<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>ssh on Digi Hunch</title><link>https://www.digihunch.com/tag/ssh/</link><description>Recent content in ssh on Digi Hunch</description><generator>Hugo -- gohugo.io</generator><language>en-US</language><lastBuildDate>Wed, 02 Apr 2025 10:34:44 -0400</lastBuildDate><atom:link href="https://www.digihunch.com/tag/ssh/index.xml" rel="self" type="application/rss+xml"/><item><title>Managing EC2 instances across accounts with Ansible</title><link>https://www.digihunch.com/2024/05/managing-ec2-instances-across-aws-accounts-ssm/</link><pubDate>Mon, 27 May 2024 14:00:22 -0400</pubDate><guid>https://www.digihunch.com/2024/05/managing-ec2-instances-across-aws-accounts-ssm/</guid><description>&lt;img src="https://www.digihunch.com/wp-content/uploads/2025/04/feature-ec2-ssm.webp" alt="Featured image of post Managing EC2 instances across accounts with Ansible" /&gt;&lt;p class="wp-block-paragraph"&gt;I regard &lt;a href="https://aws.amazon.com/systems-manager/"&gt;AWS Systems Manager&lt;/a&gt; as &lt;a href="https://www.digihunch.com/2023/10/the-systems-manager-hodgepodge/"&gt;omnipotent&lt;/a&gt;. Nonetheless, there are a few reasons that makes &lt;a href="https://www.ansible.com/"&gt;Ansible&lt;/a&gt; still a prevalent VM (EC2) management tool over Systems Manager (SSM). First, organizations already vested in their custom Ansible &lt;a href="https://docs.ansible.com/ansible/latest/playbook_guide/playbooks_reuse_roles.html"&gt;roles&lt;/a&gt; and &lt;a href="https://docs.ansible.com/ansible/latest/playbook_guide/playbooks_intro.html"&gt;playbooks&lt;/a&gt; want to reuse, and expand their assets in Ansible. The benefit is consistency in the VM management, over time, and across platforms (AWS, on-prem, Azure, etc). Even for AWS shops, in the last few years many enterprises have adopted &lt;a href="https://www.digihunch.com/2022/12/landing-zone-in-aws/"&gt;AWS landing zone&lt;/a&gt; with the &lt;a href="https://docs.aws.amazon.com/whitepapers/latest/organizing-your-aws-environment/benefits-of-using-multiple-aws-accounts.html"&gt;multiple AWS account&lt;/a&gt; prescriptive pattern. However AWS Systems Manager still lacks integration with &lt;a href="https://docs.aws.amazon.com/organizations/latest/userguide/services-that-can-integrate-ssm.html"&gt;AWS Organization&lt;/a&gt; (except for a few non-core capabilities). This creates the demand of managing EC2 instances across AWS accounts. In this post, we propose a secure method to manage a fleet of EC2 instances from multiple AWS accounts, using Systems Manager . It also enables connectivity from an Ansible control node.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Prerequisites&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This proposal ties a few CLI tools together, including AWS CLI, SSH, Ansible, etc. It also requires the cloud engineer to understand how they work. I&amp;#8217;ll start with the choice of the tools.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Above, I discussed the benefit of Ansible. Since Ansible operates on SSH, we&amp;#8217;ll still have to use SSH tools. Even though SSM agent provides a way to connect to EC2 instance without requiring an RSA key pair, we still need SSH since it is a well-established &lt;a href="https://datatracker.ietf.org/doc/html/rfc4253"&gt;industry standard&lt;/a&gt; (RFC4253) and the foundation of Ansible. These two technologies are not mutually exclusive. In fact, the SSM agent provides a secure enhancement to the operation with SSH. Traditionally, on each EC2 instance we&amp;#8217;d have to run SSHD services which opens TCP port 22 (or alternative TCP port as configured). For authentication we favour key pair over password but the open port is still an attack surface vulnerable to brute force and DDoS attacks. For EC2 instances on private networks there is no reachability to the instance&amp;#8217;s SSH port unless the bastion is also in a connected network. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;As I cover in a &lt;a href="https://www.digihunch.com/2023/10/the-systems-manager-hodgepodge/"&gt;post&lt;/a&gt;, the SSM Session Manager comes in handy. The SSM agent operates from the instance and communicate outbound to AWS backend. Since the SSM agent runs under a privileged user on the OS, you can perform OS-level commands through SSM. Further, AWS developed a &lt;a href="https://docs.aws.amazon.com/systems-manager/latest/userguide/session-manager-working-with-install-plugin.html"&gt;Session Manager plugin&lt;/a&gt; with AWS CLI, allowing AWS CLI as a proxy command when making an SSH connection. Therefore SSM enables SSH connection without requiring port 22 to be open. In addition we&amp;#8217;ll need to use RSA key pair as required for SSH, which is also an improvement to the security posture. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;That explains the dependent tools. On the Ansible &lt;a href="https://docs.ansible.com/ansible/latest/network/getting_started/basic_concepts.html#control-node"&gt;control node&lt;/a&gt;, apart from Ansible itself, we need the latest version of AWS CLI with the &lt;a href="https://docs.aws.amazon.com/organizations/latest/userguide/services-that-can-integrate-ssm.html"&gt;Session Manager plugin&lt;/a&gt;, we need to configure AWS CLI properly to connect to EC2 instances across multiple AWS accounts. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Configure AWS CLI&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This section discusses how to configure AWS CLI. I have a couple of handy aliases for productivity but they are not essential. For example, I often need to check the IAM identity making the call, and I often need to list out all profiles configured. So I added the following two entries in the &lt;code&gt;~/.aws/cli/alias&lt;/code&gt; file:&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;[toplevel]&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;whoami = sts get-caller-identity --no-cli-pager --output yaml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;profile = configure list-profiles&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;With that I have an alias to check IAM identity and available profiles. Then we can start configuring the profiles for CLI (in the file &lt;code&gt;~/.aws/config&lt;/code&gt;). Since we&amp;#8217;ll be working with multiple AWS accounts, we have to manage multiple CLI profiles, which implies that:&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&#10;&lt;li&gt;We better use the &lt;code&gt;--profile&lt;/code&gt; switch to explicitly specify profile being used, instead of relying on the &lt;code&gt;AWS_PROFILE&lt;/code&gt; environment variable;&lt;/li&gt;&#10;&lt;li&gt;As a security best practice, we should not configure profiles with &lt;a href="https://docs.aws.amazon.com/sdkref/latest/guide/access-iam-users.html"&gt;long-term IAM credential&lt;/a&gt; in the config file;&lt;/li&gt;&#10;&lt;li&gt;We must ensure the CLI doesn&amp;#8217;t prompt for log-in every time we switch profile&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To satisfy #3 there are many ways but we&amp;#8217;ll discuss two: using cross-account IAM role, and using AWS SSO.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Bonus point if you enable &lt;a href="https://docs.aws.amazon.com/cli/v1/userguide/cli-configure-completion.html"&gt;auto-complete&lt;/a&gt; for AWS CLI.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Configure AWS CLI Profiles&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;With cross-account IAM role, the idea, is that the client start with one IAM identity, and use that IAM identity to assume roles on several other accounts. The configuration looks 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-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[profile jump_account]&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;credential_process = /opt/bin/awscreds-custom --username helen&#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;[profile target_account_1]&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;role_arn = arn:aws:iam::123456789011:role/OrganizationAccountAccessRole&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;source_profile = jump_account&#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;[profile target_account_2]&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;role_arn = arn:aws:iam::123456789012:role/OrganizationAccountAccessRole&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;source_profile = jump_account&#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, you start with an validated identity in the jump account, then assume a privileged IAM role named OrganizationAccountAccessRole on the target accounts. Typically such IAM roles are pre-configured (e.g. in an multi-account landing zone) with appropriate trust policy to allow principals from the jump account. Once you&amp;#8217;re validated as the IAM identity in the jump account, then you can use profiles for target accounts without being prompted for credentials again.