px;height:auto"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In order to use Ansible command, you will also need to specify where the Ansible binary in &lt;a href="https://medium.com/devops-process-and-tools/configure-jenkins-job-with-ansible-jenkins-plugin-to-setup-ci-for-ansible-playbooks-3ed23137d314"&gt;Global Tool Configuration&lt;/a&gt;. You will also need to store vault credential in Jenkins credential store so it&amp;#8217;s not being prompted.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-jenkins-pipeline"&gt;Jenkins Pipeline&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Jenkins pipeline allows one to describe actions in a pipeline in groovy &lt;a href="http://docs.groovy-lang.org/docs/latest/html/documentation/core-domain-specific-languages.html"&gt;Domain Specific Language (DSL)&lt;/a&gt;. There are two styles of pipelines:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;&lt;strong&gt;Declarative pipeline&lt;/strong&gt; is identified by a block named &amp;#8216;pipeline&amp;#8217;, it is relatively new and supports the pipeline-as-code concept. It can be stored as Jenkinsfile in code repository or edited in Jenkins&amp;#8217; UI.&lt;/li&gt;&#10;&lt;li&gt;&lt;strong&gt;Scripted pipeline&lt;/strong&gt; is identified by a block named &amp;#8216;node&amp;#8217;, it is the conventional format and can only be edited in Jenkins&amp;#8217; UI.&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To fully understand the two styles of pipelines you also need to know &lt;a href="https://en.wikipedia.org/wiki/Declarative_programming"&gt;declarative programming&lt;/a&gt; and &lt;a href="https://en.wikipedia.org/wiki/Imperative_programming"&gt;imperative programming&lt;/a&gt;. Read &lt;a href="https://www.jenkins.io/doc/book/pipeline/syntax/"&gt;this&lt;/a&gt; instruction for a better explanation. &lt;a href="https://e.printstacktrace.blog/jenkins-scripted-pipeline-vs-declarative-pipeline-the-4-practical-differences/"&gt;Here&lt;/a&gt; is another good one that focus on their differences.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Jenkins&amp;#8217; plugin provides UI components for user to input information (e.g. Invoke Ansible Command), now with Jenkins pipelines, plugins can provide step functions in order to help Jenkins user. &lt;a href="https://www.jenkins.io/doc/pipeline/steps/"&gt;This&lt;/a&gt; page from Jenkins lists the most common ones, many of which requires plugin installation. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;One example of step function is &lt;a href="https://www.jenkins.io/doc/pipeline/steps/ssh-steps/"&gt;SSH Pipeline Steps&lt;/a&gt;. It allows one to issue SSH connection from Jenkinsfile. However, in our deployment scenarios, it has some limitations:&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&#10;&lt;li&gt;Unable to match a group of host by specific pattern&lt;/li&gt;&#10;&lt;li&gt;Cannot use host name aliases&lt;/li&gt;&#10;&lt;li&gt;SSH tunneling is not supported&lt;/li&gt;&#10;&lt;li&gt;No means of privilege escalation&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Out of these 1 through 3 are due to the fact that SSH step function does not use the OpenSSH configuration on the machine. The&amp;nbsp;&lt;a href="https://wiki.jenkins-ci.org/display/JENKINS/SSH+Slaves+plugin"&gt;jenkins-ssh-slaves plugin&lt;/a&gt;&amp;nbsp;uses&amp;nbsp;&lt;a href="https://github.com/jenkinsci/trilead-ssh2"&gt;trilead SSH2 implementation&lt;/a&gt;&amp;nbsp;written in Java. Only OpenSSH implementation uses ~/.ssh/config file. This creates problem whenever SSH tunneling is needed. For example, to register a remote slave node via SSH tunneling, we need to select &amp;#8220;Launch agent via &lt;a href="https://support.cloudbees.com/hc/en-us/articles/234491548-Run-SSH-Agent-using-a-command-on-Master"&gt;execution of command on the master&lt;/a&gt;&amp;#8221; instead of &amp;#8220;Launch agent via SSH&amp;#8221; as launch method. &lt;a href="https://support.cloudbees.com/hc/en-us/articles/234491548-Run-SSH-Agent-using-a-command-on-Master"&gt;Here&lt;/a&gt; is an instruction and below is what it looks like:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large is-resized"&gt;&lt;img loading="lazy" decoding="async" width="727" height="405" src="https://static.digihunch.com/wp-content/uploads/2020/10/image-3.png" alt="" class="wp-image-1698" style="width:755px;height:auto"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Similarly, if we use ssh-agent plugin as tool for deployment, we cannot use any configuration made by OpenSSH. Therefore Ansible in Jenkins Pipeline is a better tool for deployment because it can use OpenSSH.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-pipelines-with-ansible"&gt;Pipelines with Ansible&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In this section I demonstrate the use of Ansible playbook and adhoc command in pipeline through two examples. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In example 1, the job pulls authorized key file from SCM, and then use a playbook from SCM, to push the key file to all servers in the specified inventory. