Knowledge Areas

System Design

Architecture patterns, distributed systems, scalability, and resilience strategies.

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Platform Engineering

Internal developer platforms, infrastructure automation, and delivery excellence.

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Data & AI

Data AI Overview Data Engineering

Data Analysis Conventional ML Deep Learning

Generative AI

Prompt Engineering GenAI LLM Tier

RAG Agentic AI AI-Enabled Development

Industrial IoT

Smart Manufacturing Edge Gateway Industry 5.0

Ops Mastery

DevSecOps GitOps FinOps

MLOps AIOps GreenOps

Frameworks & Platforms

Security & Integration

Enterprise Application Security Framework Enterprise API Integration and Management Platform

Optimization & Performance

Cloud Cost Optimization Framework AI Code Assistant Performance Scorecard

Certifications

Certifications

Databricks

Data Analyst Associate Data Engineer Associate Data Engineer Professional Generative AI Engineer Associate

Google Cloud

Professional Cloud Architect