Merag Nokhiz

Systems Architect & Engineer

link terminal

Tech Stack

Tools and platforms I rely on across cloud infrastructure, platform engineering, and MLOps — from greenfield builds to large-scale migrations.

Amazon AWS
☁️ Cloud Platforms
⭐️⭐️⭐️ Expert in Amazon AWS
Comprehensive cloud platform with extensive services for computing, storage, and AI/ML.
Azure
☁️ Cloud Platforms
⭐️⭐️⭐️ Expert in Azure
Microsoft's cloud platform offering hybrid cloud solutions and enterprise services.
Terraform
☁️ Cloud Platforms
⭐️⭐️⭐️ Expert in Terraform
Open-source IaC tool for building, changing, and versioning infrastructure safely.
AWS CDK
☁️ Cloud Platforms
⭐️⭐️⭐️ Expert in AWS CDK
Infrastructure as Code framework for defining AWS resources using programming languages.
Pulumi
☁️ Cloud Platforms
⭐️⭐️⭐️ Expert in Pulumi
Infrastructure as Code SDK supporting multiple programming languages.
OpenTofu
☁️ Cloud Platforms
⭐️⭐️⭐️ Expert in OpenTofu
Community-driven fork of Terraform for infrastructure as code.
Cloud Architecture
☁️ Cloud Platforms
⭐️⭐️⭐️ Expert in Cloud Architecture
Design principles for scalable, resilient cloud-based systems.
Well-Architected Framework
☁️ Cloud Platforms
⭐️⭐️⭐️ Expert in Well-Architected Framework
AWS framework for designing and operating reliable, secure, efficient systems.
Cloud Adoption Framework
☁️ Cloud Platforms
⭐️⭐️⭐️ Expert in Cloud Adoption Framework
Microsoft framework for cloud migration and adoption strategies.
Cloud UML Design
☁️ Cloud Platforms
⭐️⭐️⭐️ Expert in Cloud UML Design
Modeling cloud architectures using Unified Modeling Language.
CNCF
☁️ Cloud Platforms
⭐️⭐️⭐️ Expert in CNCF
Cloud Native Computing Foundation for cloud-native technologies.
Git
🔧 DevOps & CI/CD
⭐️⭐️⭐️ Expert in Git
Version control system for tracking code changes and collaboration.
GitHub
🔧 DevOps & CI/CD
⭐️⭐️⭐️ Expert in GitHub
Web-based platform for version control and collaboration using Git.
Ansible
🔧 DevOps & CI/CD
⭐️⭐️⭐️ Expert in Ansible
Automation tool for configuration management and application deployment.
Azure DevOps
🔧 DevOps & CI/CD
⭐️⭐️⭐️ Expert in Azure DevOps
CI/CD pipelines for building, testing, and deploying applications.
GitHub Actions
🔧 DevOps & CI/CD
⭐️⭐️⭐️ Expert in GitHub Actions
CI/CD workflows integrated with GitHub repositories.
Linux Administration
🔧 DevOps & CI/CD
⭐️⭐️⭐️ Expert in Linux Administration
System administration and management of Linux operating systems.
Docker
📦 Virtualization, Containerization & Orchestration
⭐️⭐️⭐️ Expert in Docker
Containerization platform for packaging and running applications.
Colima
📦 Virtualization, Containerization & Orchestration
⭐️⭐️⭐️ Expert in Colima
Lightweight container runtime for running containers.
Kubernetes
📦 Virtualization, Containerization & Orchestration
⭐️⭐️⭐️ Expert in Kubernetes
Container orchestration platform.
ArgoCD
📦 Virtualization, Containerization & Orchestration
⭐️⭐️⭐️ Expert in ArgoCD
Declarative GitOps continuous delivery tool for Kubernetes.
Helm Charts
📦 Virtualization, Containerization & Orchestration
⭐️⭐️⭐️ Expert in Helm Charts
Package manager for Kubernetes applications.
Development Practices
📚 Architecture Design
⭐️⭐️⭐️ Expert in Development Practices
Building REST, GraphQL, and gRPC APIs.
Clean Architecture
📚 Architecture Design
⭐️⭐️⭐️ Expert in Clean Architecture
Software design philosophy emphasizing separation of concerns.
Microservice Architecture
📚 Architecture Design
⭐️⭐️⭐️ Expert in Microservice Architecture
Architectural style structuring applications as loosely coupled services.
Platform Architecture
📚 Architecture Design
⭐️⭐️⭐️ Expert in Platform Architecture
Design of platforms supporting multiple applications and services.
Twelve-Factor App
📚 Architecture Design
⭐️⭐️⭐️ Expert in Twelve-Factor App
Methodology for building software-as-a-service applications.
Architecture Design & Patterns
📚 Architecture Design
⭐️⭐️⭐️ Expert in Architecture Design & Patterns
Principles and patterns for designing scalable software systems.
Architecture UML
📚 Architecture Design
⭐️⭐️⭐️ Expert in Architecture UML
Creating visual representations of system architecture using UML and diagrams.
Architecture Requirements Engineering
📚 Architecture Design
⭐️⭐️⭐️ Expert in Architecture Requirements Engineering
Process of defining, documenting, and maintaining software requirements.
Solution Architecture
📚 Architecture Design
⭐️⭐️⭐️ Expert in Solution Architecture
Design of solutions addressing specific business problems.
Security Architecture
⚙️ System Design & Operations
⭐️⭐️⭐️ Expert in Security Architecture
Designing systems with a focus on security best practices.
Serverless System Design
⚙️ System Design & Operations
⭐️⭐️⭐️ Expert in Serverless System Design
Architecture using serverless computing services.
System Integration & Interoperability
⚙️ System Design & Operations
⭐️⭐️⭐️ Expert in System Integration & Interoperability
Connecting different systems and ensuring compatibility.
Landing Zones & Cloud Foundations
⚙️ System Design & Operations
⭐️⭐️⭐️ Expert in Landing Zones & Cloud Foundations
Pre-configured environments for secure cloud adoption.
Cost Optimization
⚙️ System Design & Operations
⭐️⭐️⭐️ Expert in Cost Optimization
Techniques for optimizing system costs and resource usage.
Performance Optimization
⚙️ System Design & Operations
⭐️⭐️⭐️ Expert in Performance Optimization
Techniques for improving system and application performance.
Disaster Recovery
⚙️ System Design & Operations
⭐️⭐️⭐️ Expert in Disaster Recovery
Planning and implementation of disaster recovery solutions.
Policy as Code
🛡️ Governance, Security & Compliance
⭐️⭐️⭐️ Expert in Policy as Code
Managing and enforcing security policies through code.
AWS CloudWatch
Monitoring & Observability
⭐️⭐️⭐️ Expert in AWS CloudWatch
AWS monitoring and observability service for resources and applications.
