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Ansible | DevOps Bootcamp : Complete Flow to IT Automation

Ansible is an open-source automation tool that simplifies complex IT tasks such as configuration management, application deployment, and intra-service orchestration. Developed by Michael DeHaan and acquired by Red Hat in 2015, Ansible has become one of the most popular tools in the DevOps toolkit.

Unlike other configuration management tools, Ansible uses a push-based architecture where the control machine pushes configurations to the managed nodes. This approach eliminates the need for agents on the managed systems, making it lightweight and easy to deploy.

On This Page

Introduction to Ansible

Why Use Ansible in DevOps?

In the world of DevOps, automation is key to achieving speed, reliability, and consistency. Ansible addresses these needs by:

  • Simplifying complex workflows through automation
  • Reducing human error by codifying infrastructure
  • Enabling infrastructure as code (IaC) practices
  • Facilitating continuous delivery pipelines
  • Improving team collaboration through readable playbooks

Key Features and Benefits

FeatureBenefit
AgentlessNo additional software to install on managed nodes
IdempotentSafe to run multiple times without unintended consequences
Simple YAML syntaxHuman-readable playbooks that are easy to understand
Extensive module libraryPre-built functions for common tasks
Broad platform supportWorks with Linux, Windows, network devices, and cloud services

Getting Started with Ansible

Installation and Setup

Before diving into Ansible, you need to install it on your control machine. Ansible can be installed on various operating systems, but we’ll focus on Linux-based systems:

# On Ubuntu/Debian
sudo apt update
sudo apt install ansible

# On CentOS/RHEL
sudo yum install epel-release
sudo yum install ansible

# Using pip (Python package manager)
pip install ansible

After installation, verify that Ansible is working correctly:

ansible --version

Basic Concepts

Understanding Ansible’s core concepts is essential before moving forward:

  • Control Node: The machine where Ansible is installed and from which all tasks are executed
  • Managed Nodes: The target systems that Ansible configures
  • Inventory: A file containing information about the managed nodes
  • Modules: Small programs that Ansible executes on managed nodes
  • Playbooks: YAML files containing a series of tasks to be executed
  • Tasks: Individual units of work in a playbook
  • Roles: Reusable collections of playbooks, templates, and other files

First Simple Ansible Command

Let’s start with a simple ad-hoc command to ping your managed nodes:

# Create a simple inventory file
echo "localhost ansible_connection=local" > inventory

# Run a ping command
ansible -i inventory all -m ping

If successful, you’ll see a response like:

localhost | SUCCESS => {
    "changed": false,
    "ping": "pong"
}

Ansible Fundamentals

Inventory Management

The inventory is the heart of Ansible’s connection to your infrastructure. It defines the hosts and groups of hosts that Ansible will manage.

Static Inventory

A static inventory is a simple text file, typically in INI or YAML format. Here’s an example in INI format:

Webservers Group

[webservers]
web1.example.com
web2.example.com

Databases Group

[databases]
db1.example.com
db2.example.com

Global Variables

[all:vars]
ansible_user=admin
ansible_ssh_private_key_file=~/.ssh/ansible_key

Dynamic Inventory

For cloud environments or dynamic infrastructures, dynamic inventories can be used. These are scripts that generate inventory data when executed:

# Example using AWS dynamic inventory
ansible-inventory -i ./aws_ec2.yml --list

Ad-hoc Commands

Ad-hoc commands are simple one-line commands that allow you to perform quick tasks without writing a full playbook. They’re useful for testing, quick fixes, and repetitive tasks.

Some common examples:

# Check disk space on all web servers
ansible webservers -m command -a "df -h"

# Install a package on all database servers
ansible databases -m yum -a "name=postgresql state=present"

# Restart a service on all servers
ansible all -m service -a "name=nginx state=restarted"

Modules and Their Usage

Modules are the building blocks of Ansible. They are small programs that Ansible pushes to the managed nodes to perform specific tasks.

Ansible comes with hundreds of modules categorized by functionality:

CategoryExample ModulesUse Cases
Filecopy, fetch, file, lineinfileManaging files and directories
Packageyum, apt, pip, gemInstalling and managing software packages
Serviceservice, systemdManaging system services
Networkios_config, nxos_configConfiguring network devices
Cloudec2, azure_rm, gcpManaging cloud resources

Here’s an example using the copy module:

ansible webservers -m copy -a "src=/path/to/local/file dest=/path/to/remote/file"

Playbooks and YAML Basics

Playbooks are Ansible’s configuration, deployment, and orchestration language. They are written in YAML (YAML Ain’t Markup Language), a human-readable data serialization standard.