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;If your have configured IAM Identity Center for the multi-account environment, consider an alternative approach using sso login. The configuration usually looks 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-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[sso-session sso]&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;sso_start_url = https://myorg.awsapps.com/start/&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;sso_region = us-east-1&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;sso_registration_scopes = sso:account:access&#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;[profile target_account_1]&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;sso_session = sso&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;sso_account_id = 123456789011&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;sso_role_name = AWSAdministratorAccess&#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;[profile target_account_2]&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;sso_session = sso&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;sso_account_id = 123456789012&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;sso_role_name = AWSAdministratorAccess&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;This is often used by human users with SSO credential. In this example, to authenticate the sso session, start with command &amp;#8220;aws sso login&amp;#8221; . Then you can use all profiles by specifying &lt;code&gt;--profile&lt;/code&gt; switch without having to log in again.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Configure SSH to EC2 via SSM&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The EC2 instance must connect to Systems Manager &lt;a href="https://docs.aws.amazon.com/general/latest/gr/ssm.html"&gt;endpoint&lt;/a&gt;, before one can SSH to the instance using the plugin. Once connected, you should find the instance in &lt;a href="https://docs.aws.amazon.com/systems-manager/latest/userguide/fleet.html"&gt;Fleet Manager&lt;/a&gt;. For this to happen, there are a few conditions. First, the instance must be able to reach the endpoint, either via public Internet, or via VPC interface endpoints if in a private subnet. Second, the instance profile must contain an IAM role with appropriate permissions. We can use AWS managed policy AmazonSSMManagedInstanceCore in the role. In addition, if we record the SSM session to an S3 bucket with encryption the instance profile must have permission to use the encryption key.&lt;/p&gt;&#10;&lt;div class="wp-block-image"&gt;&#10;&lt;figure class="aligncenter size-full"&gt;&lt;img loading="lazy" decoding="async" width="511" height="141" src="https://www.digihunch.com/wp-content/uploads/2024/05/ssh-ssm.webp" alt="" class="wp-image-12985" srcset="https://www.digihunch.com/wp-content/uploads/2024/05/ssh-ssm.webp 511w, https://www.digihunch.com/wp-content/uploads/2024/05/ssh-ssm-300x83.webp 300w" sizes="auto, (max-width: 511px) 100vw, 511px" /&gt;&lt;/figure&gt;&#10;&lt;/div&gt;&#10;&lt;p class="wp-block-paragraph"&gt;SSM agent uses the IAM role. The agent runs as a service on Linux or Windows machines. Many AWS managed AMIs come with SSM agent pre-installed. If that is not the case, you&amp;#8217;d install the agent in your own AMI, or in user data which requires downloading the installer. With these configuration you&amp;#8217;d be able to connect to the instance via SSM. We can use AWS &lt;a href="https://docs.aws.amazon.com/systems-manager/latest/userguide/session-manager-working-with-sessions-start.html#sessions-start-cli"&gt;CLI SSM command&lt;/a&gt;, or AWS web console to start an SSH session. To use SSH CLI utility, we install the &lt;a href="https://docs.aws.amazon.com/systems-manager/latest/userguide/plugin-version-history.html"&gt;session manager plugin&lt;/a&gt; along with AWS CLI on the SSH client machine. We also specify a public key for EC2 instance and run ssh command with the private key. The SSH configuration needs a configuration such as:&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;host i-* mi-*&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ProxyCommand sh -c &amp;#34;aws ssm start-session --target %h --document-name AWS-StartSSHSession --parameters &amp;#39;portNumber=%p&amp;#39;&amp;#34;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; User ec2-user&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; IdentityFile ~/.ssh/id_rsa&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;With this entry, you may directly SSH by instance ID (usually starting with i-* and mi-*), and the specified Proxy Command with SSM session document AWS-StartSSHSession will be invoked. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Configure Ansible Inventory&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We can SSH to an instance (without port 22 open, on top of SSM) using the method above. Similarly, we can also configure Ansible to connect to the instance, without port 22. The inventory configuration looks 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-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;mytest:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; hosts:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; instance1:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ansible_host: i-00aabbffcc7755221&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ansible_user: ubuntu&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ansible_ssh_common_args: -o ProxyCommand=&amp;#34;aws ssm start-session --target %h --document-name AWS-StartSSHSession --profile target_account_1&amp;#34;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; instance2:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ansible_host: i-eedd88ff66aa22442&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ansible_user: ubuntu&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ansible_ssh_common_args: -o StrictHostKeyChecking=no -o ProxyCommand=&amp;#34;sh -c \&amp;#34;aws ssm start-session --target %h --document-name AWS-StartSSHSession --parameters &amp;#39;portNumber=%p&amp;#39; --profile target_account_2 \&amp;#34;&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;Note I used two patterns for ansible_ssh_common_args that are similar. Both works. Each entry references its own profile. This is necessary because Ansible does not have the knowledge which instance belongs to which profile&amp;#8217;s account.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Another way to get Ansible connect to instances is to use the connection plugin &lt;a href="https://docs.ansible.com/ansible/latest/collections/community/aws/aws_ssm_connection.html"&gt;community.aws.aws_ssm&lt;/a&gt;, by specifying ansible_connection: aws_ssm (e.g. as host variable) and other required variables (e.g. profile). This method does not require SSH channel but it requires an S3 bucket, and hence IAM permission on the controller node.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Ansible supports dynamic inventory, in three ways: inventory source file (with existing plugin), custom inventory plugin, and inventory script (in Python). Take source file as an example for EC2, add the followings as the content of aws_ec2.yaml:&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;plugin: amazon.aws.aws_ec2&#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;# Attach the default AWS profile&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;aws_profile: target_account_1&#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;compose:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ansible_host: instance_id&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ansible_user: &amp;#34;&amp;#39;ubuntu&amp;#39;&amp;#34;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ansible_ssh_common_args: &amp;#34;&amp;#39;-o ProxyCommand=\&amp;#34;aws ssm start-session --target %h --document-name AWS-StartSSHSession --profile target_account_1 \&amp;#34;&amp;#39;&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;Then we can display the rendered inventory list, and Ansible-ping the instances. &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;ansible-inventory -i aws_ec2.yaml --list -y | less&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;ansible all -i aws_ec2.yaml -m ping&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;For more flexibility, for the composed variables, we could use jinja2 expression to generate the value. In both ways, we produce an inventory source per profile using the &lt;a href="https://vexpose.blog/2023/11/20/ansible-dynamic-inventory-tutorial/"&gt;built-in inventory plugin&lt;/a&gt; aws_ec2. For greater flexibility, such as consolidating instances from all accounts into a single inventory, consider writing your own&lt;a href="https://www.redhat.com/sysadmin/ansible-dynamic-inventories"&gt; inventory script&lt;/a&gt;, or even &lt;a href="https://www.redhat.com/sysadmin/ansible-plugin-inventory-files"&gt;own inventory plugin&lt;/a&gt;.