Azure Monitoring & Insights
Monitoring & Observability
⭐️⭐️⭐️ Expert in Azure Monitoring & Insights
Azures monitoring and analytics services.
Grafana
Monitoring & Observability
⭐️⭐️⭐️ Expert in Grafana
Open-source platform for monitoring and observability dashboards.
Prometheus
Monitoring & Observability
⭐️⭐️⭐️ Expert in Prometheus
Open-source monitoring and alerting toolkit.
TypeScript
💻 Programming Languages
⭐️⭐️⭐️ Expert in TypeScript
Typed superset of JavaScript for large-scale applications.
HTML
💻 Programming Languages
⭐️⭐️⭐️ Expert in HTML
Markup language for creating web page structure.
CSS / SCSS
💻 Programming Languages
⭐️⭐️⭐️ Expert in CSS / SCSS
Stylesheet language for describing presentation of web documents.
Tailwind CSS
💻 Programming Languages
⭐️⭐️⭐️ Expert in Tailwind CSS
Utility-first CSS framework for rapid UI development.
Python
💻 Programming Languages
⭐️⭐️⭐️ Expert in Python
High-level programming language for data science, AI, and automation.
Bash
💻 Programming Languages
⭐️⭐️⭐️ Expert in Bash
Unix shell scripting language for automation and system administration.
Shell
💻 Programming Languages
⭐️⭐️⭐️ Expert in Shell
Command-line interpreter for operating system interaction.
Zsh
💻 Programming Languages
⭐️⭐️⭐️ Expert in Zsh
Unix shell with advanced features and customization.
PowerShell
💻 Programming Languages
⭐️⭐️⭐️ Expert in PowerShell
Task automation and configuration management framework.
Data Ingestion
Data Architecture & Governance
⭐️⭐️⭐️ Expert in Data Ingestion
ETL/ELT processes for data collection and processing.
Data Processing
Data Architecture & Governance
⭐️⭐️⭐️ Expert in Data Processing
Batch and stream processing
Data Utilization
Data Architecture & Governance
⭐️⭐️⭐️ Expert in Data Utilization
Leveraging data for ML, analytics, and product development.
Operations
🤖 xOps
⭐️⭐️⭐️ Expert in Operations
Practices for managing and maintaining IT systems and services.
DevOps
🤖 xOps
⭐️⭐️⭐️ Expert in DevOps
Culture and practices for software delivery and operations.
SRE
🤖 xOps
⭐️⭐️⭐️ Expert in SRE
Site Reliability Engineering for operations & system reliability.
Astro
📚 Frameworks & Runtimes
⭐️⭐️⭐️ Expert in Astro
Modern framework for building fast websites.
Node.js
📚 Frameworks & Runtimes
⭐️⭐️⭐️ Expert in Node.js
JavaScript runtime for server-side applications.
Git
💻 Dev Tools & Repositories
⭐️⭐️⭐️ Expert in Git
Distributed version control system.
GitHub Enterprise
💻 Dev Tools & Repositories
⭐️⭐️⭐️ Expert in GitHub Enterprise
Enterprise version of GitHub for code hosting and collaboration.
Slack
💻 Dev Tools & Repositories
⭐️⭐️⭐️ Expert in Slack
Collaboration platform for team communication.
VS Code
💻 Dev Tools & Repositories
⭐️⭐️⭐️ Expert in VS Code
Lightweight, extensible code editor.
Postman
💻 Dev Tools & Repositories
⭐️⭐️⭐️ Expert in Postman
API development and testing platform.
Vibecode
💻 Dev Tools & Repositories
⭐️⭐️⭐️ Expert in Vibecode
AI-enhanced development environment.
AI Pair Programming
💻 Dev Tools & Repositories
⭐️⭐️⭐️ Expert in AI Pair Programming
Using AI tools to assist in coding and development tasks.
bun
📦 Package Managers & Build Tools
⭐️⭐️⭐️ Expert in bun
Fast JavaScript runtime and package manager.
npm
📦 Package Managers & Build Tools
⭐️⭐️⭐️ Expert in npm
Package manager for JavaScript and Node.js.
pip
📦 Package Managers & Build Tools
⭐️⭐️⭐️ Expert in pip
Package installer for Python.
UV
📦 Package Managers & Build Tools
⭐️⭐️⭐️ Expert in UV
Fast Python package installer and resolver.
apt-get
📦 Package Managers & Build Tools
⭐️⭐️⭐️ Expert in apt-get
Command-line tool for handling packages in Debian-based systems.
brew
📦 Package Managers & Build Tools
⭐️⭐️⭐️ Expert in brew
Package manager for macOS and Linux.
winget
📦 Package Managers & Build Tools
⭐️⭐️⭐️ Expert in winget
Package manager for Windows developed by Microsoft.
Acceptance Testing
🧪 Testing Types & Quality Assurance
⭐️⭐️⭐️ Expert in Acceptance Testing
Testing to verify the system meets business requirements.
Black Box Testing
🧪 Testing Types & Quality Assurance
⭐️⭐️⭐️ Expert in Black Box Testing
Testing that evaluates software functionality without knowledge of internal code structure.
Grey Box Testing
🧪 Testing Types & Quality Assurance
⭐️⭐️⭐️ Expert in Grey Box Testing
Testing that combines elements of both black box and white box testing.
White Box Testing
🧪 Testing Types & Quality Assurance
⭐️⭐️⭐️ Expert in White Box Testing
Testing that evaluates software internal structure and logic.
Smoke Testing
🧪 Testing Types & Quality Assurance
⭐️⭐️⭐️ Expert in Smoke Testing
Basic testing to verify core functionality works after changes.
Unit Testing
🧪 Testing Types & Quality Assurance
⭐️⭐️⭐️ Expert in Unit Testing
Testing individual units or components of software.
Integration Testing
🧪 Testing Types & Quality Assurance
⭐️⭐️⭐️ Expert in Integration Testing
Testing interactions between different system components.
End-to-End Testing
🧪 Testing Types & Quality Assurance
⭐️⭐️⭐️ Expert in End-to-End Testing
Testing entire application workflows from start to finish.
Regression Testing
🧪 Testing Types & Quality Assurance
⭐️⭐️⭐️ Expert in Regression Testing
Testing to ensure new changes don't break existing functionality.
Agile
📖 Methodologies & Project Management
⭐️⭐️⭐️ Expert in Agile
Iterative approach to software development and project management.
Agile Workplace Management
📖 Methodologies & Project Management
⭐️⭐️⭐️ Expert in Agile Workplace Management
Application of agile principles to organizational management.
SAFe
📖 Methodologies & Project Management
⭐️⭐️⭐️ Expert in SAFe
Scaled Agile Framework for large enterprises.
