AI Workflow Engineer
An AI Workflow Engineer designs, builds, and maintains end-to-end pipelines that orchestrate large language models, agents, retrie…
Skill Guide
The practice of using Git for tracking code changes, GitHub for remote repository hosting and team collaboration workflows, and Infrastructure-as-Code (IaC) tools to manage and provision infrastructure through version-controlled configuration files.
Scenario
You need to deploy a static personal portfolio site (HTML/CSS/JS) to a cloud service (e.g., AWS S3) and manage both the code and infrastructure changes in Git.
Scenario
Your team needs to deploy a web application to `staging` and `production` environments on AWS, with infrastructure defined as code and deployments triggered via GitHub.
Scenario
You are a platform engineer tasked with building a system where development teams can provision their own cloud environments (e.g., a Kubernetes namespace with basic resources) by simply making a pull request.
Git is the core version control tool. GitHub extends it with collaboration, CI/CD (Actions), and project management. Terraform is the dominant cloud-agnostic IaC tool. CloudFormation and ARM/Bicep are the native IaC tools for AWS and Azure, respectively, offering deep integration with their ecosystems.
Branching strategies define how teams collaborate on code. IaC is the paradigm of managing infrastructure via version-controlled files. GitOps is an operational model where Git is the single source of truth for declarative infrastructure and applications, with changes applied automatically. Immutable Infrastructure means servers are never modified after deployment; updates are made by replacing them with new instances from a versioned IaC template.
Answer Strategy
The interviewer is testing your ability to integrate multiple tools into a cohesive workflow. Use the 'Pipeline Stages' framework: Source, Test, Build, Deploy (Infrastructure), Deploy (Application). Be specific about triggers and gates.
Answer Strategy
This tests incident response and system design skills. Structure your answer as: Immediate Mitigation, Root Cause Analysis, and Long-Term Fix. Emphasize safety and auditability.
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