Members Only • Exclusive Access

RISE to build scalable data systems.
Transform raw data into powerful business insights

Build scalable data pipelines, warehouses, and ETL systems. Master Spark, Airflow, and cloud data platforms to transform raw data into business insights.

START

Foundation

GROW

Skills Building

MASTERY

Expert Level

LEADERSHIP

Lead & Architect

40+ curated courses

9 key certifications

$90K-$190K+ salary range

RISE START: Foundation (3-6 months)

Build your data engineering fundamentals with SQL, Python, and ETL basics

Core Skills to Master

SQL mastery (queries, joins, aggregations, optimization)

Python for data engineering (pandas, numpy)

ETL/ELT fundamentals & data pipelines

Relational databases (PostgreSQL, MySQL)

Data modeling & normalization

Linux command line & shell scripting

Git version control for data projects

Cloud basics (AWS/GCP/Azure fundamentals)

Recommended Courses

⭐ HIGHLY RECOMMENDED

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Becoming a Data Engineer

By Alper Tellioglu

Exam objectives: Certification

Beginner 34m Updated: May 24, 2024

What You'll Learn

Prepare effectively for the certification exam
Practice with hands-on labs and scenarios
Understand exam format and question types
Increase your chances of passing on first attempt
Apply Cloud Technology knowledge to real-world scenarios
Follow industry best practices and standards

Course Modules

Core Cloud Technology Concepts and Architecture
Implementation and Configuration
Best Practices and Design Patterns
Troubleshooting and Optimization
Advanced Features and Use Cases

Key Skills You'll Gain

Cloud Technology fundamentals Cloud architecture Best practices Technical proficiency Problem-solving System design Performance optimization

Prerequisites

Basic computer literacy
Willingness to learn new concepts
No prior experience required

Career Impact

Cloud Technology data skills lead to junior data engineer positions earning $75-95K. As companies migrate to cloud, data engineers with Cloud Technology expertise are in high demand.

Your Learning Path

**ITRISE Framework - START Phase (Foundation Building)**: This Cloud Technology course is your entry point into data engineer. Over the next 3-6 months, focus on mastering fundamentals, completing all hands-on labs, and building at least one portfolio project. This certification validates you're ready for entry-level roles. Your goal: land your first position and start gaining real-world experience.

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Automation, Orchestration, and Scripting for CompTIA Linux+ (XK0-006)

By Andrew Mallett

Exam objectives: XK0-006

Beginner 4h 17m Updated: Mar 31, 2025

What You'll Learn

Prepare effectively for the certification exam
Practice with hands-on labs and scenarios
Understand exam format and question types
Increase your chances of passing on first attempt
Apply CompTIA knowledge to real-world scenarios
Follow industry best practices and standards

Course Modules

Core CompTIA Concepts and Architecture
Implementation and Configuration
Best Practices and Design Patterns
Troubleshooting and Optimization
Advanced Features and Use Cases

Key Skills You'll Gain

CompTIA fundamentals Cloud architecture Best practices Technical proficiency Problem-solving System design Performance optimization

Prerequisites

Basic computer literacy
Willingness to learn new concepts
No prior experience required

Career Impact

CompTIA data skills lead to junior data engineer positions earning $75-95K. As companies migrate to cloud, data engineers with CompTIA expertise are in high demand.

Your Learning Path

**ITRISE Framework - START Phase (Foundation Building)**: This CompTIA course is your entry point into data engineer. Over the next 3-6 months, focus on mastering fundamentals, completing all hands-on labs, and building at least one portfolio project. This certification validates you're ready for entry-level roles. Your goal: land your first position and start gaining real-world experience.

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Services and User Management for CompTIA Linux+ (XK0-006)

By Andrew Mallett

Exam objectives: XK0-006

Beginner 4h 54m Updated: Mar 13, 2025

What You'll Learn

Prepare effectively for the certification exam
Practice with hands-on labs and scenarios
Understand exam format and question types
Increase your chances of passing on first attempt
Apply CompTIA knowledge to real-world scenarios
Follow industry best practices and standards

Course Modules

Core CompTIA Concepts and Architecture
Implementation and Configuration
Best Practices and Design Patterns
Troubleshooting and Optimization
Advanced Features and Use Cases

Key Skills You'll Gain

CompTIA fundamentals Cloud architecture Best practices Technical proficiency Problem-solving System design Performance optimization

Prerequisites

Basic computer literacy
Willingness to learn new concepts
No prior experience required

Career Impact

CompTIA data skills lead to junior data engineer positions earning $75-95K. As companies migrate to cloud, data engineers with CompTIA expertise are in high demand.