Scrum
📖 Methodologies & Project Management
⭐️⭐️⭐️ Expert in Scrum
Agile framework for managing complex projects.
PMBOK
📖 Methodologies & Project Management
⭐️⭐️⭐️ Expert in PMBOK
Project Management Body of Knowledge.
PRINCE2
📖 Methodologies & Project Management
⭐️⭐️⭐️ Expert in PRINCE2
Project management methodology.
Continuous Deployment (CD)
📖 Methodologies & Project Management
⭐️⭐️⭐️ Expert in Continuous Deployment (CD)
Automated release of software to production.
Continuous Integration (CI)
📖 Methodologies & Project Management
⭐️⭐️⭐️ Expert in Continuous Integration (CI)
Practice of merging code changes frequently.
DevOps Culture
📖 Methodologies & Project Management
⭐️⭐️⭐️ Expert in DevOps Culture
Cultural and organizational practices for DevOps.
Account Management
👔 Business & Leadership
⭐️⭐️⭐️ Expert in Account Management
Management of client relationships and accounts.
Budget Forecasting
👔 Business & Leadership
⭐️⭐️⭐️ Expert in Budget Forecasting
Planning and predicting financial budgets.
Business Alignment & Success
👔 Business & Leadership
⭐️⭐️⭐️ Expert in Business Alignment & Success
Ensuring business objectives are met through technology.
Financial Planning & Reporting
👔 Business & Leadership
⭐️⭐️⭐️ Expert in Financial Planning & Reporting
Strategic financial planning and reporting.
Presentation & Selling
👔 Business & Leadership
⭐️⭐️⭐️ Expert in Presentation & Selling
Skills in presenting solutions and closing sales.
Technical Sales Engineering
👔 Business & Leadership
⭐️⭐️⭐️ Expert in Technical Sales Engineering
Technical expertise applied to sales and customer engagement.
Coaching & Development
👔 Business & Leadership
⭐️⭐️⭐️ Expert in Coaching & Development
Mentoring and developing team members' skills.
Conflict Resolution
👔 Business & Leadership
⭐️⭐️⭐️ Expert in Conflict Resolution
Managing and resolving interpersonal conflicts.
Delegation
👔 Business & Leadership
⭐️⭐️⭐️ Expert in Delegation
Effective assignment of tasks and responsibilities.
Engagement & Empowerment
👔 Business & Leadership
⭐️⭐️⭐️ Expert in Engagement & Empowerment
Fostering team motivation and autonomy.
Goal Setting & Alignment
👔 Business & Leadership
⭐️⭐️⭐️ Expert in Goal Setting & Alignment
Defining and aligning organizational objectives.
Leadership & Collaboration
👔 Business & Leadership
⭐️⭐️⭐️ Expert in Leadership & Collaboration
Leading teams and promoting collaborative work.
Meeting & Workshop Moderation
👔 Business & Leadership
⭐️⭐️⭐️ Expert in Meeting & Workshop Moderation
Facilitating effective meetings and workshops.
Presentation
👔 Business & Leadership
⭐️⭐️⭐️ Expert in Presentation
Delivering compelling presentations and communications.
Adaptability
👥 Soft Skills
⭐️⭐️⭐️ Expert in Adaptability
Ability to adjust to new conditions and challenges.
Collaboration
👥 Soft Skills
⭐️⭐️⭐️ Expert in Collaboration
Working effectively with others towards common goals.
Code Review
👥 Soft Skills
⭐️⭐️⭐️ Expert in Code Review
Evaluating and improving code quality through peer review.
Problem Solving
👥 Soft Skills
⭐️⭐️⭐️ Expert in Problem Solving
Analyzing issues and developing effective solutions.
Tech Documentation
👥 Soft Skills
⭐️⭐️⭐️ Expert in Tech Documentation
Creating clear and comprehensive technical documentation.
Google Cloud (GCP)
☁️ Cloud Platforms
⭐️⭐️ Advanced in Google Cloud (GCP)
Google Cloud Platform with AI/ML, big data, and container services.
Oracle Cloud
☁️ Cloud Platforms
⭐️⭐️ Advanced in Oracle Cloud
Oracle's cloud platform integrated with enterprise database solutions.
Alibaba Cloud
☁️ Cloud Platforms
⭐️⭐️ Advanced in Alibaba Cloud
Major cloud provider with strong presence in Asia and comprehensive global services.
IBM Cloud
☁️ Cloud Platforms
⭐️⭐️ Advanced in IBM Cloud
Enterprise-focused cloud platform with strong AI/ML and hybrid cloud capabilities.
DigitalOcean
☁️ Cloud Platforms
⭐️⭐️ Advanced in DigitalOcean
Developer-friendly cloud platform with simple, cost-effective VPS and managed services.
Azure Bicep
☁️ Cloud Platforms
⭐️⭐️ Advanced in Azure Bicep
Domain-specific language for deploying Azure resources declaratively.
CrossPlane
☁️ Cloud Platforms
⭐️⭐️ Advanced in CrossPlane
Open-source control plane for managing cloud infrastructure across providers.
AWS CloudFormation
☁️ Cloud Platforms
⭐️⭐️ Advanced in AWS CloudFormation
Native AWS service for infrastructure as code using JSON/YAML templates.
ARM Templates
☁️ Cloud Platforms
⭐️⭐️ Advanced in ARM Templates
Azure Resource Manager templates for declarative infrastructure deployment.
Google Cloud Deployment Manager
☁️ Cloud Platforms
⭐️⭐️ Advanced in Google Cloud Deployment Manager
GCP's native infrastructure deployment service using YAML, Python, or Jinja2.
Azure Resource Manager ARM
☁️ Cloud Platforms
⭐️⭐️ Advanced in Azure Resource Manager ARM
Azure's native infrastructure management and deployment service.
Heroku
☁️ Cloud Platforms
⭐️⭐️ Advanced in Heroku
Pioneer cloud application platform enabling easy deployment and scaling of web applications.
Vercel
☁️ Cloud Platforms
⭐️⭐️ Advanced in Vercel
Leading platform for frontend deployment, Jamstack, and serverless functions.
Google Anthos
☁️ Cloud Platforms
⭐️⭐️ Advanced in Google Anthos
Hybrid and multi-cloud platform for modern application development and management.
Azure Arc
☁️ Cloud Platforms
⭐️⭐️ Advanced in Azure Arc
Hybrid and multi-cloud management platform extending Azure services everywhere.
AWS Outposts
☁️ Cloud Platforms
⭐️⭐️ Advanced in AWS Outposts
Fully managed service extending AWS infrastructure to on-premises environments.
VMware Cloud Foundation
☁️ Cloud Platforms
⭐️⭐️ Advanced in VMware Cloud Foundation
Enterprise hybrid cloud platform combining compute, storage, and networking.