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Here is the playbook file for example 1:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;---&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;# Example:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;# ansible-playbook -l all -i ~/ansible/inventories/bh.yml push-key.yml --ask-vault-pass&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;- name: push key to target&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; hosts: all&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; tasks:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - name: sync key to host&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; copy:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; src: &amp;#34;{{authorized_keys_src}}&amp;#34;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; dest: &amp;#34;/home/dhunch/.ssh/authorized_keys&amp;#34;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; force: yes&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; mode: 0600&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Here is the pipeline script (note ampersand is mistakenly displayed as &amp;amp;amp; in the box below):&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-java" data-lang="java"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;import&lt;/span&gt; java.net.URLEncoder;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;pipeline {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; agent any&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; options {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; skipDefaultCheckout(&lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; environment {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; BITBUCKET_CREDS &lt;span style="color:#f92672"&gt;=&lt;/span&gt; credentials(&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;bitbucket&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;) &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;//BITBUCKET_CREDS_USR and BITBUCKET_CREDS_PSW are set&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; BITBUCKET_CREDS_USR &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;${BITBUCKET_CREDS_USR}&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; BITBUCKET_CREDS_PSW &lt;span style="color:#f92672"&gt;=&lt;/span&gt; URLEncoder.&lt;span style="color:#a6e22e"&gt;encode&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34;${BITBUCKET_CREDS_PSW}&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;UTF-8&amp;#34;&lt;/span&gt;) &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// if password contains special character we need to url encode it. e.g. @-&amp;gt;%40&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; stages {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; stage(&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;Start&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;) {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; steps {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; echo &lt;span style="color:#e6db74"&gt;&amp;#34;Starting pipeline ...&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; deleteDir()&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; stage(&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;Prep&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;) {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; steps{&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; wrap(&lt;span style="color:#f92672"&gt;[&lt;/span&gt;$class: &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;MaskPasswordsBuildWrapper&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;, varPasswordPairs: &lt;span style="color:#f92672"&gt;[[&lt;/span&gt;password: &lt;span style="color:#e6db74"&gt;&amp;#34;${BITBUCKET_CREDS_PSW}&amp;#34;&lt;/span&gt;, var: &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;RANDOM&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;&lt;span style="color:#f92672"&gt;]]]&lt;/span&gt;) {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// MaskPasswordsBuildWrapper requires Mask Passwords Plugin and is to mask specific string in console output. &lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;// Otherwise BITBUCKET_CREDS_PSW will display in the clear&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; sh &lt;span style="color:#e6db74"&gt;&amp;#34;git init &amp;amp;&amp;amp; git config core.sparsecheckout true&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; sh &lt;span style="color:#e6db74"&gt;&amp;#34;git remote add origin https://$BITBUCKET_CREDS_USR:${BITBUCKET_CREDS_PSW}@bitbucket.org/vendorcompoany/configmanagerepo.git&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; sh &lt;span style="color:#e6db74"&gt;&amp;#34;echo &amp;#39;public_keys/*&amp;#39; &amp;gt;&amp;gt; .git/info/sparse-checkout&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; echo &lt;span style="color:#e6db74"&gt;&amp;#34;Downloading key file&amp;#34;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; sh &lt;span style="color:#e6db74"&gt;&amp;#34;git pull --depth=1 origin master&amp;#34;&lt;/span&gt; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; stage(&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;Deploy &lt;span style="color:#66d9ef"&gt;to&lt;/span&gt; Site 1&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;) {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; steps {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; echo &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt; Deploying &lt;span style="color:#66d9ef"&gt;to&lt;/span&gt; Site 1 ...