Your Learning Path

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Post-exploitation and Lateral Movements for CompTIA Pentest+

By Dale Meredith

Exam objectives: PT0-003

Beginner 1h 28m Updated: Mar 05, 2025

What You'll Learn

Prepare effectively for the certification exam
Practice with hands-on labs and scenarios
Understand exam format and question types
Increase your chances of passing on first attempt
Apply CompTIA knowledge to real-world scenarios
Follow industry best practices and standards

Course Modules

Core CompTIA Concepts and Architecture
Implementation and Configuration
Best Practices and Design Patterns
Troubleshooting and Optimization
Advanced Features and Use Cases

Key Skills You'll Gain

CompTIA fundamentals Cloud architecture Best practices Technical proficiency Problem-solving System design Performance optimization

Prerequisites

Basic computer literacy
Willingness to learn new concepts
No prior experience required

Career Impact

CompTIA data skills lead to junior data engineer positions earning $75-95K. As companies migrate to cloud, data engineers with CompTIA expertise are in high demand.

Your Learning Path

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SnowPro Advanced Data Engineer: Data Movement

By Ian Fogelman

Exam objectives: Certification — Data Movement

Intermediate 1h 33m Updated: Sep 27, 2024

What You'll Learn

Prepare effectively for the certification exam
Practice with hands-on labs and scenarios
Understand exam format and question types
Increase your chances of passing on first attempt
Apply Cloud Technology knowledge to real-world scenarios
Follow industry best practices and standards

Course Modules

Core Cloud Technology Concepts and Architecture
Implementation and Configuration
Best Practices and Design Patterns
Troubleshooting and Optimization
Advanced Features and Use Cases

Key Skills You'll Gain

Cloud Technology fundamentals Cloud architecture Best practices Technical proficiency Problem-solving System design Performance optimization

Prerequisites

Basic computer literacy
Willingness to learn new concepts
No prior experience required

Career Impact

Cloud Technology data skills lead to junior data engineer positions earning $75-95K. As companies migrate to cloud, data engineers with Cloud Technology expertise are in high demand.

Your Learning Path

Certifications to Pursue

🎯 PRIMARY GOAL

AWS Certified Cloud Practitioner

$100 exam fee • 90 minutes • 65 questions

Essential cloud knowledge for DevOps engineers. Validates understanding of AWS services, pricing, and cloud concepts. Great starting point.

Study Resources:

Stephane Maarek's Udemy course (above)
AWS Official Training (Free)
Tutorials Dojo Practice Exams ($12)
AWS Whitepapers: Well-Architected Framework

View Certification Details

Linux Foundation Certified IT Associate (LFCA)

$250 exam fee • Optional

Validates Linux fundamentals. Useful if you're transitioning from Windows or need formal Linux credentials.

View Certification

Hands-On Projects

Dockerize a Full-Stack Application

Take a web application (frontend + backend + database) and containerize it using Docker. Create Dockerfiles, docker-compose.yml, and deploy locally.

Docker Docker Compose Containerization Multi-container

Build a CI/CD Pipeline with GitHub Actions

Set up automated testing and deployment for a simple web app. Trigger builds on commits, run tests, and deploy to a cloud platform.

GitHub Actions CI/CD Automation Testing

Deploy Application on AWS EC2 with Nginx

Launch EC2 instance, configure security groups, install dependencies, set up Nginx as reverse proxy, and deploy a web application.

AWS EC2 Nginx Linux Deployment

Bash Script for System Monitoring

Create a bash script that monitors CPU, memory, disk usage, and sends alerts when thresholds are exceeded. Schedule with cron.

Bash Scripting Monitoring Automation

Recommended Learning Path (4-6 months)

Month 1

Linux & Command Line Mastery

Learn Linux basics and command line
Master shell scripting with Bash
Practice with WSL or Linux VM
Complete basic Linux projects

Month 2

Git & Version Control

Master Git fundamentals
Learn branching strategies
Practice GitHub workflows
Contribute to open-source projects

Month 3-4

Docker & Containerization

Learn Docker fundamentals
Build and manage Docker images
Master docker-compose
Containerize real applications

Months 5-6

CI/CD & Cloud Basics

Build your first CI/CD pipeline
Study for AWS Cloud Practitioner
Deploy apps on AWS EC2
Complete all hands-on projects
Start applying for junior DevOps roles