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Conclusion&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In this post we propose a way to manage instances across AWS accounts. Two main challenges are establishing the communication channel (SSH on top of SSM) and generating inventory data in Ansible. Some AWS services can generate inventory data, such as &lt;a href="https://docs.aws.amazon.com/systems-manager/latest/userguide/sysman-inventory-datasync.html"&gt;resource data sync&lt;/a&gt; in Systems Manager, or using AWS Config Aggregator. It is unfortunate that neither way produces the inventory data in a format that is directly compatible with Ansible inventory. Therefore, you might have to create a custom Ansible dynamic inventory script (in Python) that reads from the inventory data from AWS Config Aggregator (which supports AWS Organization). The side benefit of this script is that it is usually faster than the built-in &lt;a href="https://docs.ansible.com/ansible/latest/collections/amazon/aws/aws_ec2_inventory.html"&gt;aws_ec2&lt;/a&gt; inventory plugin.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://www.digihunch.com/2024/03/public-key-infrastructure-3-of-3-use-cases/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Public Key Infrastructure 3 of 3 – PKI Implementation&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://www.digihunch.com/2024/07/iam-roles-for-any-workload/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;IAM Roles for any workload&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>AWS CDK example in Typescript – provision an AWX server</title><link>https://www.digihunch.com/2020/12/ansible-tower-lab-environment-on-aws/</link><pubDate>Sat, 19 Dec 2020 17:14:00 -0400</pubDate><guid>https://www.digihunch.com/2020/12/ansible-tower-lab-environment-on-aws/</guid><description>&lt;p class="wp-block-paragraph"&gt;This post provides an example of using AWS CDK in Typescript.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-ansible-tower-and-awx"&gt;Ansible Tower and AWX&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We have used open-source &lt;a href="https://www.digihunch.com/2020/05/revamp-ansible-directory-for-scalability-1-of-2/" class="rank-math-link"&gt;Ansible&lt;/a&gt; extensively in the past. While the automation is convenient, the lack of UI makes it not as suitable as a team collaboration tool. One way to allow team collaboration with open-source Ansible, is to use Jenkins to glue the components together, as discussed in the &lt;a href="https://www.digihunch.com/2020/09/automated-deployment-pipeline-1-2/" class="rank-math-link"&gt;Automated Deployment Pipeline&lt;/a&gt; series. In this setup, the open-source Ansible remains command-line driven, with Jenkins building up the command, rather than a human user. There are many upsides in this configuration, but it is not built specifically for Ansible. Ansible is agent-less, and can be run from any host. This sounds appealing and can work well in smaller server fleet. However, since it requires some configuration on the controlling host for Ansible to function properly, it become unnecessary to configure Ansible environment on every single host (e.g. production). A typically environment only has Ansible environment configured on the bastion host. This brings the need for a dedicated controller server to drive all Ansible tasks.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;a href="https://www.ansible.com/products/tower" class="rank-math-link"&gt;Ansible Tower&lt;/a&gt; is Red Hat&amp;#8217;s commercial enhancement to the open source Ansible, providing web-based console, REST API and other services such as Role-based Access Control (RBAC). Managing Ansible via REST API is still somewhat involving but this also enables other open-source contributions to simplify the use of API. For example &lt;a href="https://docs.ansible.com/ansible-tower/3.5.3/html/towerapi/tower_cli.html" class="rank-math-link"&gt;Tower CLI&lt;/a&gt; allows you to use Ansible Tower with simplified command. Ansible Tower has an open-source upstream project called &lt;a href="https://www.ansible.com/products/awx-project/faq" class="rank-math-link"&gt;AWX&lt;/a&gt;, maintained by Red Hat. &lt;a href="https://github.com/ansible/awx" class="rank-math-link"&gt;AWX&lt;/a&gt; is essentially a preview release of Ansible Tower without commercial support. AWX can serve as an engine for all Ansible related task. AWX server is essentially an Ansible control server. AWX, or Ansible Tower, also brings several concepts on top of Ansible:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;&lt;strong&gt;Job template:&lt;/strong&gt; defines how an Ansible playbook should be executed, including details such as machine credential, project, inventory, and playbook file.&lt;/li&gt;&#10;&lt;li&gt;&lt;strong&gt;Job:&lt;/strong&gt; the actual execution of job template&lt;/li&gt;&#10;&lt;li&gt;&lt;strong&gt;Project: &lt;/strong&gt;connects Ansible Tower to source control such as BitBucket. It is tied to a Git repository and a branch within that repository&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;To deploy AWX on EC2 instances, there is a &lt;a href="https://aws.amazon.com/quickstart/architecture/awx/" class="rank-math-link"&gt;reference deployment&lt;/a&gt; by AWS. However, it is provided as CloudFormation template and appears to be outdated (from 2018). In our &lt;a href="https://github.com/digihunch/atlab" class="rank-math-link"&gt;project&lt;/a&gt; (late 2020, named ansible tower lab, or dubbed as &amp;#8220;atlab&amp;#8221;), we provide the infrastructure in AWS CDK (written in typescript), to provision the AWX environment. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The goal is that once the configuration is completed, you can run ansible ping against a target EC2 instance. The steps are as automated as possible. However, a number of key steps are purposefully left manual for learning purpose, such as the installation of AWX on EC2 instance.&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;In previous &lt;a href="https://www.digihunch.com/2020/12/instance-initialization-with-aws-cdk-in-python/"&gt;posting&lt;/a&gt;, I created infrastructure as code in AWS CDK with Python, so I decided to change to typescript in this project, with the assumption it is just a matter of syntax mapping. However, I underestimated the transition to a new language I never learned before. A fuzzy understanding of little details such as when to use let a=4 vs this.a=4, may produce elusive errors that takes hours to troubleshoot. I would therefore strongly recommend reading the basic syntax &lt;a class="rank-math-link" href="https://www.typescriptlang.org/docs/handbook/typescript-in-5-minutes-oop.html"&gt;guide&lt;/a&gt; for typescript, before getting started. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In typescript, this example project provides an implementation of configuring autoscaling groups, including cloud init, user data, etc on AWS. Other than the language, everything else is very similar to the project in this &lt;a href="https://www.digihunch.com/2020/12/instance-initialization-with-aws-cdk-in-python/" class="rank-math-link"&gt;post&lt;/a&gt;, which was developed in Python. Also, note that the project directory structure varies slightly based on the language being used.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;If you are absolutely new to AWS cdk, start with this &lt;a href="https://docs.aws.amazon.com/cdk/latest/guide/hello_world.html" class="rank-math-link"&gt;app&lt;/a&gt;. It is beyond the scope of this post, to cover extensively the installation and environment configuration of AWS CDK.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In the provision process for Bastion host, the cloudformation init script pulls a specific version from AWX repository, then makes slight modification. User will need to install it manually. Note that AWX can be installed on three types of platforms:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;OpenShift&lt;/li&gt;&#10;&lt;li&gt;Kubernetes&lt;/li&gt;&#10;&lt;li&gt;Docker Compose&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;All are documented in their &lt;a class="rank-math-link" href="https://github.com/ansible/awx/blob/devel/INSTALL.md"&gt;README file&lt;/a&gt;. For simplicity in this project, the installation is on standalone docker compose. This is the default mode so there is no need to modify the inventory file.