A simple playbook structure looks like this:

---
- name: Playbook to install and configure web server
  hosts: webservers
  become: yes

  tasks:
    - name: Install Apache web server
      yum:
        name: httpd
        state: present

    - name: Start and enable Apache service
      service:
        name: httpd
        state: started
        enabled: yes

Key YAML syntax rules to remember:

  • Use spaces for indentation, not tabs
  • Lists are denoted by a hyphen (-)
  • Key-value pairs are separated by a colon (:)
  • Comments start with a hash (#)

Intermediate Ansible

Variables and Facts

Variables in Ansible allow you to parameterize your playbooks, making them more flexible and reusable. Variables can be defined in various places:

  1. In the playbook itself
  2. In separate variable files
  3. In the inventory
  4. On the command line
  5. Discovered from the system (facts)

Here’s an example of using variables in a playbook:

---
- name: Configure web server with variables
  hosts: webservers
  become: yes
  vars:
    http_port: 80
    max_clients: 200

  tasks:
    - name: Ensure Apache is installed
      yum:
        name: httpd
        state: present

    - name: Configure Apache
      template:
        src: httpd.conf.j2
        dest: /etc/httpd/conf/httpd.conf
      notify: restart apache
      vars:
        http_port: "{{ http_port }}"
        max_clients: "{{ max_clients }}"

  handlers:
    - name: restart apache
      service:
        name: httpd
        state: restarted

Facts are system information that Ansible automatically gathers about managed nodes. You can use these facts to make decisions in your playbooks:

---
- name: Use facts to make decisions
  hosts: all
  tasks:
    - name: Install package based on OS family
      yum:
        name: "{{ 'httpd' if ansible_os_family == 'RedHat' else 'apache2' }}"
        state: present
      when: ansible_os_family == 'RedHat' or ansible_os_family == 'Debian'

Conditionals and Loops

Conditionals allow you to control when a task should be executed based on certain conditions. The when statement is used for this purpose:

---
- name: Conditional tasks
  hosts: all
  tasks:
    - name: Install firewalld on RHEL systems
      yum:
        name: firewalld
        state: present
      when: ansible_os_family == "RedHat"

    - name: Install ufw on Ubuntu systems
      apt:
        name: ufw
        state: present
      when: ansible_os_family == "Debian"

Loops allow you to repeat a task multiple times with different values. Ansible supports various loop constructs:

---
- name: Using loops
  hosts: webservers
  tasks:
    - name: Install multiple packages
      yum:
        name: "{{ item }}"
        state: present
      loop:
        - httpd
        - php
        - php-mysql
        - php-gd

    - name: Create multiple users
      user:
        name: "{{ item.name }}"
        state: present
        groups: "{{ item.groups }}"
      loop:
        - { name: 'alice', groups: 'wheel' }
        - { name: 'bob', groups: 'users' }
        - { name: 'charlie', groups: 'users' }

Roles and Their Structure

Roles are a way to organize and reuse Ansible content. They provide a structured way to package related tasks, variables, files, templates, and handlers.

A typical role structure looks like this:

my_role/
├── defaults/
│   └── main.yml
├── files/
├── handlers/
│   └── main.yml
├── meta/
│   └── main.yml
├── tasks/
│   └── main.yml
├── templates/
├── tests/
│   ├── inventory
│   └── test.yml
└── vars/
    └── main.yml

Here’s how to use a role in a playbook:

---
- name: Apply web server role
  hosts: webservers
  become: yes
  roles:
    - common
    - webserver
    - { role: database, when: ansible_os_family == 'RedHat' }

Handlers

Handlers are special tasks that only run when notified by another task. They are typically used to restart services when configuration files change:

---
- name: Using handlers
  hosts: webservers
  become: yes

  tasks:
    - name: Update Apache configuration
      template:
        src: httpd.conf.j2
        dest: /etc/httpd/conf/httpd.conf
      notify: restart apache

  handlers:
    - name: restart apache
      service:
        name: httpd
        state: restarted

Advanced Ansible

Ansible Vault for Secrets Management

Ansible Vault is a feature that allows you to encrypt sensitive data such as passwords, API keys, and certificates. This ensures that your secrets are not stored in plain text in your playbooks or variable files.

