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Ritesh Singh
Ritesh Singh

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DevSecOps Pipeline | Jenkins, Terraform, Docker, Trivy, AWS

#ansible #terraform #devsecops #aws

DevSecOps CI/CD Project

Project goal: Build a full DevSecOps pipeline that builds, scans, pushes and deploys a Flask app using Docker, stores images in AWS ECR, provisions infrastructure with Terraform, configures servers with Ansible, secures pipeline with Trivy & Ansible Vault, and monitors with Prometheus + Grafana. This README documents everything you used and every step needed to reproduce, maintain and secure the workflow.

Table of contents

  1. Project overview & architecture
  2. Folder structure (recommended)
  3. Prerequisites (local & cloud)
  4. Terraform — provision EC2 + IAM + security groups (step-by-step)
  5. Ansible — configure servers & deploy containers (roles & playbooks)
  6. Jenkins pipeline — build, scan, push, deploy (Jenkinsfile)
  7. Security: Trivy, SonarQube (optional), Ansible Vault, Jenkins credentials, IAM least privilege
  8. Monitoring: Prometheus + Grafana + Node Exporter + Jenkins metrics plugin
  9. Correct workflow (step-by-step) + mermaid diagram for workflow image
  10. Troubleshooting & common pitfalls
  11. Useful commands & snippets
  12. Next improvements & checklist

1 — Project overview & architecture

High-level components:

  • GitHub: source repo (your app + infra + ansible)
  • Jenkins: CI server (build image, run security scans, push to ECR, trigger Ansible deploy)
  • Docker: containerize Flask app
  • AWS ECR: Docker registry for images
  • Terraform: create EC2 instances, security groups, IAM roles/profiles
  • Ansible: install runtime components on EC2 and run deploy tasks
  • Trivy: container image vulnerability scanner integrated in pipeline
  • Ansible Vault: secrets management for playbooks
  • Prometheus + Grafana: monitoring & dashboards (Prometheus scrapes Node Exporter + app metrics, Grafana visualizes)
  • Jenkins Prometheus plugin: optional for Jenkins metrics
  • Optional: SonarQube for code quality (can be Dockerized or external)

2 — Recommended folder structure 

devsecops-pipeline-with-ansible-terraform/ ├── app/ │ ├── Dockerfile │ ├── app.py │ └── requirements.txt ├── ansible/ │ ├── inventory.ini │ ├── playbook.yml │ ├── group_vars/ │ └── roles/ │ ├── flask_app/ │ │ ├── tasks/main.yml │ │ └── templates/ │ ├── jenkins_setup/ │ └── monitoring/ ├── terraform/ │ ├── main.tf │ ├── variables.tf │ ├── provider.tf │ └── outputs.tf ├── Jenkinsfile ├── README.md └── docs/ └── workflow-mermaid.txt
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3 — Prerequisites

Local dev machine (Jenkins host or where you run CI):

  • Git, Docker, Python3, pip, Ansible, aws-cli v2, Trivy, ngrok (optional)
  • Jenkins (installed either on a VM/container or as a system package)
  • Jenkins user added to Docker group: sudo usermod -aG docker jenkins (then restart/relauch session)

AWS:

  • AWS account with ECR & EC2 ability
  • An IAM user (for CI) with minimal policies for ECR push (AmazonEC2ContainerRegistryPowerUser or fine-grained)
  • Key pair (private .pem) you downloaded and will map to Terraform key_name.

Security:

  • Don’t commit private keys or AWS secrets. Use Jenkins credentials & Ansible Vault.

4 — Terraform: Provision EC2, SG, IAM (step-by-step)

Goals: create three EC2 (flask, jenkins, monitoring) t3.micro (free-tier where available), create security group, IAM role/profile for ECR read/pull.

Basic pieces

Provider.tf

outputs.tf

main.tf

Notes & tips:

  • Always use key_name that matches an existing EC2 key pair (you create the key in AWS console once and reference its name).
  • Lock SSH (22) to your IP via CIDR for production safety.
  • Avoid user_data for complex provisioning if you use Ansible to configure servers — keep Terraform for infra only.