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-the-code-repo"&gt;The code repo&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The repository is version controlled &lt;a href="https://github.com/digihunch/atlab" class="rank-math-link"&gt;here&lt;/a&gt;. To run the project, you need to have aws cli environment, then install the required packages including node js, and npm packages such as aws cdk. Once configured, validate with command:&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;cdk ls&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;This should display the stacks available. Use cdk deploy to deploy each stack.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;When BastionStack is deployed, dependent packages should be installed with user data and cloud init. You will just need to SSH on to the server to manually install AWX, as explained in the instruction, to manually install AWX:&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;ansible-playbook -i inventory install.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Then you can browse to the server (at port 80 by default). Before the log-in page for the first time, the AWX will upgrade itself, with the following screen presented:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="1446" height="988" src="https://www.digihunch.com/wp-content/uploads/2020/12/image-1.png" alt="" class="wp-image-1968"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Now log on with default credential (in README.md), you will have the UI for AWX:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="1297" height="930" src="https://www.digihunch.com/wp-content/uploads/2020/12/image-4.png" alt="" class="wp-image-1979"/&gt;&lt;figcaption class="wp-element-caption"&gt;AWX Web Console&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;From here, you can edit inventory by adding the host. Or use the helper script (~/awxcompose-helper.sh) from bastion host to create a new inventory (named Private Instance Inventory), and populate it with the hosts in the stack. The helper script does so by querying aws resource, and isssue rest API calls to AWX. After executing the script, you can see a new inventory, and the Private instance inventory should contain all hosts in the stack:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="756" height="774" src="https://www.digihunch.com/wp-content/uploads/2020/12/image-6.png" alt="" class="wp-image-1986"/&gt;&lt;figcaption class="wp-element-caption"&gt;Automatically populated inventory&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;You can then run Ansible ping against the host to validate connectivity. Note that during inventory creation, the ansible_user is already set to ec2-user (by the helper script):&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="921" height="908" src="https://www.digihunch.com/wp-content/uploads/2020/12/image-7.png" alt="" class="wp-image-1987"/&gt;&lt;figcaption class="wp-element-caption"&gt;Ping result&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;h3 class="wp-block-heading" id="h-some-technical-details"&gt;Some technical details&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The initialization process on Bastion host creates an RSA key pair, stores the public key to AWS, for the upcoming private instances to uses. It keeps the private key locally in order to make outgoing SSH connection to the private instances. To ensure connectivity between AWX and private instances, there are a couple of (bash) helper scripts involved. Both reflects some technical details that I had to work through.&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&#10;&lt;li&gt;&lt;strong&gt;awxcompose-helper.sh&lt;/strong&gt;: the initialization process pulls AWX installation file from git repo. The installation process will build a docker-compose file in ~/.awx/awxcompose, based on a template (~/awx-*/installer/roles/local_docker/templates/docker-compose.yml.j2). When user tells AWX to connect to private instance, the connection was made out of a docker container (instead of from the OS of bastion host), we need this script to map SSH key file from host to container, by modifying the template file. Without this helper, outgoing SSH connection will fail with error (Permission denied (publickey,gssapi-keyex,gssapi-with-mic)). This script is invoked in the cloud init process without requiring manual execution.&lt;/li&gt;&#10;&lt;li&gt;&lt;strong&gt;awxinvt-helper.sh&lt;/strong&gt;: once the private stack is up and the installation has completed, we need to add the hosts to AWX inventory. This script gets the instance ID and IP addresses of the private instances, and uses Rest API calls to create inventory and populate it with hosts. Ansible has multiple &lt;a href="https://www.ansible.com/blog/summary-of-authentication-methods-in-red-hat-ansible-tower" class="rank-math-link"&gt;ways of authentication&lt;/a&gt;. This script uses the non-stateful basic authentication with each curl command requiring credential. Ansible Rest API guide is provided &lt;a href="https://docs.ansible.com/ansible-tower/latest/html/towerapi/api_ref.html" class="rank-math-link"&gt;here&lt;/a&gt; and be wary of the &lt;a href="https://docs.ansible.com/ansible-tower/latest/html/towerapi/conventions.html" class="rank-math-link"&gt;convention&lt;/a&gt; where URI must end with a slash. &lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This project is just a start of AWX on AWS CDK project using Typescript. In real life scenarios, there are some work to do to make this even more automated. For example, use cfn-hup service to monitor changes of private stack, and therefore update inventories accordingly. &lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://www.digihunch.com/2020/12/high-performance-computing-cluster/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;High Performance Computing&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://www.digihunch.com/2021/01/basic-kubernetes-resource-object-1-of-2/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Basic Resource Object in Kubernetes 1 of 2&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Automated Deployment Pipeline 3 of 3</title><link>https://www.digihunch.com/2020/10/automated-deployment-pipeline-3-of-3/</link><pubDate>Wed, 14 Oct 2020 17:27:00 -0400</pubDate><guid>https://www.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; 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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://www.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 ${JENKINS_URL}/jnlpJars/agent.jar). Then use SSH command to call the jar file from agent (aka slave) machine. You may add some java argument for troubleshooting. Below is an example configuration for the node.&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large is-resized"&gt;&lt;img loading="lazy" decoding="async" width="2658" height="1650" src="https://www.digihunch.com/wp-content/uploads/2020/10/image-6.png" alt="" class="wp-image-1736" style="width:0px"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I shall also note that if the remote agent is a different operating system where the path of bash might be different, then you need to include the directory of bash executable in PATH environment variable. That can be done as in the screenshot above (PATH=${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://www.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://www.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://www.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://www.digihunch.com/2020/10/automated-deployment-pipeline-2-of-2/</link><pubDate>Tue, 06 Oct 2020 22:05:00 -0400</pubDate><guid>https://www.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://www.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://www.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://www.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://www.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://www.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://www.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><item><title>Automated Deployment Pipeline 1 of 3</title><link>https://www.digihunch.com/2020/09/automated-deployment-pipeline-1-2/</link><pubDate>Wed, 30 Sep 2020 22:04:00 -0400</pubDate><guid>https://www.digihunch.com/2020/09/automated-deployment-pipeline-1-2/</guid><description>&lt;h3 class="wp-block-heading"&gt;The business case&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;You launched a software application. You installed it on two customer sites. You support the application mostly by SSH to customer server and run Bash commands, or slightly better, Bash scripts. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The product is a hit to the market. You hired 20 support specialists in a customer service department. The dream client came through: an enterprise giving you a fleet of 100 servers to deploy your application on.