To create an encrypted file:

ansible-vault create secrets.yml

You’ll be prompted to enter and confirm a password. Then, you can edit the file with your secrets:

---
db_password: "supersecretpassword"
api_key: "abcd1234efgh5678"

To use the encrypted file in a playbook:

---
- name: Deploy application with secrets
  hosts: app_servers
  become: yes
  vars_files:
    - secrets.yml

  tasks:
    - name: Configure database connection
      template:
        src: database.conf.j2
        dest: /etc/app/database.conf
      mode: '0600'

To run a playbook with encrypted files:

ansible-playbook --ask-vault-pass deploy_app.yml

Dynamic Inventories

Dynamic inventories are scripts or plugins that generate inventory data at runtime. They’re particularly useful in cloud environments where infrastructure changes frequently.

For example, to use AWS EC2 instances as your inventory:

  1. Install the required Python packages:
pip install boto boto3
  1. Create an AWS EC2 dynamic inventory configuration file (aws_ec2.yml):
---
plugin: aws_ec2
regions:
  - us-east-1
  - us-west-2
keyed_groups:
  - key: tags.Environment
    prefix: env
  - key: tags.Role
    prefix: role
  1. Test the dynamic inventory:
ansible-inventory -i aws_ec2.yml --list
  1. Use the dynamic inventory in a playbook:
ansible-playbook -i aws_ec2.yml configure_servers.yml

Custom Modules Development

While Ansible provides hundreds of built-in modules, sometimes you need functionality that doesn’t exist. In such cases, you can create custom modules.

Here’s a simple example of a custom module that generates a random password:

#!/usr/bin/python
# custom_password_module.py

import random
import string
import json

def generate_password(length=12):
    """Generate a random password"""
    chars = string.ascii_letters + string.digits + string.punctuation
    return ''.join(random.choice(chars) for _ in range(length))

def main():
    module = AnsibleModule(
        argument_spec=dict(
            length=dict(type='int', default=12),
            state=dict(type='str', default='present')
        )
    )

    length = module.params['length']
    password = generate_password(length)

    module.exit_json(changed=True, password=password)

from ansible.module_utils.basic import AnsibleModule
if __name__ == '__main__':
    main()

To use this custom module in a playbook:

---
- name: Generate and set passwords
  hosts: all
  tasks:
    - name: Generate random password
      custom_password_module:
        length: 16
      register: password_result

    - name: Display generated password
      debug:
        msg: "Generated password: {{ password_result.password }}"

Ansible Tower/AWX

Ansible Tower (now called Ansible Automation Platform) is a web-based solution that makes Ansible more accessible to teams. The open-source version is called AWX.

Key features of Ansible Tower/AWX:

FeatureDescription
Web UIBrowser-based interface for managing Ansible
Role-Based Access ControlFine-grained permissions for users and teams
Job SchedulingSchedule playbooks to run at specific times
Credentials ManagementSecure storage of SSH keys, passwords, etc.
Real-time Job MonitoringView playbook execution in real-time
REST APIIntegrate with other tools and systems
Workflow BuilderCreate complex automation workflows

Ansible Best Practices

Directory Structure

A well-organized directory structure is crucial for maintaining Ansible projects, especially as they grow in complexity. Here’s a recommended structure:

ansible_project/
├── inventories/
│   ├── production/
│   │   ├── hosts.yml
│   │   └── group_vars/
│   │       └── all.yml
│   └── staging/
│       ├── hosts.yml
│       └── group_vars/
│           └── all.yml
├── roles/
│   ├── common/
│   ├── webserver/
│   └── database/
├── playbooks/
│   ├── site.yml
│   ├── webservers.yml
│   └── databases.yml
├── library/
├── filter_plugins/
└── README.md

Naming Conventions

Consistent naming conventions improve readability and maintainability:

  • Playbooks: Use descriptive names with underscores (e.g., deploy_web_application.yml)
  • Roles: Use lowercase with underscores (e.g., web_server)
  • Variables: Use lowercase with underscores (e.g., http_port)
  • Hosts: Use FQDNs or descriptive names (e.g., web01.example.com)

Testing Strategies

Testing is essential to ensure reliability and prevent issues in production:

  1. Syntax Checking:
ansible-playbook --syntax-check playbook.yml
  1. Dry Run:
ansible-playbook --check playbook.yml
  1. Linting:
ansible-lint playbook.yml
  1. Testing with Molecule:
molecule test

CI/CD Integration

Integrating Ansible into your CI/CD pipeline enables automated testing and deployment:

Jenkins Pipeline Example

pipeline {
    agent any

    stages {
        stage('Lint Ansible Playbooks') {
            steps {
                sh 'ansible-lint playbooks/*.yml'
            }
        }

        stage('Test Ansible Playbooks') {
            steps {
                sh 'ansible-playbook --check --inventory inventories/staging playbooks/site.yml'
            }
        }

        stage('Deploy to Production') {
            when {
                branch 'main'
            }
            steps {
                sh 'ansible-playbook --inventory inventories/production playbooks/site.yml'
            }
        }
    }
}

GitLab CI/CD Example

stages:
  - lint
  - test
  - deploy

lint:
  stage: lint
  image: python:3.8
  script:
    - pip install ansible-lint
    - ansible-lint playbooks/*.yml

test:
  stage: test
  image: python:3.8
  script:
    - pip install ansible
    - ansible-playbook --check --inventory inventories/staging playbooks/site.yml

deploy:
  stage: deploy
  image: python:3.8
  script:
    - pip install ansible
    - ansible-playbook --inventory inventories/production playbooks/site.yml
  only:
    - main

Real-world Ansible Use Cases

Configuration Management

Ansible excels at configuration management, ensuring that your systems are configured consistently and maintained in their desired state.

Example: Standardizing server configurations across your infrastructure:

---
- name: Standard server configuration
  hosts: all
  become: yes

  tasks:
    - name: Update all packages
      yum:
        name: '*'
        state: latest
      when: ansible_os_family == "RedHat"

    - name: Update all packages
      apt:
        upgrade: dist
        update_cache: yes
      when: ansible_os_family == "Debian"

    - name: Ensure common packages are installed
      package:
        name:
          - vim
          - curl
          - wget
          - git
        state: present

    - name: Configure time synchronization
      service:
        name: chronyd
        state: started
        enabled: yes
      when: ansible_os_family == "RedHat"

    - name: Configure time synchronization
      service:
        name: ntp
        state: started
        enabled: yes
      when: ansible_os_family == "Debian"

    - name: Configure firewall
      firewalld:
        service: ssh
        permanent: yes
        state: enabled
        immediate: yes
      when: ansible_os_family == "RedHat"

Application Deployment

Ansible can automate the entire application deployment process, from code deployment to service restart.

Example: Deploying a web application:

---
- name: Deploy web application
  hosts: webservers
  become: yes

  vars:
    app_name: mywebapp
    app_version: 1.2.3
    app_user: www-data
    app_group: www-data

  tasks:
    - name: Create application directory
      file:
        path: "/opt/{{ app_name }}"
        state: directory
        owner: "{{ app_user }}"
        group: "{{ app_group }}"
        mode: '0755'

    - name: Download application package
      get_url:
        url: "https://releases.example.com/{{ app_name }}-{{ app_version }}.tar.gz"
        dest: "/tmp/{{ app_name }}-{{ app_version }}.tar.gz"

    - name: Extract application package
      unarchive:
        src: "/tmp/{{ app_name }}-{{ app_version }}.tar.gz"
        dest: "/opt/{{ app_name }}"
        remote_src: yes
        owner: "{{ app_user }}"
        group: "{{ app_group }}"

    - name: Configure application
      template:
        src: config.j2
        dest: "/opt/{{ app_name }}/config.ini"
        owner: "{{ app_user }}"
        group: "{{ app_group }}"
        mode: '0640'
      notify: restart application

    - name: Install application dependencies
      pip:
        requirements: "/opt/{{ app_name }}/requirements.txt"
        virtualenv: "/opt/{{ app_name }}/venv"

    - name: Ensure application service is running
      service:
        name: "{{ app_name }}"
        state: started
        enabled: yes

  handlers:
    - name: restart application
      service:
        name: "{{ app_name }}"
        state: restarted

Provisioning

Ansible can be used for provisioning new infrastructure, whether it’s virtual machines, containers, or cloud resources.