&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ansiblePlaybook (&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; installation: &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;Ansible on Mac&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; playbook: &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;${WORKSPACE}&lt;span style="color:#f92672"&gt;/&lt;/span&gt;public_keys&lt;span style="color:#f92672"&gt;/&lt;/span&gt;push&lt;span style="color:#f92672"&gt;-&lt;/span&gt;key.&lt;span style="color:#a6e22e"&gt;yml&lt;/span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; inventory: &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;&lt;span style="color:#f92672"&gt;~/&lt;/span&gt;ansible&lt;span style="color:#f92672"&gt;/&lt;/span&gt;inventories&lt;span style="color:#f92672"&gt;/&lt;/span&gt;site1.&lt;span style="color:#a6e22e"&gt;yml&lt;/span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; vaultCredentialsId: &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;ansible&lt;span style="color:#f92672"&gt;-&lt;/span&gt;vault&lt;span style="color:#f92672"&gt;-&lt;/span&gt;pass&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; extraVars: &lt;span style="color:#f92672"&gt;[&lt;/span&gt;authorized_keys_src: &lt;span style="color:#e6db74"&gt;&amp;#34;$WORKSPACE/public_keys/authorized_keys&amp;#34;&lt;/span&gt;,&lt;span style="color:#f92672"&gt;]&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; )&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; echo &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt; Deployed &lt;span style="color:#66d9ef"&gt;to&lt;/span&gt; Site 1 ...&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; stage(&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;Deploy &lt;span style="color:#66d9ef"&gt;to&lt;/span&gt; Site 2&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;) {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; steps {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; echo &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt; Deploying &lt;span style="color:#66d9ef"&gt;to&lt;/span&gt; Site 2 ...&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ansiblePlaybook (&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; installation: &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;Ansible on Mac&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; playbook: &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;${WORKSPACE}&lt;span style="color:#f92672"&gt;/&lt;/span&gt;public_keys&lt;span style="color:#f92672"&gt;/&lt;/span&gt;push&lt;span style="color:#f92672"&gt;-&lt;/span&gt;key.&lt;span style="color:#a6e22e"&gt;yml&lt;/span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; inventory: &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;&lt;span style="color:#f92672"&gt;~/&lt;/span&gt;ansible&lt;span style="color:#f92672"&gt;/&lt;/span&gt;inventories&lt;span style="color:#f92672"&gt;/&lt;/span&gt;site2.&lt;span style="color:#a6e22e"&gt;yml&lt;/span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; vaultCredentialsId: &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;ansible&lt;span style="color:#f92672"&gt;-&lt;/span&gt;vault&lt;span style="color:#f92672"&gt;-&lt;/span&gt;pass&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; extraVars: &lt;span style="color:#f92672"&gt;[&lt;/span&gt;authorized_keys_src: &lt;span style="color:#e6db74"&gt;&amp;#34;$WORKSPACE/public_keys/authorized_keys&amp;#34;&lt;/span&gt;,&lt;span style="color:#f92672"&gt;]&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; )&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; echo &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt; Deployed &lt;span style="color:#66d9ef"&gt;to&lt;/span&gt; Site 2 ...&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; stage(&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;Deploy &lt;span style="color:#66d9ef"&gt;to&lt;/span&gt; Site 3&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;) {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; steps {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; echo &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt; Deploying &lt;span style="color:#66d9ef"&gt;to&lt;/span&gt; Site 3 ...&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ansiblePlaybook (&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; installation: &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;Ansible on Mac&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; playbook: &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;${WORKSPACE}&lt;span style="color:#f92672"&gt;/&lt;/span&gt;public_keys&lt;span style="color:#f92672"&gt;/&lt;/span&gt;push&lt;span style="color:#f92672"&gt;-&lt;/span&gt;key.&lt;span style="color:#a6e22e"&gt;yml&lt;/span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; inventory: &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;&lt;span style="color:#f92672"&gt;~/&lt;/span&gt;ansible&lt;span style="color:#f92672"&gt;/&lt;/span&gt;inventories&lt;span style="color:#f92672"&gt;/&lt;/span&gt;site3.