RISE GROW: Professional Development (1-3 years)

Master big data tools, Spark, Airflow, and cloud data platforms

Skills to Develop

Kubernetes orchestration & management

Infrastructure as Code (Terraform, Ansible)

Advanced CI/CD (Jenkins, GitLab CI, ArgoCD)

Monitoring & Logging (Prometheus, Grafana, ELK)

Cloud platforms (AWS/Azure advanced services)

Configuration Management (Ansible, Chef)

GitOps workflows & best practices

Security best practices (DevSecOps basics)

Recommended Courses

⭐ HIGHLY RECOMMENDED

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Microsoft Fabric Data Engineer (DP-700): Ingest and Transform Data

By Nikola Ilic

Exam objectives: DP-700 — Ingest and Transform Data

Advanced 2h 22m Updated: Jun 05, 2025

What You'll Learn

Prepare effectively for the certification exam
Practice with hands-on labs and scenarios
Understand exam format and question types
Increase your chances of passing on first attempt
Apply Cloud Technology knowledge to real-world scenarios
Follow industry best practices and standards

Course Modules

Core Cloud Technology Concepts and Architecture
Implementation and Configuration
Best Practices and Design Patterns
Troubleshooting and Optimization
Advanced Features and Use Cases

Key Skills You'll Gain

Cloud Technology fundamentals Cloud architecture Best practices Technical proficiency Problem-solving System design Performance optimization

Prerequisites

Cloud Technology fundamentals
6-12 months hands-on experience
Understanding of cloud basics

Career Impact

Cloud Technology expertise leads to senior data engineer roles earning $110-150K. You can design data pipelines, optimize performance, and lead data platform initiatives.

Your Learning Path

**ITRISE Framework - GROW Phase (Professional Development)**: With foundational Cloud Technology knowledge, you're now building professional-grade skills. This course prepares you for real production environments and complex challenges. Apply these concepts at work immediately, volunteer for challenging projects, and start mentoring juniors. Position yourself for promotion to mid-level roles within 12-18 months.

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Microsoft Fabric Data Engineer (DP-700): Implement and Manage an Analytics Solution

By Matt Stenzel

Exam objectives: DP-700 — Implement and Manage an Analytics Solution

Advanced 2h 6m Updated: Jun 06, 2025

What You'll Learn

Prepare effectively for the certification exam
Practice with hands-on labs and scenarios
Understand exam format and question types
Increase your chances of passing on first attempt
Apply Cloud Technology knowledge to real-world scenarios
Follow industry best practices and standards

Course Modules

Core Cloud Technology Concepts and Architecture
Implementation and Configuration
Best Practices and Design Patterns
Troubleshooting and Optimization
Advanced Features and Use Cases

Key Skills You'll Gain

Cloud Technology fundamentals Cloud architecture Best practices Technical proficiency Problem-solving System design Performance optimization

Prerequisites

Cloud Technology fundamentals
6-12 months hands-on experience
Understanding of cloud basics

Career Impact

Cloud Technology expertise leads to senior data engineer roles earning $110-150K. You can design data pipelines, optimize performance, and lead data platform initiatives.

Your Learning Path

Pluralsight

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Microsoft Fabric Data Engineer (DP-700): Monitor and Optimize an Analytics Solution

By Thomas LeBlanc

Exam objectives: DP-700 — Monitor and Optimize an Analytics Solution

Advanced 1h 47m Updated: Jul 16, 2025

What You'll Learn

Prepare effectively for the certification exam
Practice with hands-on labs and scenarios
Understand exam format and question types
Increase your chances of passing on first attempt
Apply Cloud Technology knowledge to real-world scenarios
Follow industry best practices and standards

Course Modules

Core Cloud Technology Concepts and Architecture
Implementation and Configuration
Best Practices and Design Patterns
Troubleshooting and Optimization
Advanced Features and Use Cases

Key Skills You'll Gain

Cloud Technology fundamentals Cloud architecture Best practices Technical proficiency Problem-solving System design Performance optimization

Prerequisites

Cloud Technology fundamentals
6-12 months hands-on experience
Understanding of cloud basics

Career Impact

Cloud Technology expertise leads to senior data engineer roles earning $110-150K. You can design data pipelines, optimize performance, and lead data platform initiatives.