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;More staff, more business, more installations, more incidents, but the same old command driven steps. Problems:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&lt;li&gt;Non-standard support procedures. Every one takes notes and everyone&amp;#8217;s notes are slightly different.&lt;/li&gt;&lt;li&gt;Information sharing among team members are ad hoc, and at high level.&lt;/li&gt;&lt;li&gt;Post-mortem discussion is driven by memory and command fragments, instead of evidence end-to-end&lt;/li&gt;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;If that looks like your organization, chances are you also suffer from some secondary damages over the long term, such as:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&lt;li&gt;Downtime resolutions rely on the knowledgeable few&lt;/li&gt;&lt;li&gt;Documentation helps. But it never catches up to the latest version of application&lt;/li&gt;&lt;li&gt;Lack of auditing of commands during support&lt;/li&gt;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I propose an automation scheme to existing support and deployment practice. This automation scheme combines a suite of common technologies, such as Bash, Python, Ansible, OpenSSH and Jenkins. The automation allows the department to, either fully or partially, operationalize the steps in support and deployment, and eventually shift towards agile practice. &lt;/p&gt;&#10;&lt;h3 class="wp-block-heading"&gt;Bash, Python and Ansible&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Bash script is based on shell command, perfect for running critical system tasks such as volume management. When it turns into a script, it can be cumbersome, especially with complex data structure. Python, as a tool for system administration, is a good complement to that.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Python 2 comes with most Linux distributions, and is also a dependency of other built-in tools such as YUM. Python3 can be installed easily from default YUM repositories. Both Python2 and Python3 can exist on the same operating system, although new module development are now shifted to Python3. Python&amp;#8217;s syntax is very simple and offers object-oriented programming ability. Moreover, there is an entire open-source community behind Python, which offers modules in every aspect of IT (for example, Datastax has a &lt;a href="https://www.digihunch.com/2020/06/iterate-through-cassandra-table-with-datastax-python-driver/"&gt;driver module&lt;/a&gt; for connecting to Cassandra). Those modules are installed with PIP tool, or PIP3 for python3.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Both bash and Python executes on local machine. To run them on remote servers over SSH. You want to have a list of target hosts, and specify which one to execute the script against. This is where Ansible comes in handy. Ansible is superior in the following aspects:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&lt;li&gt;Free and open-source, with commercial alternative (Towers);&lt;/li&gt;&lt;li&gt;Inventory management (inventory);&lt;/li&gt;&lt;li&gt;Desire state engine (roles) &lt;/li&gt;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Ansible is built on Python and is agent-less. Connectivity to remote host is done via secure shell so it can take advantage of existing SSH configurations. Job execution on the target machine is done through Python. With Python you can also develop custom module in Ansible. For some use cases in customer support with Ansible, refer to my two &lt;a href="https://www.digihunch.com/2020/05/revamp-ansible-directory-for-scalability-1-of-2/"&gt;previous postings&lt;/a&gt; about Ansible at scale.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading"&gt;Jenkins&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The tools above forms a package for automation. The issue is that all of them are command-line based. Any task that requires Ansible requires the IT professional craft up long command, such as running playbook, executing a role, or ad-hoc command. This is inconvenient when a task needs to be done during an incident. Such tasks also require trained professional with the relevant skills.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;These tasks can be stored in, or initiated by &lt;a href="https://www.jenkins.io/"&gt;Jenkins&lt;/a&gt;. Although Jenkins is well known for build automation in continuous integration, it is automation engine for any command-line based IT tasks. The button to start such tasks in Jenkins UI is called &amp;#8220;Build&amp;#8221;, which is also a misnomer that underplays Jenkins&amp;#8217; versatility: building application from source code is just one of the many IT tasks that involves multiple long running commands. In this and next article we introduce Jenkins as an engine for deployment automation. &lt;/p&gt;&#10;&lt;p class="has-text-align-center has-background wp-block-paragraph" style="background-color:#d5edf7"&gt;&lt;svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" width="587" viewBox="-0.5 -0.5 587 567" style="max-width:100%;max-height:567px;"&gt;&lt;defs&gt;&lt;filter id="dropShadow"&gt;&lt;feGaussianBlur in="SourceAlpha" stdDeviation="1.7" result="blur"&gt;&lt;/feGaussianBlur&gt;&lt;feOffset in="blur" dx="3" dy="3" result="offsetBlur"&gt;&lt;/feOffset&gt;&lt;feFlood flood-color="#3D4574" flood-opacity="0.4" result="offsetColor"&gt;&lt;/feFlood&gt;&lt;feComposite in="offsetColor" in2="offsetBlur" operator="in" result="offsetBlur"&gt;&lt;/feComposite&gt;&lt;feBlend in="SourceGraphic" in2="offsetBlur"&gt;&lt;/feBlend&gt;&lt;/filter&gt;&lt;/defs&gt;&lt;g filter="url(#dropShadow)"&gt;&lt;rect x="220" y="0" width="130" height="190" rx="19.5" 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stroke="#000000" stroke-miterlimit="10" pointer-events="all"&gt;&lt;/path&gt;&lt;path d="M 285 91.12 L 288.5 98.12 L 285 96.37 L 281.5 98.12 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;p class="wp-block-paragraph"&gt;The infrastructure architecture is diagramed as above, and with the connection across Internet, the target hosts must be hardened properly in the following aspects:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&lt;li&gt;Connectivity to remote host is via SSH chaining, through an SSH proxy;&lt;/li&gt;&lt;li&gt;Root login must be disabled for remote session or by password;&lt;/li&gt;&lt;li&gt;Service user may be shared, but must be authenticated by individual RSA key pair;&lt;/li&gt;&lt;li&gt;Service user connected remotely needs to escalate privilege by su if needed;&lt;/li&gt;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;I want to make a theoretical distinction between our topic here and continuous deployment. We simply focus on the technical side of deployment automation. Essentially automating a few bash scripts. On the other hand, a continuous deployment process is an extension to an existing continuous integration pipeline, with the vision to streamline the process end-to-end from code commit to production rollout. Implementing CI/CD pipelines should be approached as an organizational program rather than an individual technical initiative. &lt;a href="https://www.redhat.com/en/blog/integrating-ansible-jenkins-cicd-process"&gt;Here&lt;/a&gt; is a good technical overview on CI/CD pipeline with Jenkins and Ansible.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading"&gt;Security&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The security mechanism of this system is based on OpenSSH because the connectivity between servers are through SSH chaining. RSA key authentication must be used in order to encrypt traffic with password-less login. Connection to an SSH host can be done through a proxy server. Below is an example of SSH configuration:&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;Include customer1.config&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Include customer2.config&#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;Host *&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; IdentityFile ~/.ssh/id_rsa&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ServerAliveInterval &lt;span style="color:#ae81ff"&gt;60&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ServerAliveCountMax &lt;span style="color:#ae81ff"&gt;3&lt;/span&gt;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Compression yes&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ControlPersist 3h&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ControlPath ~/.ssh/sockets/%r@%h-%p&#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;Host gateway&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Hostname support.digihunch.com&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; User jdoe&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Port &lt;span style="color:#ae81ff"&gt;2223&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;Host customer-server-0&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; Hostname 192.168.201.12&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; User support&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ProxyCommand ssh -W %h:%p gateway&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Open SSH configuration file (~/.ssh/config) needs to be configured properly with useful host names and aliases. To prevent the config files from growing too long, include statement can be used to reference other configuration file (available with OpenSSH v7.3 sp1 and up). &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The host names (as well as aliases) listed in SSH configuration can be directly referenced in Ansible inventory, allowing Ansible (and Jenkins) to reference site by alias and connect to target host through proxy.