Example: Provisioning AWS EC2 instances:

---
- name: Provision AWS EC2 instances
  hosts: localhost
  gather_facts: no

  tasks:
    - name: Create EC2 instances
      ec2:
        key_name: my-keypair
        instance_type: t2.micro
        image: ami-0c55b159cbfafe1f0
        wait: yes
        group: default
        count: 3
        vpc_subnet_id: subnet-12345678
        assign_public_ip: yes
        region: us-east-1
        instance_tags:
          Name: webserver
          Environment: production
          Role: web
      register: ec2

    - name: Add new instances to inventory
      add_host:
        name: "{{ item.public_ip }}"
        groups: webservers
        ansible_user: ec2-user
        ansible_ssh_private_key_file: ~/.ssh/my-keypair.pem
      loop: "{{ ec2.instances }}"

    - name: Wait for SSH to be available
      wait_for:
        host: "{{ item.public_ip }}"
        port: 22
        delay: 10
        timeout: 300
      loop: "{{ ec2.instances }}"

- name: Configure new instances
  hosts: webservers
  become: yes

  tasks:
    - name: Install Apache
      yum:
        name: httpd
        state: present

    - name: Start and enable Apache
      service:
        name: httpd
        state: started
        enabled: yes

Orchestration

Orchestration involves coordinating multiple systems to work together in a structured way. Ansible is excellent for this due to its ability to manage complex workflows.

Example: Multi-tier application orchestration:

---
- name: Deploy multi-tier application
  hosts: localhost
  gather_facts: no

  tasks:
    - name: Create database servers
      ec2:
        key_name: my-keypair
        instance_type: t2.micro
        image: ami-0c55b159cbfafe1f0
        wait: yes
        group: database-sg
        count: 2
        vpc_subnet_id: subnet-12345678
        assign_public_ip: no
        region: us-east-1
        instance_tags:
          Name: dbserver
          Environment: production
          Role: database
      register: db_ec2

    - name: Create application servers
      ec2:
        key_name: my-keypair
        instance_type: t2.micro
        image: ami-0c55b159cbfafe1f0
        wait: yes
        group: app-sg
        count: 3
        vpc_subnet_id: subnet-12345678
        assign_public_ip: no
        region: us-east-1
        instance_tags:
          Name: appserver
          Environment: production
          Role: application
      register: app_ec2

    - name: Create load balancer
      ec2_elb_lb:
        name: myapp-lb
        state: present
        region: us-east-1
        zones:
          - us-east-1a
          - us-east-1b
        listeners:
          - protocol: http
            load_balancer_port: 80
            instance_port: 8080
        instances: "{{ app_ec2.instance_ids }}"

    - name: Add instances to inventory
      add_host:
        name: "{{ item.private_ip }}"
        groups: "{{ 'databases' if 'dbserver' in item.tags.Name else 'applications' }}"
        ansible_user: ec2-user
        ansible_ssh_private_key_file: ~/.ssh/my-keypair.pem
      loop: "{{ db_ec2.instances + app_ec2.instances }}"

- name: Configure database servers
  hosts: databases
  become: yes

  tasks:
    - name: Install PostgreSQL
      yum:
        name: postgresql-server
        state: present

    - name: Initialize PostgreSQL database
      command: postgresql-setup initdb
      args:
        creates: /var/lib/pgsql/data/postgresql.conf

    - name: Start and enable PostgreSQL
      service:
        name: postgresql
        state: started
        enabled: yes

    - name: Create application database
      postgresql_db:
        name: myapp
        state: present

    - name: Create database user
      postgresql_user:
        db: myapp
        name: myapp_user
        password: secure_password
        priv: "ALL"
        state: present

- name: Configure application servers
  hosts: applications
  become: yes

  tasks:
    - name: Install Java
      yum:
        name: java-1.8.0-openjdk
        state: present

    - name: Download application
      get_url:
        url: https://releases.example.com/myapp-1.0.0.jar
        dest: /opt/myapp.jar
        mode: '0755'

    - name: Create systemd service for application
      copy:
        content: |
          [Unit]
          Description=My Application
          After=network.target

          [Service]
          Type=simple
          User=appuser
          ExecStart=/usr/bin/java -jar /opt/myapp.jar
          Restart=always

          [Install]
          WantedBy=multi-user.target
        dest: /etc/systemd/system/myapp.service

    - name: Start and enable application
      systemd:
        name: myapp
        state: started
        enabled: yes
        daemon_reload: yes

WrapUP

In this comprehensive guide, we’ve journeyed through Ansible from the basics to advanced concepts, covering everything from simple ad-hoc commands to complex orchestration workflows. Ansible’s simplicity, power, and flexibility make it an indispensable tool in the DevOps toolkit.