Your Learning Path

Pluralsight

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AWS Certified Data Engineer - Associate (DEA-C01): Data Ingestion and Transformation

By Beth Hord

Exam objectives: DEA-C01 — Data Ingestion and Transformation

Advanced 6h 52m 16s Updated: Jan 30, 2025

What You'll Learn

Navigate the AWS Management Console with confidence
Understand AWS global infrastructure and regions
Deploy and manage AWS resources effectively
Prepare effectively for the certification exam
Practice with hands-on labs and scenarios
Understand exam format and question types

Course Modules

Core AWS Concepts and Architecture
Implementation and Configuration
Best Practices and Design Patterns
Troubleshooting and Optimization
Advanced Features and Use Cases

Key Skills You'll Gain

AWS fundamentals Cloud architecture Best practices Technical proficiency Problem-solving System design Performance optimization

Prerequisites

AWS fundamentals
6-12 months hands-on experience
Understanding of cloud basics

Career Impact

AWS expertise leads to senior data engineer roles earning $110-150K. You can design data pipelines, optimize performance, and lead data platform initiatives.

Your Learning Path

**ITRISE Framework - GROW Phase (Professional Development)**: With foundational AWS knowledge, you're now building professional-grade skills. This course prepares you for real production environments and complex challenges. Apply these concepts at work immediately, volunteer for challenging projects, and start mentoring juniors. Position yourself for promotion to mid-level roles within 12-18 months.

Pluralsight

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AWS Certified Data Engineer - Associate (DEA-C01): Data Security and Governance

By David Blocher

Exam objectives: DEA-C01 — Data Security and Governance

2h 56m 6s Updated: Jan 30, 2025

What You'll Learn

Navigate the AWS Management Console with confidence
Understand AWS global infrastructure and regions
Deploy and manage AWS resources effectively
Implement security best practices and controls
Configure identity and access management
Protect data with encryption and security groups

Course Modules

AWS Security Architecture and Design
Identity and Access Management (IAM)
Data Protection and Encryption
Network Security and Firewalls
Compliance, Auditing, and Monitoring
Incident Response and Security Best Practices

Key Skills You'll Gain

AWS fundamentals Cloud architecture Best practices IAM policies Encryption Network security Compliance Threat mitigation

Prerequisites

AWS fundamentals
6-12 months hands-on experience
Understanding of cloud basics

Career Impact

AWS expertise leads to senior data engineer roles earning $110-150K. You can design data pipelines, optimize performance, and lead data platform initiatives.

Your Learning Path

Professional Certifications

🎯 PRIMARY GOAL

Certified Kubernetes Administrator (CKA)

$395 exam fee • 2 hours • Performance-based (hands-on)

The most valuable certification for DevOps engineers. Proves you can design, deploy, and troubleshoot Kubernetes clusters in production. Required for most senior DevOps roles.

Study Resources:

Mumshad's CKA course (above) - ESSENTIAL
Killer.sh practice exams (included with exam)
Official Kubernetes documentation
Practice with minikube and kubeadm

View Certification Details

🚀 HIGHLY VALUED

HashiCorp Certified: Terraform Associate

$70.50 exam fee • 1 hour • Multiple choice

Validates Infrastructure as Code expertise. Terraform is the industry standard for multi-cloud IaC. This certification proves you can manage infrastructure efficiently.

View Certification

AWS Certified Solutions Architect - Associate

$150 exam fee • 130 minutes

Essential for DevOps engineers working with AWS. Validates ability to design distributed systems and architect cloud solutions.

View Certification

Advanced Projects

Deploy Microservices on Kubernetes (EKS/GKE)

Build a microservices application, containerize each service, create Kubernetes manifests (Deployments, Services, Ingress), and deploy to a managed Kubernetes cluster.

Kubernetes Microservices EKS/GKE Helm

Infrastructure as Code with Terraform (AWS/Azure)

Provision complete cloud infrastructure using Terraform: VPC, EC2 instances, RDS databases, load balancers, S3 buckets. Use modules, variables, and remote state.

Terraform IaC AWS/Azure GitOps

Complete CI/CD Pipeline with Jenkins

Build end-to-end CI/CD pipeline: code commit triggers Jenkins, runs tests, builds Docker images, pushes to registry, deploys to Kubernetes with automated rollback.

Jenkins CI/CD Docker K8s

Monitoring Stack with Prometheus & Grafana

Deploy Prometheus for metrics collection, Grafana for visualization, Alertmanager for notifications. Monitor Kubernetes cluster and applications with custom dashboards.