Bitbucket
🔧 DevOps & CI/CD
⭐️⭐️ Advanced in Bitbucket
Git-based source code repository with integrated CI/CD pipelines.
GitLab
🔧 DevOps & CI/CD
⭐️⭐️ Advanced in GitLab
Web-based DevOps platform with integrated Git repository and CI/CD.
Azure Repos
🔧 DevOps & CI/CD
⭐️⭐️ Advanced in Azure Repos
Git repositories for source control in Azure DevOps.
Chef
🔧 DevOps & CI/CD
⭐️⭐️ Advanced in Chef
Configuration management tool using Ruby-based DSL.
Puppet
🔧 DevOps & CI/CD
⭐️⭐️ Advanced in Puppet
Configuration management tool for infrastructure automation.
AWS CodeBuild
🔧 DevOps & CI/CD
⭐️⭐️ Advanced in AWS CodeBuild
Managed continuous integration service for building and testing code.
AWS CodePipeline
🔧 DevOps & CI/CD
⭐️⭐️ Advanced in AWS CodePipeline
Fully managed continuous delivery service for fast and reliable application updates.
GitLab CI
🔧 DevOps & CI/CD
⭐️⭐️ Advanced in GitLab CI
Integrated CI/CD pipelines within GitLab platform.
Jenkins
🔧 DevOps & CI/CD
⭐️⭐️ Advanced in Jenkins
Open-source automation server for CI/CD pipelines.
Windows Administration
🔧 DevOps & CI/CD
⭐️⭐️ Advanced in Windows Administration
Microsoft Windows Server administration and management.
SonarQube
🔧 DevOps & CI/CD
⭐️⭐️ Advanced in SonarQube
Tool for continuous inspection of code quality and security.
JUnit
🔧 DevOps & CI/CD
⭐️⭐️ Advanced in JUnit
Unit testing framework for Java applications.
pytest
🔧 DevOps & CI/CD
⭐️⭐️ Advanced in pytest
Testing framework for Python applications.
Selenium
🔧 DevOps & CI/CD
⭐️⭐️ Advanced in Selenium
Automated web application testing tool.
Packer
🔧 DevOps & CI/CD
⭐️⭐️ Advanced in Packer
Tool for creating machine images.
AHV
📦 Virtualization, Containerization & Orchestration
⭐️⭐️ Advanced in AHV
Acropolis Hypervisor for virtualization.
KVM
📦 Virtualization, Containerization & Orchestration
⭐️⭐️ Advanced in KVM
Kernel-based Virtual Machine for Linux virtualization.
VMware
📦 Virtualization, Containerization & Orchestration
⭐️⭐️ Advanced in VMware
Virtualization platform for enterprise environments.
Podman
📦 Virtualization, Containerization & Orchestration
⭐️⭐️ Advanced in Podman
Daemonless container engine for developing, managing, and running OCI containers.
K3s
📦 Virtualization, Containerization & Orchestration
⭐️⭐️ Advanced in K3s
Lightweight Kubernetes distribution.
KubeAdm
📦 Virtualization, Containerization & Orchestration
⭐️⭐️ Advanced in KubeAdm
Tool for bootstrapping Kubernetes clusters.
KubeSpray
📦 Virtualization, Containerization & Orchestration
⭐️⭐️ Advanced in KubeSpray
Kubernetes cluster deployment tool.
OpenShift
📦 Virtualization, Containerization & Orchestration
⭐️⭐️ Advanced in OpenShift
Enterprise Kubernetes platform.
Rancher
📦 Virtualization, Containerization & Orchestration
⭐️⭐️ Advanced in Rancher
Kubernetes management platform.
DAPR
📦 Virtualization, Containerization & Orchestration
⭐️⭐️ Advanced in DAPR
Distributed Application Runtime for microservices.
Flux
📦 Virtualization, Containerization & Orchestration
⭐️⭐️ Advanced in Flux
GitOps operator for microservices.
Istio
📦 Virtualization, Containerization & Orchestration
⭐️⭐️ Advanced in Istio
Service mesh for microservices.
Linkerd
📦 Virtualization, Containerization & Orchestration
⭐️⭐️ Advanced in Linkerd
Service mesh for Kubernetes.
Backstage
📦 Virtualization, Containerization & Orchestration
⭐️⭐️ Advanced in Backstage
Developer portal platform for managing services and tools.
Kyverno
📦 Virtualization, Containerization & Orchestration
⭐️⭐️ Advanced in Kyverno
Kubernetes native policy management engine.
HPC Cluster
📦 Virtualization, Containerization & Orchestration
⭐️⭐️ Advanced in HPC Cluster
High Performance Computing cluster management.
Event-Driven Architecture
📚 Architecture Design
⭐️⭐️ Advanced in Event-Driven Architecture
Design pattern using events to trigger and communicate between services.
Hexagonal Architecture
📚 Architecture Design
⭐️⭐️ Advanced in Hexagonal Architecture
Architectural pattern separating core logic from external concerns.
Service Mesh
📚 Architecture Design
⭐️⭐️ Advanced in Service Mesh
Infrastructure layer for handling service-to-service communication.
Domain-Driven Design
📚 Architecture Design
⭐️⭐️ Advanced in Domain-Driven Design
Approach to software development centered around business domains.
FEAF (EA)
📚 Architecture Design
⭐️⭐️ Advanced in FEAF (EA)
Federal Enterprise Architecture Framework for government systems.
TOGAF (EA)
📚 Architecture Design
⭐️⭐️ Advanced in TOGAF (EA)
Open Group Architecture Framework for enterprise architecture.
Zachman (EA)
📚 Architecture Design
⭐️⭐️ Advanced in Zachman (EA)
Framework for enterprise architecture using multiple perspectives.
AI Agentic Architecture
📚 Architecture Design
⭐️⭐️ Advanced in AI Agentic Architecture
Design patterns for autonomous AI systems and agent-based architectures.
Data Architecture
📚 Architecture Design
⭐️⭐️ Advanced in Data Architecture
Design of data systems, storage, and processing frameworks.
Hybrid Architecture
⚙️ System Design & Operations
⭐️⭐️ Advanced in Hybrid Architecture
Design combining on-premises and cloud infrastructure.
Network Architecture & Design
⚙️ System Design & Operations
⭐️⭐️ Advanced in Network Architecture & Design
Design of network infrastructure for performance and security.
API Gateway Design
⚙️ System Design & Operations
⭐️⭐️ Advanced in API Gateway Design
Service for managing, routing, and securing API requests.
High Availability & Fault Tolerance
⚙️ System Design & Operations
⭐️⭐️ Advanced in High Availability & Fault Tolerance
Design for systems that remain operational during failures.
Load Balancing
⚙️ System Design & Operations
⭐️⭐️ Advanced in Load Balancing
Distribution of network traffic across multiple servers.