Whether you’re managing a handful of servers or orchestrating complex multi-tier applications across hybrid cloud environments, Ansible provides the automation capabilities needed to streamline operations, reduce errors, and accelerate delivery.

As you continue your Ansible journey, remember that the key to success is:

  1. Starting small with simple playbooks and gradually increasing complexity
  2. Embracing idempotency to ensure predictable and repeatable results
  3. Organizing your code with roles and proper directory structures
  4. Testing thoroughly before deploying to production
  5. Continuously learning about new modules and best practices

With these principles in mind, you’ll be well on your way to mastering Ansible and leveraging its full potential in your DevOps practices.

continuous testing and deployment with devops and ansible

FAQs

What is Ansible, in simple terms?

Think of Ansible as a remote control for all your computers and servers. Instead of manually logging into each machine to install software, update configurations, or run commands, you write simple instructions in a file, and Ansible connects to all your machines and does those tasks for you automatically. It’s a tool to automate repetitive IT work.

What makes Ansible different from other similar tools?

The biggest difference is that Ansible is agentless. This means you don’t need to install any special software on the servers you want to manage. You only need it on one “control” machine. It connects to your other servers using standard SSH (for Linux) or WinRM (for Windows), making it much simpler to set up and more secure because there are fewer extra programs to manage.

Do I need to be a programmer to learn Ansible?

Not at all! Ansible uses a language called YAML, which is designed to be easy for humans to read and write. It looks more like a structured shopping list or a set of instructions than a complex programming code. If you can write a simple outline, you can write an Ansible playbook.

What’s the difference between an “ad-hoc command” and a “playbook”?

An ad-hoc command is like a quick text message: it’s for one-off, simple tasks. For example, “Hey, check if all web servers are online.” A playbook is like a detailed recipe or project plan. It contains a series of steps to accomplish a larger goal, like deploying an entire application from scratch, including installing dependencies, configuring files, and starting services.

How does Ansible know which servers to work on?

It uses an inventory file. Think of this file as your address book for servers. You list the names or IP addresses of all the computers you want to manage, and you can even group them together (like putting all your web servers in a “webservers” group and all your database servers in a “databases” group).

How do I handle sensitive information like passwords or API keys safely?

You should never write passwords directly in your playbooks. Ansible provides a feature called Ansible Vault. Think of Vault as a digital safe. You put your secrets (passwords, keys) into an encrypted file, and Ansible can unlock and use that file when running your automation, keeping your sensitive information secure and out of plain sight.

I keep hearing the word “idempotent.” What does that mean?

Idempotency is a core principle in Ansible that means running a task multiple times will always produce the same result. For example, if a task is to “ensure a web server is installed,” running it once will install it. Running it a second time will do nothing, because the server is already there. This makes Ansible safe and predictable, as you can run your playbooks again and again without causing unintended changes.

Can Ansible manage things other than Linux servers?

Yes, absolutely! While it started with Linux, Ansible is now very versatile. It can manage Windows servers, configure network devices like switches and routers from Cisco, Juniper, and others, and even manage resources in cloud platforms like Amazon Web Services (AWS), Microsoft Azure, and Google Cloud.

What is a “role” and why would I use one?

As your automation gets more complex, playbooks can become long and messy. A role is a way to organize your work into neat, reusable packages. Think of it as a toolkit for a specific job. For example, you could have a “webserver” role that contains everything needed to set up a web server. You can then easily reuse this role in different projects, keeping your automation clean and maintainable.

Is Ansible free to use?

Yes, the core Ansible engine is open-source and completely free for anyone to download and use. There is a commercial product called Ansible Automation Platform (formerly Ansible Tower) which adds a user-friendly web interface, role-based access control, and other features for large teams, but you don’t need it to start automating with Ansible.

Nishant G.

Nishant G.

Systems Engineer
Active since Apr 2024
232 Posts

A systems engineer focused on optimizing performance and maintaining reliable infrastructure. Specializes in solving complex technical challenges, implementing automation to improve efficiency, and building secure, scalable systems that support smooth and consistent operations.

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