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading"&gt;Plugins&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Jenkins has a community that develops a variety of plugins, which makes Jenkins the most powerful automation platform. Here are some examples of useful plugins:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&lt;li&gt;Audit Trail: output job execution history to file or Elasticsearch;&lt;/li&gt;&lt;li&gt;Credentials: stores credentials in Jenkins;&lt;/li&gt;&lt;li&gt;Pipeline: build declarative (new) or scripted (old) pipeline for Jenkins jobs;&lt;/li&gt;&lt;li&gt;Simple Theme: just a theme but allows console output to be dark (using CSS);&lt;/li&gt;&lt;li&gt;Job Configuration History: job configuration audit;&lt;/li&gt;&lt;li&gt;Mask password: mask variables (including password) from console output &lt;/li&gt;&lt;li&gt;Ansible: invokes ad-hoc commands and playbooks&lt;/li&gt;&lt;li&gt;SSH agent, SSH pipeline steps, SSH credentials: features related in SSH in Jenkins pipelines.&lt;/li&gt;&lt;li&gt;Purge Job History: purge all of build history, or purge&lt;a href="https://support.cloudbees.com/hc/en-us/articles/215549798-Best-Strategy-for-Disk-Space-Management-Clean-Up-Old-Builds"&gt; by time &lt;/a&gt;and number of old builds.&lt;/li&gt;&lt;li&gt;Parameterized Scheduler: schedule to run a job and provide parameter&lt;/li&gt;&lt;li&gt;Workspace cleanup: clean up workspace when invoked.&lt;/li&gt;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In the next article, we will go over some common job configurations.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://www.digihunch.com/2020/09/log-file-navigator-lnav/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Log file navigator (lnav)&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://www.digihunch.com/2020/10/automated-deployment-pipeline-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;Automated Deployment Pipeline 2 of 3&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Ansible at scale 1 of 2</title><link>https://www.digihunch.com/2020/05/revamp-ansible-directory-for-scalability-1-of-2/</link><pubDate>Sun, 17 May 2020 19:38:34 -0400</pubDate><guid>https://www.digihunch.com/2020/05/revamp-ansible-directory-for-scalability-1-of-2/</guid><description>&lt;p class="wp-block-paragraph"&gt;The &lt;a href="https://www.ansible.com/hubfs/pdfs/Ansible-InDepth-WhitePaper.pdf"&gt;Ansible In Depth&lt;/a&gt; white paper outlines Ansible&amp;#8217;s use cases in four categories:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&lt;li&gt;Configuration management&lt;/li&gt;&lt;li&gt;Application deployment&lt;/li&gt;&lt;li&gt;Orchestration: for coordinating a multi-machine process such as interacting with load balancer and rolling cluster upgrade&lt;/li&gt;&lt;li&gt;As-needed task execution: ad-hoc tasks on large number of hosts&lt;/li&gt;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;At work, my original automation scheme involves several &lt;a href="https://www.digihunch.com/2019/05/automation-with-ansible-a-primer/"&gt;Ansible&lt;/a&gt; Playbooks that started off simple but have been sprawling ever since. I have to spend some time to revamp the Ansible code base, following the best practices from the &lt;a href="https://docs.ansible.com/ansible/latest/user_guide/playbooks_best_practices.html#directory-layout"&gt;official documentation&lt;/a&gt;. The goal is to:&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&lt;li&gt;Reduce the number of Playbooks;&lt;/li&gt;&lt;li&gt;Improve code re-usability (by Ansible roles);&lt;/li&gt;&lt;li&gt;Increase portability across different customer environment;&lt;/li&gt;&lt;li&gt;Improve security;&lt;/li&gt;&lt;li&gt;Re-organize the directory so that more team members can contribute to different parts of it.&lt;/li&gt;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The Ansible code base is used by our customer service engineers, some of whom are ingrained with the established way they have been using certain Playbooks in their daily tasks. This requires me, throughout the development initiative, to ensure a consistent interaction between them and their Playbook commands.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-inventory-and-variables"&gt;Inventory and variables&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;We cannot guarantee that every custom environment are identical, but what we can do is make sure that for a new environment, the only change to make is inventory and variables. This is where we can strike a balance between portability and customization. No changes should be made to tasks, roles or Playbooks when the Ansible directory is deployed at a different customer environment.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;If the total number of servers to manage are under 100, all can be listed in a single inventory file, and specify the only inventory file as default so the -i switch is not required for every Ansible command run. If there are more than 100 servers, it is advisable to separate them out into several inventory files in YAML, each less than 200 lines. You will have to specify inventory file with -i each time you run Ansible command.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The inventory may contain a hierarchy of groups, in order to facilitate command calls to specific groups of servers. For example:&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;all:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; children:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; prod:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; children:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; prod_app:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; children:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; prod_app_dc1:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; hosts:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; apphost01:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; apphost03:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; zk_id: 1&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; apphost05:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; apphost07:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; zk_id: 2&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; apphost09:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; apphost11:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; zk_id: 3&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; apphost13:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; prod_app_dc2:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; hosts:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; apphost02:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; apphost04:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; zk_id: 1&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; apphost06:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; apphost08:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; zk_id: 2&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; apphost10:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; apphost12:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; zk_id: 3&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; apphost14:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; vars:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; has_app: yes&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; has_nginx: yes&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; has_db: no&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; prod_db:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; children:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; prod_db_dc1:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; hosts:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; dbhost01:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; dbhost03:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; dbhost05:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; dbhost07:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; dbhost09:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; dbhost11:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; vars:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; clustered: