Raj Kumar | AI Engineer & Technical Author

Data Engineer

Placeholder roadmap for data infrastructure supporting AI systems.

Difficulty: intermediate6-10 monthsUpdated 2026-08-01

Overview

Placeholder overview pending final roadmap content.

Learning Stages

Stage 1

Pipelines

Placeholder stage for batch and streaming foundations.

Stage 2

Quality

Placeholder stage for data quality and observability.

Stage 3

Serving

Placeholder stage for downstream data serving patterns.

Skills

SQLPipelinesStreamingObservabilityCloud

Recommended Projects

Enterprise RAG Platform

Placeholder case study for a production retrieval-augmented generation platform.

Thermal Video Analysis

Placeholder case study for visual AI and thermal stream analysis.

Recommended Resources

Templates

Placeholder resource for reusable AI project templates and starters.

Architecture Diagrams

Placeholder resource for AI system architecture visuals and reference diagrams.

Timeline

Pipelines

Placeholder stage for batch and streaming foundations.

Quality

Placeholder stage for data quality and observability.

Serving

Placeholder stage for downstream data serving patterns.

Related Roadmaps

AI Engineer

Placeholder roadmap for the foundational AI engineering career path.

Back to Roadmaps Next Roadmap

Data Engineer

Placeholder roadmap for data infrastructure supporting AI systems.

Difficulty: intermediate6-10 monthsUpdated 2026-08-01

Overview

Placeholder overview pending final roadmap content.

Learning Stages

Stage 1

Pipelines

Placeholder stage for batch and streaming foundations.

Stage 2

Quality

Placeholder stage for data quality and observability.

Stage 3

Serving

Placeholder stage for downstream data serving patterns.

Skills

SQLPipelinesStreamingObservabilityCloud

Recommended Projects

Enterprise RAG Platform

Placeholder case study for a production retrieval-augmented generation platform.

Thermal Video Analysis

Placeholder case study for visual AI and thermal stream analysis.

Recommended Resources

Templates

Placeholder resource for reusable AI project templates and starters.

Architecture Diagrams

Placeholder resource for AI system architecture visuals and reference diagrams.

Timeline

Pipelines

Placeholder stage for batch and streaming foundations.

Quality

Placeholder stage for data quality and observability.

Serving

Placeholder stage for downstream data serving patterns.

Related Roadmaps

AI Engineer

Placeholder roadmap for the foundational AI engineering career path.

Back to Roadmaps Next Roadmap