&lt;span style="color:#a6e22e"&gt;yml&lt;/span&gt;&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; vaultCredentialsId: &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;ansible&lt;span style="color:#f92672"&gt;-&lt;/span&gt;vault&lt;span style="color:#f92672"&gt;-&lt;/span&gt;pass&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; extraVars: &lt;span style="color:#f92672"&gt;[&lt;/span&gt;authorized_keys_src: &lt;span style="color:#e6db74"&gt;&amp;#34;$WORKSPACE/public_keys/authorized_keys&amp;#34;&lt;/span&gt;,&lt;span style="color:#f92672"&gt;]&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; )&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; echo &lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;&lt;span style="color:#f92672"&gt;&amp;gt;&lt;/span&gt; Deployed &lt;span style="color:#66d9ef"&gt;to&lt;/span&gt; Site 3 ...&lt;span style="color:#960050;background-color:#1e0010"&gt;&amp;#39;&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; post {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; always {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; cleanWs()&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;In this example, we pull a sub-directory from git repo. We use two tricks to minimize amount of traffic. First, we use git pull with depth=1 so only the required recent commits are pulled, not the entire history. Second we use sparse checkout to get result from a sub-directory, not the entire repo.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;When connecting to repo, password is required. We pull the credential from Jenkins&amp;#8217; credential store and they are masked by default. However, the password must be converted to URL string when used in git remote add origin. Otherwise if the password contains special character the URL will not work. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This modification to password brings about another challenge, password masking during the job execution. We will have to build our own wrapper function using class &lt;em&gt;MaskPasswordsBuildWrapper&lt;/em&gt; in order to mask any variable.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In example 2, we wrap an Ansible step function to call adhoc command to check version on all hosts. Here is the pipeline script:&lt;/p&gt;&#10;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;def HunchVersionQuery(pattern, siteinventory){&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; step([&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; $class: &amp;#39;AnsibleAdHocCommandBuilder&amp;#39;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ansibleName: &amp;#39;Ansible on Mac&amp;#39;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; inventory: [$class: &amp;#39;InventoryPath&amp;#39;,path: siteinventory],&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; hostPattern: pattern,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; module: &amp;#39;shell&amp;#39;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; command: &amp;#39;cat /etc/*release&amp;#39;,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; forks: 1,&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; vaultCredentialsId: &amp;#39;ansible-vault-pass&amp;#39;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ]);&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;pipeline {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; agent any&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; stages {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; stage(&amp;#39;Start&amp;#39;) {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; steps {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; echo &amp;#39;Staring Pipeline&amp;#39;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; stage(&amp;#39;Query Site1&amp;#39;) {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; steps { HunchVersionQuery(&amp;#39;*app&amp;#39;,&amp;#39;~/ansible/inventories/site1.yml&amp;#39;)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; stage(&amp;#39;Query Site2&amp;#39;) {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; steps { HunchVersionQuery(&amp;#39;*app&amp;#39;,&amp;#39;~/ansible/inventories/site2.yml&amp;#39;)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; stage(&amp;#39;Query Site3&amp;#39;) {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; steps {&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;HunchVersionQuery(&amp;#39;*app&amp;#39;,&amp;#39;~/ansible/inventories/site3.yml&amp;#39;)&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; }&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Because &lt;a href="https://www.jenkins.io/doc/pipeline/steps/ansible/"&gt;Ansible plugin&lt;/a&gt; does not provide a warpper function for adhoc command step, we will have to build our own wrapper function in the above code.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://static.digihunch.com/2020/09/automated-deployment-pipeline-1-2/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Automated Deployment Pipeline 1 of 3&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2020/10/automated-deployment-pipeline-3-of-3/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Automated Deployment Pipeline 3 of 3&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item></channel></rss>