Prometheus Grafana Monitoring Observability

RISE MASTERY: Senior Specialist (3-5 years)

Architect data platforms and implement DataOps practices

Advanced Skills

Advanced Kubernetes (service mesh, operators, CRDs)

Multi-cloud and hybrid cloud architectures

GitOps with ArgoCD and Flux

Security & compliance (DevSecOps, scanning, policies)

Observability engineering (tracing, metrics, logs)

Disaster recovery and high availability design

Performance optimization & cost management

Mentoring and technical leadership

Advanced Courses

⭐ HIGHLY RECOMMENDED

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AWS Certified Solutions Architect - Associate (SAA-C03): Scaling, Availability, and DNS

By Andru Estes; Ryan Kroonenburg

Exam objectives: SAA-C03 — Scaling, Availability, and DNS

Intermediate 5h 46m Updated: Jan 30, 2025

What You'll Learn

Navigate the AWS Management Console with confidence
Understand AWS global infrastructure and regions
Deploy and manage AWS resources effectively
Prepare effectively for the certification exam
Practice with hands-on labs and scenarios
Understand exam format and question types

Course Modules

Designing Resilient Architectures with High Availability
Implementing Scalable and Elastic Compute Solutions
Designing Secure Applications and Network Architectures
Cost-Optimized Architecture Design and Implementation
Storage Solutions: S3, EBS, EFS, and Storage Gateway
Database Solutions: RDS, DynamoDB, Aurora, and RedShift
Migration Strategies and Hybrid Cloud Architectures

Key Skills You'll Gain

AWS fundamentals Cloud architecture Best practices Technical proficiency Problem-solving System design Performance optimization

Prerequisites

AWS professional experience
Strong technical foundation
Prior certification recommended

Career Impact

Advanced AWS data expertise qualifies you for principal data engineer roles earning $160-230K+. You'll shape data strategy and architecture.

Your Learning Path

**ITRISE Framework - MASTERY Phase (Senior Specialist)**: At this stage, you're learning to design systems, not just implement them. This AWS certification demonstrates expert-level proficiency. Use this knowledge to lead technical initiatives, establish best practices, and solve the organization's hardest problems. You're becoming the go-to expert—act like it. Take ownership of architectural decisions and mentor your team.

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Preparing for Your Professional Data Engineer Journey

By Google Cloud

Exam objectives: Certification

Advanced 47m Updated: Dec 23, 2025

What You'll Learn

Prepare effectively for the certification exam
Practice with hands-on labs and scenarios
Understand exam format and question types
Increase your chances of passing on first attempt
Apply Cloud Technology knowledge to real-world scenarios
Follow industry best practices and standards

Course Modules

Core Cloud Technology Concepts and Architecture
Implementation and Configuration
Best Practices and Design Patterns
Troubleshooting and Optimization
Advanced Features and Use Cases

Key Skills You'll Gain

Cloud Technology fundamentals Cloud architecture Best practices Technical proficiency Problem-solving System design Performance optimization

Prerequisites

Cloud Technology professional experience
Strong technical foundation
Prior certification recommended

Career Impact

Advanced Cloud Technology data expertise qualifies you for principal data engineer roles earning $160-230K+. You'll shape data strategy and architecture.

Your Learning Path

**ITRISE Framework - MASTERY Phase (Senior Specialist)**: At this stage, you're learning to design systems, not just implement them. This Cloud Technology certification demonstrates expert-level proficiency. Use this knowledge to lead technical initiatives, establish best practices, and solve the organization's hardest problems. You're becoming the go-to expert—act like it. Take ownership of architectural decisions and mentor your team.

Pluralsight

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SnowPro Advanced Data Engineer: Data Movement

By Ian Fogelman

Exam objectives: Certification — Data Movement

Intermediate 1h 33m Updated: Sep 27, 2024

What You'll Learn

Prepare effectively for the certification exam
Practice with hands-on labs and scenarios
Understand exam format and question types
Increase your chances of passing on first attempt
Apply Cloud Technology knowledge to real-world scenarios
Follow industry best practices and standards

Course Modules

Core Cloud Technology Concepts and Architecture
Implementation and Configuration
Best Practices and Design Patterns
Troubleshooting and Optimization
Advanced Features and Use Cases

Key Skills You'll Gain

Cloud Technology fundamentals Cloud architecture Best practices Technical proficiency Problem-solving System design Performance optimization

Prerequisites

Cloud Technology professional experience
Strong technical foundation
Prior certification recommended

Career Impact

Advanced Cloud Technology data expertise qualifies you for principal data engineer roles earning $160-230K+. You'll shape data strategy and architecture.