Scalability & Elasticity
⚙️ System Design & Operations
⭐️⭐️ Advanced in Scalability & Elasticity
Ability to handle increased load and scale resources dynamically.
Site Reliability Engineering (SRE)
⚙️ System Design & Operations
⭐️⭐️ Advanced in Site Reliability Engineering (SRE)
Engineering practices to ensure system reliability and uptime.
Internal Developer Platform (IDP)
⚙️ System Design & Operations
⭐️⭐️ Advanced in Internal Developer Platform (IDP)
Platforms providing self-service capabilities for developers.
MLOps System Design
⚙️ System Design & Operations
⭐️⭐️ Advanced in MLOps System Design
Designing systems for deploying and managing ML models.
Observability Architecture
⚙️ System Design & Operations
⭐️⭐️ Advanced in Observability Architecture
Designing systems for monitoring and observability.
Backup & Recovery
⚙️ System Design & Operations
⭐️⭐️ Advanced in Backup & Recovery
Strategies and tools for data backup and disaster recovery.
Compliance & Regulatory Design
⚙️ System Design & Operations
⭐️⭐️ Advanced in Compliance & Regulatory Design
Designing systems to meet compliance and regulatory requirements.
RBAC
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in RBAC
Role-Based Access Control across cloud providers.
IAM
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in IAM
Identity and Access Management across cloud providers.
PIM
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in PIM
Privileged Identity Management for secure access to critical resources.
IAM (AWS, GCP, Azure IDD)
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in IAM (AWS, GCP, Azure IDD)
Identity and Access Management across cloud platforms.
SAML
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in SAML
Security Assertion Markup Language for identity federation and single sign-on.
OAuth
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in OAuth
Authorization framework for delegated access to resources.
OpenID
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in OpenID
Identity layer on top of OAuth for user authentication.
PAM (Secrets Manager, KV Store)
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in PAM (Secrets Manager, KV Store)
Management of access authorization policies across cloud platforms.
GDPR
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in GDPR
European data protection regulation compliance practices.
ISCF
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in ISCF
UK Information Security Compliance Framework.
PCI DSS
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in PCI DSS
Payment Card Industry Data Security Standard compliance.
NIST 800-53
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in NIST 800-53
Security and privacy controls for federal information systems.
HIPAA
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in HIPAA
Health Insurance Portability and Accountability Act compliance.
ISO/IEC 27001
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in ISO/IEC 27001
Information security management systems standard.
ISO/IEC 27017
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in ISO/IEC 27017
Cloud services information security controls.
ISO/IEC 27018
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in ISO/IEC 27018
Public cloud personal information protection.
ISO/IEC 27701
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in ISO/IEC 27701
Privacy information management systems.
NIST CSF
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in NIST CSF
NIST Cybersecurity Framework for managing cybersecurity risk.
SOC 2
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in SOC 2
Trust Services Criteria for security, availability, and confidentiality.
API Security
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in API Security
Security practices for APIs including OAuth, JWT, and SAML authentication.
Critical Security Controls (CIS)
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in Critical Security Controls (CIS)
Center for Internet Security controls for securing IT systems.
Policies (AWS CT, GCP RM, Azure Mgmt Group)
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in Policies (AWS CT, GCP RM, Azure Mgmt Group)
Management of enterprise-wide security policies.
Zero Trust Architecture
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in Zero Trust Architecture
Security model assuming no implicit trust in any network.
IDS/IPS
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in IDS/IPS
Intrusion Detection / Prevention Systems for network security.
SIEM
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in SIEM
Security Information and Event Management for threat detection.
XDR Security Hub
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in XDR Security Hub
Extended Detection and Response across multiple security tools.
PKI/Certificate Management
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in PKI/Certificate Management
Public Key Infrastructure and certificate lifecycle management.
TLS/SSL
🛡️ Governance, Security & Compliance
⭐️⭐️ Advanced in TLS/SSL
Transport Layer Security and Secure Sockets Layer protocols.
GCP Operations (Stackdriver)
Monitoring & Observability
⭐️⭐️ Advanced in GCP Operations (Stackdriver)
GCP monitoring, logging, and diagnostics service.
ELK Stack
Monitoring & Observability
⭐️⭐️ Advanced in ELK Stack
Elasticsearch, Logstash, Kibana stack for log analysis and visualization.
Jaeger
Monitoring & Observability
⭐️⭐️ Advanced in Jaeger
Open-source distributed tracing system for monitoring microservices.
Tempo
Monitoring & Observability
⭐️⭐️ Advanced in Tempo
High-volume, minimal-dependency trace storage for Grafana.
Loki
Monitoring & Observability
⭐️⭐️ Advanced in Loki
Log aggregation system designed for Kubernetes.
Datadog
Monitoring & Observability
⭐️⭐️ Advanced in Datadog
Monitoring and analytics platform for cloud-scale applications.
Splunk
Monitoring & Observability
⭐️⭐️ Advanced in Splunk
Platform for searching, monitoring, and analyzing machine-generated data.
OpenTelemetry
Monitoring & Observability
⭐️⭐️ Advanced in OpenTelemetry
Open-source observability framework for metrics, logs, and traces.
PagerDuty
Monitoring & Observability
⭐️⭐️ Advanced in PagerDuty
Incident response platform for on-call management.
JavaScript
💻 Programming Languages
⭐️⭐️ Advanced in JavaScript
Dynamic programming language for web development and server-side applications.
Java
💻 Programming Languages
⭐️⭐️ Advanced in Java
Object-oriented language for enterprise applications and Android.
C#
💻 Programming Languages
⭐️⭐️ Advanced in C#
Object-oriented programming language for .NET applications.
Go
💻 Programming Languages
⭐️⭐️ Advanced in Go
Compiled programming language designed for simplicity and efficiency.
Swift
💻 Programming Languages
⭐️⭐️ Advanced in Swift
Programming language for iOS and macOS development.
PHP
💻 Programming Languages
⭐️⭐️ Advanced in PHP
Server-side scripting language for web development.
SQL
💻 Programming Languages
⭐️⭐️ Advanced in SQL
Domain-specific language for managing relational databases.
GraphQL
💻 Programming Languages
⭐️⭐️ Advanced in GraphQL
Query language for APIs and runtime for executing queries.
Snowflake
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in Snowflake
Cloud data warehouse for data analytics.
GCP BigQuery
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in GCP BigQuery
Serverless data warehouse for analytics.
AWS Redshift
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in AWS Redshift
Data warehouse service for analytics.
Azure Synapse Analytics
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in Azure Synapse Analytics
Integrated analytics service combining data lakes and warehouses.
AWS Aurora
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in AWS Aurora
MySQL and PostgreSQL-compatible relational database.
AWS DynamoDB
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in AWS DynamoDB
NoSQL database service for any scale.
