Tech Role Guides (2026)

AI Engineer

Build and ship AI/LLM-powered features end to end, from prototyping to production.

Generative AI Engineer

Design and deploy generative AI applications (RAG, fine-tuning) with strong evaluation.

Agentic AI Developer

Build reliable LLM agents that plan, use tools and take action safely.

Machine Learning Engineer

Develop, deploy and maintain ML models that drive real business outcomes.

Data Engineer

Design and operate scalable data pipelines and platforms powering analytics and ML.

Analytics Engineer

Transform raw data into clean, tested, well-modeled datasets for analytics.

Data Analyst

Analyze data and build dashboards that answer business questions and drive action.

MLOps Engineer

Operationalize ML with pipelines, serving, monitoring and automation.

Cyber Security Engineer

Protect systems by building defenses, detections and incident response.

Security Analyst

Monitor, detect and respond to security threats across the organization.

Software Engineer

Design, build and maintain reliable software across the stack.

Backend Engineer

Build scalable, reliable backend services and APIs.

Full Stack Developer

Build full-stack products end to end, from UI to backend and deployment.

Frontend Engineer

Build performant, accessible user interfaces with modern frameworks.

Platform Engineer

Build internal platforms and tooling that improve developer productivity.

DevOps Engineer

Automate build, deployment and infrastructure for fast, reliable delivery.

Cloud Engineer

Design, deploy and operate secure, cost-effective cloud infrastructure.

Site Reliability Engineer

Keep systems reliable and scalable through SLOs, automation and incident response.

Data Scientist

Turn data into insight and models that inform decisions and products.

Cloud Architect

Design secure, scalable, cost-optimized cloud architectures.

Data Architect

Design enterprise data architecture, models and governance.

Solution Architect

Design end-to-end technical solutions balancing cost, performance and reliability.

Product Manager

Define product strategy and drive features from idea to launch and impact.

Product Analyst

Measure product performance and run experiments to guide product decisions.

Technical Program Manager

Drive complex cross-team programs from planning to delivery.

Business Analyst

Bridge business and technical teams by eliciting requirements and analyzing processes.

Business Intelligence Developer

Build data models, ETL and dashboards that deliver enterprise reporting.

Power BI Developer

Develop Power BI data models, DAX and dashboards for business stakeholders.

Tableau Developer

Build interactive Tableau dashboards and visual analytics for stakeholders.

Scrum Master

Facilitate agile delivery, remove impediments and coach teams.