Your Learning Path

Pluralsight

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AWS Certified Solutions Architect - Associate (SAA-C03): Security and Governance

By Ryan Kroonenburg; Andru Estes

Exam objectives: SAA-C03 — Security and Governance

Intermediate 5h 2m Updated: Jan 30, 2025

What You'll Learn

Navigate the AWS Management Console with confidence
Understand AWS global infrastructure and regions
Deploy and manage AWS resources effectively
Implement security best practices and controls
Configure identity and access management
Protect data with encryption and security groups

Course Modules

Designing Resilient Architectures with High Availability
Implementing Scalable and Elastic Compute Solutions
Designing Secure Applications and Network Architectures
Cost-Optimized Architecture Design and Implementation
Storage Solutions: S3, EBS, EFS, and Storage Gateway
Database Solutions: RDS, DynamoDB, Aurora, and RedShift
Migration Strategies and Hybrid Cloud Architectures

Key Skills You'll Gain

AWS fundamentals Cloud architecture Best practices IAM policies Encryption Network security Compliance Threat mitigation

Prerequisites

AWS professional experience
Strong technical foundation
Prior certification recommended

Career Impact

Advanced AWS data expertise qualifies you for principal data engineer roles earning $160-230K+. You'll shape data strategy and architecture.

Your Learning Path

Pluralsight

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AWS Certified SysOps Administrator - Associate (SOA-C02): Networking and Content Delivery

By Faye Ellis

Exam objectives: SOA-C02 — Networking and Content Delivery

Intermediate 7h 40m Updated: Jan 30, 2025

What You'll Learn

Navigate the AWS Management Console with confidence
Understand AWS global infrastructure and regions
Deploy and manage AWS resources effectively
Design and implement virtual networks
Configure routing and connectivity
Implement network security controls

Course Modules

AWS Networking Fundamentals
Virtual Networks and Subnetting
Load Balancing and Traffic Management
Network Security and Access Control
Hybrid Connectivity and VPN Solutions
Monitoring and Troubleshooting Networks

Key Skills You'll Gain

AWS fundamentals Cloud architecture Best practices Virtual networks Subnetting Load balancing VPN configuration DNS management

Prerequisites

AWS professional experience
Strong technical foundation
Prior certification recommended

Career Impact

Advanced AWS data expertise qualifies you for principal data engineer roles earning $160-230K+. You'll shape data strategy and architecture.

Your Learning Path

Expert Certifications

🏆 EXPERT LEVEL

Certified Kubernetes Security Specialist (CKS)

$395 exam fee • 2 hours • Performance-based

Advanced Kubernetes security certification. Proves you can secure containerized applications and Kubernetes platforms during build, deployment, and runtime. Required for senior DevOps/Security roles.

View Certification

AWS Certified Data Engineer - Professional

$300 exam fee • 180 minutes

Expert-level AWS DevOps certification. Validates advanced technical skills in provisioning, operating, and managing AWS environments. Highly valued in enterprise.

View Certification

Certified Kubernetes Application Developer (CKAD)

$395 exam fee • Optional

Complements CKA. Focuses on application development and deployment on Kubernetes. Useful for full-stack DevOps engineers.

View Certification

Senior-Level Projects

Multi-Region Kubernetes Cluster with Istio Service Mesh

Deploy highly available Kubernetes across multiple regions, implement Istio service mesh for traffic management, observability, and security. Configure automatic failover.

Kubernetes Istio Multi-region HA/DR

GitOps Platform with ArgoCD and Helm

Build a complete GitOps platform: manage multiple environments (dev, staging, prod), implement app-of-apps pattern, automated promotion workflows, and RBAC policies.

GitOps ArgoCD Helm Automation

Complete Observability Stack (Prometheus, Grafana, Loki, Tempo)

Implement full observability: metrics (Prometheus), logs (Loki), traces (Tempo), dashboards (Grafana). Set up alerts, SLIs/SLOs, and on-call rotations.

Observability Prometheus Grafana SRE

DevSecOps Pipeline with Security Scanning

Build secure CI/CD pipeline with automated security checks: SAST (SonarQube), DAST, container scanning (Trivy), secrets detection, compliance as code (OPA).