AWS RDS
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in AWS RDS
Managed relational database service.
AWS S3
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in AWS S3
Object storage service for any amount of data.
Azure Cosmos DB
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in Azure Cosmos DB
Globally distributed, multi-model database service.
Azure SQL
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in Azure SQL
Managed MySQL, PostgreSQL, and SQL Server databases.
GCP SQL
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in GCP SQL
Managed MySQL, PostgreSQL, and SQL Server databases.
MongoDB Atlas
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in MongoDB Atlas
Cloud database service for MongoDB.
Azure OneLake
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in Azure OneLake
Single data lake for all analytics workloads.
Databricks
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in Databricks
Unified analytics platform powered by Apache Spark.
Dremio
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in Dremio
Data lakehouse platform for self-service analytics.
PostgreSQL
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in PostgreSQL
Advanced open-source relational database.
MariaDB
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in MariaDB
Community-developed fork of MySQL.
Redis
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in Redis
In-memory data structure store for caching and messaging.
Cassandra
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in Cassandra
Distributed NoSQL database for high availability.
Neo4j
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in Neo4j
Graph database for connected data.
InfluxDB
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in InfluxDB
Time series database for metrics and events.
Elasticsearch
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in Elasticsearch
Distributed search and analytics engine.
Airflow
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in Airflow
Platform for programmatically authoring, scheduling, and monitoring workflows.
AWS Glue
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in AWS Glue
Serverless data integration service for ETL operations.
AWS EMR
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in AWS EMR
Big data platform for processing large datasets.
Azure Data Factory
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in Azure Data Factory
Cloud-based data integration service for ETL/ELT workflows.
Azure Fabric
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in Azure Fabric
Unified analytics platform for data engineering and science.
GCP Dataflow
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in GCP Dataflow
Unified stream and batch data processing.
GCP Data Fusion
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in GCP Data Fusion
Code-free data integration and ETL service.
Azure Purview
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in Azure Purview
Data governance and catalog management service.
Power BI
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in Power BI
Business intelligence and analytics platform.
Tableau
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in Tableau
Data visualization and business intelligence software.
DICOM
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in DICOM
Digital Imaging and Communications in Medicine standard for medical imaging.
FHIR
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in FHIR
Fast Healthcare Interoperability Resources for healthcare data exchange.
Parquet
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in Parquet
Columnar storage file format for big data processing.
Avro
🗄️ Databases & Data Platforms
⭐️⭐️ Advanced in Avro
Row-oriented remote procedure call and data serialization framework.
Data Lake
Data Architecture & Governance
⭐️⭐️ Advanced in Data Lake
Storage repository for large amounts of raw data.
Data Lakehouse
Data Architecture & Governance
⭐️⭐️ Advanced in Data Lakehouse
Architecture combining data lakes and warehouses.
Data Warehouse
Data Architecture & Governance
⭐️⭐️ Advanced in Data Warehouse
Central repository for structured data analysis.
OLTP (Online Transaction Processing)
Data Architecture & Governance
⭐️⭐️ Advanced in OLTP (Online Transaction Processing)
Database design optimized for transactional operations and real-time data processing.
OLAP (Online Analytical Processing)
Data Architecture & Governance
⭐️⭐️ Advanced in OLAP (Online Analytical Processing)
Database design optimized for complex queries and analytical processing of large datasets.
Data Quality Management
Data Architecture & Governance
⭐️⭐️ Advanced in Data Quality Management
Ensuring accuracy and reliability of data.
Master Data Management
Data Architecture & Governance
⭐️⭐️ Advanced in Master Data Management
Management of enterprise-wide master data.
Data Stewardship
Data Architecture & Governance
⭐️⭐️ Advanced in Data Stewardship
Management and oversight of data assets.
Data Privacy & Security Policies
Data Architecture & Governance
⭐️⭐️ Advanced in Data Privacy & Security Policies
Regulatory compliance for data protection.
Data Mesh
Data Architecture & Governance
⭐️⭐️ Advanced in Data Mesh
Decentralized data architecture approach.
Messaging
💬 Messaging & Event Streaming
⭐️⭐️ Advanced in Messaging
Message queues allowing services to send messages to one another.
Event Streaming
💬 Messaging & Event Streaming
⭐️⭐️ Advanced in Event Streaming
Data streams used by event-driven architectures and distributed systems to communicate.
Azure Event Hub
💬 Messaging & Event Streaming
⭐️⭐️ Advanced in Azure Event Hub
Service for event streaming and routing at scale.
Kafka
💬 Messaging & Event Streaming
⭐️⭐️ Advanced in Kafka
Distributed streaming platform for building real-time data pipelines.
Confluent
💬 Messaging & Event Streaming
⭐️⭐️ Advanced in Confluent
Enterprise platform for Kafka including its ecosystem.
Apache Flink
💬 Messaging & Event Streaming
⭐️⭐️ Advanced in Apache Flink
Open-source stream processing framework.
GenAI Platforms
🧠 AI & MLOps
⭐️⭐️ Advanced in GenAI Platforms
Platforms for generative AI including ChatGPT, Anthropic, Grok, Gemini.
Large Language Models
🧠 AI & MLOps
⭐️⭐️ Advanced in Large Language Models
Advanced AI models for natural language processing.
Hugging Face
🧠 AI & MLOps
⭐️⭐️ Advanced in Hugging Face
Platform for sharing and using pre-trained ML models.
Moonshine TTS
🧠 AI & MLOps
⭐️⭐️ Advanced in Moonshine TTS
Text-to-Speech synthesis platform.
Whisper STT
🧠 AI & MLOps
⭐️⭐️ Advanced in Whisper STT
Speech-to-Text transcription model by OpenAI.
VAD (Voice Activity Detection)
🧠 AI & MLOps
⭐️⭐️ Advanced in VAD (Voice Activity Detection)
Techniques for detecting presence of human speech.
Kokoro TTS
🧠 AI & MLOps
⭐️⭐️ Advanced in Kokoro TTS
High-quality Text-to-Speech synthesis system.
Orpheus STT
🧠 AI & MLOps
⭐️⭐️ Advanced in Orpheus STT
Advanced Speech-to-Text transcription system.
LangChain
🧠 AI & MLOps
⭐️⭐️ Advanced in LangChain
Framework for developing applications with LLMs.
LangGraph
🧠 AI & MLOps
⭐️⭐️ Advanced in LangGraph
Library for building multi-agent LLM applications.
Chroma DB
🧠 AI & MLOps
⭐️⭐️ Advanced in Chroma DB
Vector database for AI applications.
Pinecone DB
🧠 AI & MLOps
⭐️⭐️ Advanced in Pinecone DB
Vector database for similarity search.