yes&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; bk_node: dbhost11&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; prod_db_dc2:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; hosts:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; dbhost02:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; dbhost04:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; dbhost06:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; dbhost08:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; dbhost10:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; dbhost11:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; vars: &#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; clustered: yes&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; bk_node: dbhost12&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; vars:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; has_app: no&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; has_nginx: no&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; has_db: yes&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; vars:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ansible_become_pass: &amp;#39;{{site_prod_root_pw}}&amp;#39;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; test:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; children:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; test_dc1:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; hosts:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; tapphost01:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; test_dc2:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; hosts:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; tapphost02:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; vars:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ansible_become_pass: &amp;#39;{{site_test_root_pw}}&amp;#39;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; has_app: yes&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; has_nginx: yes&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; has_db: yes&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; vars:&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ansible_become: yes&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ansible_become_method su&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; ansible_become_user: root&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;User of Ansible Playbook can use -l to specify a pattern that matches a single or multiple groups, such as prod_db_dc*. In the above example, the password is not stored in clear text. They should reference a variable from a separate file encrypted by ansible-vault.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-from-playbooks-to-roles"&gt;From Playbooks to roles&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;As a refresher from the &lt;a href="https://www.ansible.com/hubfs/pdfs/Ansible-InDepth-WhitePaper.pdf"&gt;white paper&lt;/a&gt;, a single &amp;#8220;task&amp;#8221; in Ansible is essentially a module call with parameters. A &amp;#8220;play&amp;#8221; consists of a series of tasks (defined under &amp;#8220;&lt;em&gt;tasks&lt;/em&gt;&amp;#8221; section) all to execute on a specified host (defined under &amp;#8220;&lt;em&gt;hosts&lt;/em&gt;&amp;#8221; section). A Playbook consist of &lt;span style="text-decoration: underline;"&gt;one or several&lt;/span&gt; plays, as shown in &lt;a href="https://docs.ansible.com/ansible/latest/user_guide/playbooks_intro.html"&gt;this example&lt;/a&gt;. In reality though, a Playbook usually contains only one play. Even that one play can grow to an unmanageable length, as complexity increases over time. This is where we need to change our approach towards scalability and manageability.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The Ansible community advocates the use of &lt;a href="https://www.digitalocean.com/community/tutorials/how-to-use-ansible-roles-to-abstract-your-infrastructure-environment"&gt;roles&lt;/a&gt; in place of Playbooks. The concept of Ansible &amp;#8220;role&amp;#8221; seems fairly abstract and confusing at the beginning. The word &amp;#8220;role&amp;#8221; pictures a static server state, whereas our existing Playbooks are full of actions (think of shell scripts). How would one convert an action list into static states? After some thought, I came to the understanding that roles should be thought of as desired end state. Yes, the end state is static, but that&amp;#8217;s all we care about. This is essentially the whole idea of Ansible&amp;#8217;s desired state configuration: you start from the end state and leave it to modules to complete what needs to be done to reach that state. The concept of role perfectly reflects how Ansible wants you to think about solving an infrastructure problem &amp;#8211; stop thinking about what you need to do. Instead, think about what you ultimately want, start from the desired state and work backwards.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In our own setup, the best practice turned out to be: if the Playbook involves a single play with less than 5 tasks, just stick to Playbook. We don&amp;#8217;t get rid of Playbooks just for the sake of it. Otherwise, if a Playbook has grown to more than 5 tasks, we need to think about our desired state, and either implement a new role, or incorporate it into an existing role. This is the time we have to transition from the Playbook oriented thinking to the role oriented thinking. Each role directory can include a task sub-directory with main.yml that references the rest of the tasks. Each role can define its own role-related variables. If there&amp;#8217;s a lot in common between two roles, we can even have a common role with or without its main.yml.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;A simplified version of our Ansible directory structure looks 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-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;├── deploy-app.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;├── deploy-db.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;├── inventories&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   ├── group_vars&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   ├── all&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   │   ├── all.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   │   └── vault_all.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   ├── prod_dc1_db.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   ├── prod_dc2_db.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   ├── test_dc1_db.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   └── test_dc2_db.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   ├── host_vars&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   └── site_inventory.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;├── roles&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   ├── common&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   ├── files&#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;│   │   ├── log.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   ├── skip_self.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   └── validate_path.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   ├── db_conf&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   ├── defaults&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   │   └── main.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   ├── files&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   ├── handlers&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   │   └── main.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   ├── meta&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   │   └── main.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   ├── README.md&#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;│   │   │   ├── main.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   │   ├── start_db.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   │   ├── stop_db.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   │   └── update_cluster_var.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   ├── templates&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   │   ├── myid.j2&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   │   ├── db_properties.j2&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   │   └── zookeeper_properties.j2&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   └── vars&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   └── main.