5 — Ansible: configure servers & deploy containers

Inventory (ansible/inventory.ini) example:

[flask_server] 34.238.165.116 ansible_user=ubuntu [jenkins_server] 18.207.168.154 ansible_user=ubuntu [monitoring_server] 10.0.1.163 ansible_user=ubuntu
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Playbook (ansible/playbook.yml)

--- - hosts: flask_server become: yes roles: - flask_app - hosts: jenkins_server become: yes roles: - jenkins_setup - hosts: monitoring_server become: yes roles: - monitoring
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Role flask_app/tasks/main.yml (example):
flask_app_role

jenkins_setup role


- name: Install Docker & AWS CLI v2 apt: name: ['docker.io', 'unzip', 'python3-pip'] update_cache: yes state: present - name: Ensure docker started systemd: name: docker state: started enabled: yes - name: Install AWS CLI v2 (if not present) - script tasks... - name: Log in to ECR shell: | aws ecr get-login-password --region {{ aws_region }} | docker login --username AWS --password-stdin {{ ecr_repo_domain }} environment: { AWS_ACCESS_KEY_ID: "{{ lookup('env','AWS_ACCESS_KEY_ID') }}" } args: { warn: false } register: login_result failed_when: login_result.rc != 0 and ('Unable to locate credentials' in login_result.stderr == False) - name: Pull image docker_image: name: "{{ ecr_repo }}:{{ image_tag }}" source: pull
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Tips:

  • Use docker_image module where possible.
  • For ECR login, run with IAM role (preferred) or provide credentials via env/credentials file on host. If the EC2 has the appropriate IAM instance profile (ECR pull policy), you do not need to store AWS keys on the host.
  • Use become: yes for system-level tasks.
  • Avoid referencing local PEM path in inventory.ini — use Jenkins sshagent to provide keys at runtime. Inventory entries should be ansible_user=ubuntu.

6 — Jenkinsfile (CI pipeline — build, scan, push, deploy)

Key points:

  • Use Jenkins credentials:

    • aws-credentials (AWS access key + secret) or use IAM role for Jenkins agent.
    • ansible-ec2-key (SSH private key)

  • Ensure trivy is installed or install in pipeline before using it.

Example Jenkinsfile:


pipeline { agent any environment { AWS_REGION = 'us-east-1' ECR_REPO = '772954893641.dkr.ecr.us-east-1.amazonaws.com/flask-app' IMAGE_TAG = "build-${BUILD_NUMBER}" } stages { stage('Checkout') { steps { git url: 'https://github.com/ritesh355/devsecops-pipeline-with-ansible-terraform.git', branch:'main' } } stage('Install Trivy if needed') { steps { sh ''' if ! command -v trivy >/dev/null 2>&1; then curl -sfL https://raw.githubusercontent.com/aquasecurity/trivy/main/contrib/install.sh | sudo sh -s -- -b /usr/local/bin fi trivy --version ''' } } stage('Build') { steps { script { sh "docker build -t ${ECR_REPO}:${IMAGE_TAG} ." } } } stage('Scan') { steps { sh "trivy image --exit-code 1 --severity HIGH,CRITICAL ${ECR_REPO}:${IMAGE_TAG} || true" } } stage('Push to ECR') { steps { withCredentials([[$class: 'AmazonWebServicesCredentialsBinding', credentialsId: 'aws-credentials']]) { sh ''' aws ecr get-login-password --region ${AWS_REGION} | docker login --username AWS --password-stdin ${ECR_REPO} docker push ${ECR_REPO}:${IMAGE_TAG} ''' } } } stage('Deploy via Ansible') { steps { sshagent (credentials: ['ansible-ec2-key']) { sh ''' cd ansible ansible-playbook -i inventory.ini playbook.yml --limit flask_server -e "image_tag=${IMAGE_TAG}" ''' } } } } post { always { cleanWs() } } }
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output of CICD pipeline

Notes:

  • Pass variables image_tag and ecr_repo to Ansible using -e.
  • Use sshagent Jenkins plugin and SSH credential type for the private key; ensure the credential ID matches.

7 — Security: Trivy, SonarQube, Ansible Vault, IAM best practices

Trivy

  • Integrate Trivy scan in pipeline. Fail builds for HIGH/CRITICAL if policy requires.
  • Keep a policy: fail when critical vuln found, allow medium/low with warnings.

SonarQube

  • Optional code-quality & SAST. Could be run in Jenkins stage. Use Sonarqube scanner plugin.

Ansible Vault

  • Store sensitive variables (e.g., DB passwords) in group_vars/.../vault.yml encrypted with ansible-vault. 
 ansible-playbook -i inventory.ini playbook.yml --ask-vault-pass
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  • Use ansible-vault encrypt_string or ansible-vault create.

  • In Jenkins, store the vault password in credentials and pass with --vault-password-file or --vault-id securely.

these are the commands which i used

  1. Run playbook with the encrypted inventory file 
ansible-playbook -i inventory.ini playbook.yml --ask-vault-pass
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  1. Edit the encrypted inventory later 
ansible-vault edit inventory.ini
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  1. Decrypt if needed 
 ansible-vault decrypt inventory.ini
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Jenkins credentials

  • Use Jenkins Credentials store (AWS keys, SSH keys, GitHub token). Never commit secrets.
  • Use sshagent plugin to make SSH keys available to the build agent for the duration of the block.