DevSecOps Security Scanning Compliance

RISE LEADERSHIP: Architecture & Management (5+ years)

Lead data engineering teams and drive data strategy

Leadership Skills

DevOps culture transformation & change management

Team leadership & mentoring engineers

Platform engineering & developer experience

Cloud cost optimization (FinOps)

Executive communication & stakeholder management

Tool evaluation & technology strategy

Incident management & postmortem culture

Hiring, interviewing, & team building

Leadership Resources

⭐ HIGHLY RECOMMENDED

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AWS Certified Solutions Architect - Associate (SAA-C03): Certification Essentials

By Andru Estes

Exam objectives: SAA-C03 — Certification Essentials

Beginner 48m Updated: May 14, 2025

What You'll Learn

Navigate the AWS Management Console with confidence
Understand AWS global infrastructure and regions
Deploy and manage AWS resources effectively
Prepare effectively for the certification exam
Practice with hands-on labs and scenarios
Understand exam format and question types

Course Modules

Designing Resilient Architectures with High Availability
Implementing Scalable and Elastic Compute Solutions
Designing Secure Applications and Network Architectures
Cost-Optimized Architecture Design and Implementation
Storage Solutions: S3, EBS, EFS, and Storage Gateway
Database Solutions: RDS, DynamoDB, Aurora, and RedShift
Migration Strategies and Hybrid Cloud Architectures

Key Skills You'll Gain

AWS fundamentals Cloud architecture Best practices Technical proficiency Problem-solving System design Performance optimization

Prerequisites

3+ years AWS experience
Leadership or architecture experience
Strategic thinking skills

Career Impact

AWS data leadership positions you for CDO or director roles earning $200-350K+. You'll shape data-driven organizational transformation.

Your Learning Path

**ITRISE Framework - LEADERSHIP Phase (Strategy & Management)**: You're transitioning from technical execution to strategic influence. This AWS expertise helps you shape organizational direction, build high-performing teams, and drive transformation at scale. Focus on multiplying your impact through people and processes. Your goal: move from "doing the work" to "enabling others to do the work excellently." This is executive-track preparation.

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AWS Certified Solutions Architect - Associate (SAA-C03): Securing and Monitoring Workloads

By Andru Estes

Exam objectives: SAA-C03 — Securing and Monitoring Workloads

Intermediate 6h 6m Updated: Apr 14, 2025

What You'll Learn

Navigate the AWS Management Console with confidence
Understand AWS global infrastructure and regions
Deploy and manage AWS resources effectively
Prepare effectively for the certification exam
Practice with hands-on labs and scenarios
Understand exam format and question types

Course Modules

Designing Resilient Architectures with High Availability
Implementing Scalable and Elastic Compute Solutions
Designing Secure Applications and Network Architectures
Cost-Optimized Architecture Design and Implementation
Storage Solutions: S3, EBS, EFS, and Storage Gateway
Database Solutions: RDS, DynamoDB, Aurora, and RedShift
Migration Strategies and Hybrid Cloud Architectures

Key Skills You'll Gain

AWS fundamentals Cloud architecture Best practices Technical proficiency Problem-solving System design Performance optimization

Prerequisites

3+ years AWS experience
Leadership or architecture experience
Strategic thinking skills

Career Impact

AWS data leadership positions you for CDO or director roles earning $200-350K+. You'll shape data-driven organizational transformation.

Your Learning Path

Pluralsight

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AWS Certified Cloud Practitioner (CLF-C02): Cloud Foundations and Compute

By Broadus Palmer

Exam objectives: CLF-C02 — Cloud Foundations and Compute

Beginner 1h 32m Updated: Apr 04, 2025

What You'll Learn

Navigate the AWS Management Console with confidence
Understand AWS global infrastructure and regions
Deploy and manage AWS resources effectively
Prepare effectively for the certification exam
Practice with hands-on labs and scenarios
Understand exam format and question types

Course Modules

Cloud Computing Fundamentals and AWS Global Infrastructure
Core AWS Services: Compute (EC2), Storage (S3), and Databases (RDS)
AWS Networking Essentials: VPC, Security Groups, and Route 53
Security, Identity, and Compliance with IAM and AWS Organizations
AWS Pricing Models, Billing, and Cost Management Tools
Cloud Architecture Best Practices and Well-Architected Framework

Key Skills You'll Gain

AWS fundamentals Cloud architecture Best practices VM management Container orchestration Serverless functions Auto-scaling

Prerequisites

3+ years AWS experience
Leadership or architecture experience
Strategic thinking skills

Career Impact

AWS data leadership positions you for CDO or director roles earning $200-350K+. You'll shape data-driven organizational transformation.