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   └── app_conf&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   ├── defaults&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   └── main.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   ├── files&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   ├── handlers&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   └── main.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   ├── meta&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   └── main.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   ├── README.md&#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;│   │   ├── bk_app_conf.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   ├── empty_app_conf.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   ├── main.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   ├── push_app_conf.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   ├── start_app.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   ├── stop_app.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   ├── tar_app_conf.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   ├── untar_app_conf.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   └── update_cluster_var.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   ├── templates&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   │   └── dbref_xml.j2&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   └── vars&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;│   └── main.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;├── service-app.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;└── service-db.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Variables specific to a group of hosts or individual hosts can be included in different yml files. When the entire directory is moved to a different customer environment, our engineers will need to update the inventory and variable files. The task, roles and Playbooks should build their logics using those variables. &lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-vault"&gt;Vault&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Our previous implementation of Ansible Playbook stores sudo password base64 encoded and use no_log to avoid displaying values. Now we move those to encrypted variable yml file using ansible-vault. We reference the value to encrypt as regular variable:&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;ansible_become_pass: &amp;#39;{{passtoencrypt}}&amp;#39;&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;ansible_become_method: sudo&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;ansible_become: yes&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Then we run the following:&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;ansible-vault create vault_all.yml&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;This prompt for a key, and once you type in the key it opens a text editor where we can store the real password. For example:&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;passtoencrypt: MyP@ssw0rd4real!&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Use the text editor to save file. The file is now saved encrypted and must be open with correct key (aka vault password). If we call Ansible Playbook with &amp;#8211;ask-vault-pass switch then the Playbook will prompt for key input, or use include_vars to include variable from vault file (&lt;a href="https://www.toptechskills.com/ansible-tutorials-courses/ansible-include-import-variables-tutorial-examples/"&gt;example&lt;/a&gt;). If we want to even skip this, we can store the key in a file and reference them from vault_password_file in ansible.cfg&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Ansible Vault has more commands to edit or view the encrypted variables in the &lt;a href="https://docs.ansible.com/ansible/latest/user_guide/vault.html"&gt;documentation&lt;/a&gt;.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-optimize-connection"&gt;Optimize connection&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;OpenSSH 5.6 and later supports multiplexing where multiple SSH sessions share a TCP connection. This can be turned on so that the following SSH connections save the time of TCP handshake. This can be configured in ansible configuration file under ssh_connection. Below is an example of this option with ControlPersist=1h. So the TCP connection is torn down after 1 hour. &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;[ssh_connection]&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;ssh_args = -C -o ControlMaster=auto -o ControlPersist=1h&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;The other option we can leverage is pipelining. Ansible takes three steps to execute a task:&lt;/p&gt;&#10;&lt;ol class="wp-block-list"&gt;&lt;li&gt;build a python script based on module used&lt;/li&gt;&lt;li&gt;copy the python script to remote host&lt;/li&gt;&lt;li&gt;execute the python script on the remote host&lt;/li&gt;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;If pipelining is turned on, the python script is passed in along with the SSH session, this would save a roundtrip and increase performance. Pipelining can be configured under ssh_connection in Ansible configuration file:&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;[ssh_connection]&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;pipelining = True&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;In the example below we can see by pipelining we cut the number of connection in half:&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;# with pipelining&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[ghunch@control-host ~]$ ansible remote-host -vvvv -m ping | grep EST&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&amp;lt;remote-host&amp;gt; ESTABLISH SSH CONNECTION FOR USER: ghunch&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&amp;lt;remote-host&amp;gt; ESTABLISH SSH CONNECTION FOR USER: ghunch&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&amp;lt;remote-host&amp;gt; ESTABLISH SSH CONNECTION FOR USER: ghunch&#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;# without pipelining&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[ghunch@control-host ~]$ ansible remote-host -vvvv -m ping | grep EST&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&amp;lt;remote-host&amp;gt; ESTABLISH SSH CONNECTION FOR USER: ghunch&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&amp;lt;remote-host&amp;gt; ESTABLISH SSH CONNECTION FOR USER: ghunch&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&amp;lt;remote-host&amp;gt; ESTABLISH SSH CONNECTION FOR USER: ghunch&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&amp;lt;remote-host&amp;gt; ESTABLISH SSH CONNECTION FOR USER: ghunch&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&amp;lt;remote-host&amp;gt; ESTABLISH SSH CONNECTION FOR USER: ghunch&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&amp;lt;remote-host&amp;gt; ESTABLISH SSH CONNECTION FOR USER: ghunch&#10;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&amp;lt;remote-host&amp;gt; ESTABLISH SSH CONNECTION FOR USER: ghunch&#10;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p class="wp-block-paragraph"&gt;Note that if we use sudo command, then we need to disable requiretty in /etc/sudoers on the remote host.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-custom-module"&gt;Custom Module&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;It&amp;#8217;s fairly straightforward to build a custom module in Ansible. Just place the module file (modulename.py) in inventory directory and use it as you would with regular Ansible module. The module file needs to be completed in Python with certain return value. Before creating custom module, you should look for existing modules to avoid re-inventing the wheel. You may also need to determine whether you simply need to &lt;a href="https://docs.ansible.com/ansible/latest/modules/script_module.html"&gt;run a python script&lt;/a&gt; on target host (with Ansible&amp;#8217;s script module), or you really need an Ansible module. The former is procedural, and the latter focus on desired state. Custom module is more used in proprietary development. &lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://www.digihunch.com/2020/05/understanding-where-the-memory-goes-on-linux-vm/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Balloon steals memory from virtual machines&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://www.digihunch.com/2020/05/docker-swarm-brief-notes/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Docker Compose, Docker Stack and Docker Swarm&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item></channel></rss>