Qdrant
🧠 AI & MLOps
⭐️⭐️ Advanced in Qdrant
Vector search engine for AI applications.
MLOps
🧠 AI & MLOps
⭐️⭐️ Advanced in MLOps
Practices for deploying and maintaining ML systems in production.
Model Deployment
🧠 AI & MLOps
⭐️⭐️ Advanced in Model Deployment
Techniques for deploying ML models to production.
Model Monitoring
🧠 AI & MLOps
⭐️⭐️ Advanced in Model Monitoring
Continuous monitoring of ML model performance.
Model Versioning
🧠 AI & MLOps
⭐️⭐️ Advanced in Model Versioning
Managing different versions of ML models.
Experiment Tracking
🧠 AI & MLOps
⭐️⭐️ Advanced in Experiment Tracking
Tools and practices for managing ML experiments.
Agentic Engineering
🧠 AI & MLOps
⭐️⭐️ Advanced in Agentic Engineering
Design and development of autonomous AI agents.
Prompt Engineering
🧠 AI & MLOps
⭐️⭐️ Advanced in Prompt Engineering
Crafting effective prompts for AI models.
RAG
🧠 AI & MLOps
⭐️⭐️ Advanced in RAG
Retrieval-Augmented Generation for improving LLM responses.
KubeFlow
🧠 AI & MLOps
⭐️⭐️ Advanced in KubeFlow
ML toolkit for Kubernetes.
MetaFlow
🧠 AI & MLOps
⭐️⭐️ Advanced in MetaFlow
ML infrastructure for building and managing ML workflows.
BizOps
🤖 xOps
⭐️⭐️ Advanced in BizOps
Business operations practices for organizational efficiency.
SecOps
🤖 xOps
⭐️⭐️ Advanced in SecOps
Security operations for monitoring and responding to security threats.
ChatOps
🤖 xOps
⭐️⭐️ Advanced in ChatOps
Collaboration model using chat platforms for operations.
DataOps
🤖 xOps
⭐️⭐️ Advanced in DataOps
Practices for data management and analytics.
DevSecOps
🤖 xOps
⭐️⭐️ Advanced in DevSecOps
Integration of security practices into DevOps.
FinOps
🤖 xOps
⭐️⭐️ Advanced in FinOps
Cloud financial management and cost optimization.
GitOps
🤖 xOps
⭐️⭐️ Advanced in GitOps
Operations using Git for infrastructure management.
IssueOps
🤖 xOps
⭐️⭐️ Advanced in IssueOps
GitHub Issues-based operations workflows.
LLMOps
🤖 xOps
⭐️⭐️ Advanced in LLMOps
Operations for Large Language Model deployment and management.
DevGreenOps
🤖 xOps
⭐️⭐️ Advanced in DevGreenOps
Sustainable development and operations practices. (DevSusOps)
Ollama
🧠 AI Inference Engines & Formats
⭐️⭐️ Advanced in Ollama
User-friendly app for managing and running local LLMs with API integration.
vLLM
🧠 AI Inference Engines & Formats
⭐️⭐️ Advanced in vLLM
High-throughput library for efficient LLM inference on GPUs.
GGUF
🧠 AI Inference Engines & Formats
⭐️⭐️ Advanced in GGUF
File format for efficient storage of quantized LLMs on CPUs with metadata support.
Pickle
🧠 AI Inference Engines & Formats
⭐️⭐️ Advanced in Pickle
Python serialization format for saving model objects, including weights and architecture.
NumPy (.npy/.npz)
🧠 AI Inference Engines & Formats
⭐️⭐️ Advanced in NumPy (.npy/.npz)
Format for saving numerical arrays, useful for model weights in simple scenarios.
SAP ERP
📦 Enterprise Software
⭐️⭐️ Advanced in SAP ERP
Enterprise resource planning system.
Microsoft D365
📦 Enterprise Software
⭐️⭐️ Advanced in Microsoft D365
Microsoft Dynamics 365 for ERP and CRM.
Salesforce CRM
📦 Enterprise Software
⭐️⭐️ Advanced in Salesforce CRM
Customer relationship management platform.
ServiceNow ITSM
📦 Enterprise Software
⭐️⭐️ Advanced in ServiceNow ITSM
IT service management and workflow automation.
Apache Software Foundation
📦 Enterprise Software
⭐️⭐️ Advanced in Apache Software Foundation
Non-profit organization supporting Apache projects.
API Development
🌿 Core Development & Design Patterns
⭐️⭐️ Advanced in API Development
Building REST, GraphQL, and gRPC APIs.
Object-Oriented Programming (OOP)
🌿 Core Development & Design Patterns
⭐️⭐️ Advanced in Object-Oriented Programming (OOP)
Programming paradigm based on objects and classes.
Event-Driven Programming
🌿 Core Development & Design Patterns
⭐️⭐️ Advanced in Event-Driven Programming
Programming paradigm based on events and event handlers.
Reactive Programming
🌿 Core Development & Design Patterns
⭐️⭐️ Advanced in Reactive Programming
Programming paradigm oriented around data flows and the propagation of change.
Software Design Patterns
🌿 Core Development & Design Patterns
⭐️⭐️ Advanced in Software Design Patterns
Reusable solutions to common software design problems.
SOLID Principles
🌿 Core Development & Design Patterns
⭐️⭐️ Advanced in SOLID Principles
Object-oriented design principles.
Clean Code
🌿 Core Development & Design Patterns
⭐️⭐️ Advanced in Clean Code
Principles for writing maintainable code (DRY, KISS, YAGNI).
MVC & MVVM
🌿 Core Development & Design Patterns
⭐️⭐️ Advanced in MVC & MVVM
Architectural patterns for user interface design.
Event-Driven Design
🌿 Core Development & Design Patterns
⭐️⭐️ Advanced in Event-Driven Design
Architecture pattern using events for decoupling.
Domain-Driven Design
🌿 Core Development & Design Patterns
⭐️⭐️ Advanced in Domain-Driven Design
Software development approach centered around business domains.
Serverless Architecture
🌿 Core Development & Design Patterns
⭐️⭐️ Advanced in Serverless Architecture
Designing applications using serverless computing services.
Good X Practices
🌿 Core Development & Design Patterns
⭐️⭐️ Advanced in Good X Practices
Best practices across development disciplines.
QA & Testing Practices
🌿 Core Development & Design Patterns
⭐️⭐️ Advanced in QA & Testing Practices
Quality assurance and software testing methodologies.
Release & Build Management
🌿 Core Development & Design Patterns
⭐️⭐️ Advanced in Release & Build Management
Managing software releases and build processes.
SDLC
🌿 Core Development & Design Patterns
⭐️⭐️ Advanced in SDLC
Software Development Life Cycle management.
Data Structures & Algorithms
🌿 Core Development & Design Patterns
⭐️⭐️ Advanced in Data Structures & Algorithms
Fundamental computer science concepts.