IAM roles & policies

  • Use least-privilege:

    • ECR push/pull: AmazonEC2ContainerRegistryPowerUser or custom policy limited to the repo.

  • EC2 instance profile for servers that will docker pull to fetch images should have ECR read access or use AmazonEC2ContainerRegistryReadOnly.
  • Prefer instance profiles over hardcoded AWS keys on hosts.

8 — Monitoring: Prometheus + Grafana + Node Exporter + Jenkins plugin

Prometheus

  • Add scrape targets:

    • Node Exporter on EC2 instances: <ec2_private_ip>:9100
    • Flask app (if instrumented): <flask_ip>:5000/metrics (use prometheus_flask_exporter)
    • Jenkins: metrics_path: '/prometheus' (requires Prometheus plugin)

Grafana

  • Add Prometheus datasource: URL http://<prometheus_host>:9090
  • Import dashboards:

Node Exporter Full (ID 1860)

Docker Monitoring → Dashboard ID: 12227

Prometheus 2.0 Stats → Dashboard ID: 3662

Set up Alerting in Grafana

9 — Correct workflow (step-by-step) + diagram

High-level workflow

  1. Developer pushes code to GitHub.
  2. Jenkins job triggers on git push.
  3. Jenkins pulls code, builds Docker image.
  4. Jenkins runs Trivy scan.
  • If Trivy finds critical issues → fail the build.
    1. If scan passes → Jenkins logs in to ECR and pushes the image with tag (build-N).
    2. Jenkins calls Ansible (via sshagent) passing image_tag.
    3. Ansible logs into target EC2 (using Ansible role with proper IAM or ECR login) and pulls the pushed image, stops old container and spins up a new one (docker run).
    4. Prometheus scrapes Node Exporter and application metrics; Grafana visualizes and triggers alerts.

10 — Troubleshooting & common pitfalls

  • Ansible SSH fails: make sure Jenkins loads private key via sshagent and inventory does NOT hardcode ansible_ssh_private_key_file pointing to a path that doesn’t exist on Jenkins agent. Use ansible_user=ubuntu in inventory and sshagent to supply key.
  • ECR login failing: ensure Jenkins has AWS credentials or EC2 instance running Ansible has IAM instance profile for ECR. Also use aws ecr get-login-password | docker login.
  • Docker permission denied: ensure Jenkins user in docker group or run docker commands via sudo; prefer adding user to group and restarting session.
  • Prometheus YAML errors: YAML is whitespace-sensitive. Use 2-space indentation and validate with docker run --rm -v /path/prom.yml:/etc/prometheus/prometheus.yml prom/prometheus --config.file=/etc/prometheus/prometheus.yml to see parse errors.
  • Prometheus target 404: target reachable but wrong path. For Jenkins use /prometheus (plugin). For Node Exporter use /metrics on port 9100.
  • Trivy not found in Jenkins: install Trivy system-wide or add an Install Trivy stage in Jenkinsfile.
  • Ansible variable recursion: always pass required variables (image_tag, ecr_repo) from pipeline into Ansible (-e "image_tag=${IMAGE_TAG} ecr_repo=${ECR_REPO}").

11 — Useful commands & snippets

Docker run Prometheus (host-mounted config):

docker run -d --name prometheus -p 9090:9090 -v /home/ubuntu/prometheus.yml:/etc/prometheus/prometheus.yml prom/prometheus
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Start Node Exporter:

docker run -d --name node_exporter -p 9100:9100 prom/node-exporter
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ECR login & push (shell):

aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 772954893641.dkr.ecr.us-east-1.amazonaws.com docker tag local-image:latest 772954893641.dkr.ecr.us-east-1.amazonaws.com/flask-app:build-1 docker push 772954893641.dkr.ecr.us-east-1.amazonaws.com/flask-app:build-1
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Ansible run (manual):

ansible-playbook -i ansible/inventory.ini ansible/playbook.yml --limit flask_server -e "image_tag=build-1"
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Validate Prometheus yaml (debug):

docker run --rm -v /home/ubuntu/prometheus.yml:/etc/prometheus/prometheus.yml prom/prometheus --config.file=/etc/prometheus/prometheus.yml --log.level=debug
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Final notes & tips

  • Don’t store secrets in repo. Use Jenkins credentials and Ansible Vault.
  • Use IAM roles for EC2 instances that need to pull images from ECR — avoids storing keys on servers.
  • Test individual steps locally first (Docker build & run, Ansible tasks to install Docker & pull image).
  • Keep your prometheus.yml simple and validate YAML syntax when editing.

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Ritesh Singh

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