Your Learning Path

Pluralsight

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AWS Certified Solutions Architect - Associate (SAA-C03): Scaling and Decoupling Architectures

By Andru Estes

Exam objectives: SAA-C03 — Scaling and Decoupling Architectures

Intermediate 13h 40m Updated: Feb 27, 2025

What You'll Learn

Navigate the AWS Management Console with confidence
Understand AWS global infrastructure and regions
Deploy and manage AWS resources effectively
Prepare effectively for the certification exam
Practice with hands-on labs and scenarios
Understand exam format and question types

Course Modules

Designing Resilient Architectures with High Availability
Implementing Scalable and Elastic Compute Solutions
Designing Secure Applications and Network Architectures
Cost-Optimized Architecture Design and Implementation
Storage Solutions: S3, EBS, EFS, and Storage Gateway
Database Solutions: RDS, DynamoDB, Aurora, and RedShift
Migration Strategies and Hybrid Cloud Architectures

Key Skills You'll Gain

AWS fundamentals Cloud architecture Best practices Technical proficiency Problem-solving System design Performance optimization

Prerequisites

3+ years AWS experience
Leadership or architecture experience
Strategic thinking skills

Career Impact

AWS data leadership positions you for CDO or director roles earning $200-350K+. You'll shape data-driven organizational transformation.

Your Learning Path

Pluralsight

Via Pluralsight

AWS Certified Solutions Architect - Associate (SAA-C03): Databases and Machine Learning

By Ryan Kroonenburg; Andru Estes

Exam objectives: SAA-C03 — Databases and Machine Learning

Intermediate 4h 23m Updated: Jan 30, 2025

What You'll Learn

Navigate the AWS Management Console with confidence
Understand AWS global infrastructure and regions
Deploy and manage AWS resources effectively
Prepare effectively for the certification exam
Practice with hands-on labs and scenarios
Understand exam format and question types

Course Modules

Designing Resilient Architectures with High Availability
Implementing Scalable and Elastic Compute Solutions
Designing Secure Applications and Network Architectures
Cost-Optimized Architecture Design and Implementation
Storage Solutions: S3, EBS, EFS, and Storage Gateway
Database Solutions: RDS, DynamoDB, Aurora, and RedShift
Migration Strategies and Hybrid Cloud Architectures

Key Skills You'll Gain

AWS fundamentals Cloud architecture Best practices Database design Query optimization Replication Backup/restore Performance tuning

Prerequisites

3+ years AWS experience
Leadership or architecture experience
Strategic thinking skills

Career Impact

AWS data leadership positions you for CDO or director roles earning $200-350K+. You'll shape data-driven organizational transformation.

Your Learning Path

Leadership Initiatives

Enterprise DevOps Transformation

Lead company-wide DevOps adoption. Define strategy, implement CI/CD across all teams, establish platform engineering, measure DORA metrics, reduce deployment time by 80%.

Build and Scale DevOps Team (5→30+ engineers)

Hire, mentor, and grow DevOps team. Establish career paths, technical standards, on-call rotations, and blameless postmortem culture. Create internal DevOps academy.

Platform Engineering: Internal Developer Platform (IDP)

Build self-service platform for developers. Infrastructure provisioning, deployment pipelines, observability, security scanning - all automated. Reduce deployment complexity by 90%.

Present DevOps Strategy to C-Suite

Communicate technical strategy to executives. Justify platform investments with business metrics: faster time-to-market, reduced downtime, improved developer productivity, cost savings.

Ready to Start Your Data Engineering Journey?

Master SQL and Python, learn Spark and Airflow, earn your cloud certifications, and build toward a $190K+ career in data engineering.

Back to All Roadmaps

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RISE to build scalable data systems. Transform raw data into powerful business insights

RISE START: Foundation (3-6 months)

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Certifications to Pursue

AWS Certified Cloud Practitioner

Linux Foundation Certified IT Associate (LFCA)

Hands-On Projects

Dockerize a Full-Stack Application

Build a CI/CD Pipeline with GitHub Actions

Deploy Application on AWS EC2 with Nginx

Bash Script for System Monitoring

Recommended Learning Path (4-6 months)

Linux & Command Line Mastery

Git & Version Control

Docker & Containerization

CI/CD & Cloud Basics

RISE GROW: Professional Development (1-3 years)

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RISE to build scalable data systems.
Transform raw data into powerful business insights