Angular
📚 Frameworks & Runtimes
⭐️⭐️ Advanced in Angular
TypeScript-based web application framework.
Next.js
📚 Frameworks & Runtimes
⭐️⭐️ Advanced in Next.js
React framework for production web applications.
React
📚 Frameworks & Runtimes
⭐️⭐️ Advanced in React
JavaScript library for building user interfaces.
Vue
📚 Frameworks & Runtimes
⭐️⭐️ Advanced in Vue
Progressive JavaScript framework for web UIs.
Svelte
📚 Frameworks & Runtimes
⭐️⭐️ Advanced in Svelte
JavaScript framework for building user interfaces.
Django
📚 Frameworks & Runtimes
⭐️⭐️ Advanced in Django
Python web framework for rapid development.
FastAPI
📚 Frameworks & Runtimes
⭐️⭐️ Advanced in FastAPI
Modern Python web framework for APIs.
Spring Boot
📚 Frameworks & Runtimes
⭐️⭐️ Advanced in Spring Boot
Java framework for building microservices.
Quarkus
📚 Frameworks & Runtimes
⭐️⭐️ Advanced in Quarkus
Kubernetes-native Java framework.
FastMCP
📚 Frameworks & Runtimes
⭐️⭐️ Advanced in FastMCP
High-performance python framework for building AI applications.
Deno
📚 Frameworks & Runtimes
⭐️⭐️ Advanced in Deno
Secure JavaScript and TypeScript runtime.
Bitbucket
💻 Dev Tools & Repositories
⭐️⭐️ Advanced in Bitbucket
Git repository management solution by Atlassian.
Confluence
💻 Dev Tools & Repositories
⭐️⭐️ Advanced in Confluence
Collaboration platform for documentation and knowledge sharing.
Jira
💻 Dev Tools & Repositories
⭐️⭐️ Advanced in Jira
Project and issue tracking software.
GitLab
💻 Dev Tools & Repositories
⭐️⭐️ Advanced in GitLab
Complete DevOps platform with Git repository management.
Figma
💻 Dev Tools & Repositories
⭐️⭐️ Advanced in Figma
Collaborative interface design tool.
IntelliJ IDEA
💻 Dev Tools & Repositories
⭐️⭐️ Advanced in IntelliJ IDEA
Integrated development environment for Java and other languages.
Swagger/OpenAPI
💻 Dev Tools & Repositories
⭐️⭐️ Advanced in Swagger/OpenAPI
Tools for API design, documentation, and testing.
JFrog Artifactory
💻 Dev Tools & Repositories
⭐️⭐️ Advanced in JFrog Artifactory
Universal artifact repository manager.
Sonatype Nexus
💻 Dev Tools & Repositories
⭐️⭐️ Advanced in Sonatype Nexus
Repository manager for binary artifacts.
MCP
💻 Dev Tools & Repositories
⭐️⭐️ Advanced in MCP
Model Context Protocol for AI tool integration.
Better Agent
💻 Dev Tools & Repositories
⭐️⭐️ Advanced in Better Agent
CLI tool and a set of standards for agent building.
Copilot
💻 Dev Tools & Repositories
⭐️⭐️ Advanced in Copilot
AI-powered code completion tool by GitHub.
Yarn
📦 Package Managers & Build Tools
⭐️⭐️ Advanced in Yarn
Package manager for JavaScript with improved performance.
Poetry
📦 Package Managers & Build Tools
⭐️⭐️ Advanced in Poetry
Python dependency management and packaging tool.
Gradle
📦 Package Managers & Build Tools
⭐️⭐️ Advanced in Gradle
Build automation tool for multi-language development.
Maven
📦 Package Managers & Build Tools
⭐️⭐️ Advanced in Maven
Build automation and dependency management for Java.
apt
📦 Package Managers & Build Tools
⭐️⭐️ Advanced in apt
Package manager for Debian-based Linux distributions.
dnf
📦 Package Managers & Build Tools
⭐️⭐️ Advanced in dnf
Package manager for Fedora and Red Hat-based systems.
yum
📦 Package Managers & Build Tools
⭐️⭐️ Advanced in yum
Package manager for RPM-based Linux distributions.
pacman
📦 Package Managers & Build Tools
⭐️⭐️ Advanced in pacman
Package manager for Arch Linux.
snap
📦 Package Managers & Build Tools
⭐️⭐️ Advanced in snap
Universal Linux package system.
chocolatey
📦 Package Managers & Build Tools
⭐️⭐️ Advanced in chocolatey
Package manager for Windows.
nix
📦 Package Managers & Build Tools
⭐️⭐️ Advanced in nix
Functional package manager for Unix systems.
Exploratory Testing
🧪 Testing Types & Quality Assurance
⭐️⭐️ Advanced in Exploratory Testing
Unscripted testing work that occurs during a testing engagement.
Load Testing
🧪 Testing Types & Quality Assurance
⭐️⭐️ Advanced in Load Testing
Testing system behavior under normal and peak load conditions.
Performance Testing
🧪 Testing Types & Quality Assurance
⭐️⭐️ Advanced in Performance Testing
Testing to determine how a system performs in terms of responsiveness and stability.
Stress Testing
🧪 Testing Types & Quality Assurance
⭐️⭐️ Advanced in Stress Testing
Testing system behavior under extreme conditions to find breaking points.
Accessibility Testing
🧪 Testing Types & Quality Assurance
⭐️⭐️ Advanced in Accessibility Testing
Testing for compliance with accessibility standards.
Network Performance Benchmark
🧪 Testing Types & Quality Assurance
⭐️⭐️ Advanced in Network Performance Benchmark
Application of techniques and tools to estimate application response time during peak load conditions.
User-Centered Design
🧪 Testing Types & Quality Assurance
⭐️⭐️ Advanced in User-Centered Design
Methodology for shaping products that maximizes user satisfaction and value.
Voice User Interface Design
🧪 Testing Types & Quality Assurance
⭐️⭐️ Advanced in Voice User Interface Design
Designing software-based human-machine interface applications that communicate through voice and/or natural language.
Kanban
📖 Methodologies & Project Management
⭐️⭐️ Advanced in Kanban
Visual method for managing work and workflow.
V-Model
📖 Methodologies & Project Management
⭐️⭐️ Advanced in V-Model
Extension of waterfall model with testing phases.
Waterfall
📖 Methodologies & Project Management
⭐️⭐️ Advanced in Waterfall
Traditional sequential software development model.
Behavior-Driven Development (BDD)
📖 Methodologies & Project Management
⭐️⭐️ Advanced in Behavior-Driven Development (BDD)
Behavior-Driven Development for collaborative requirements definition.
Test-Driven Development (TDD)
📖 Methodologies & Project Management
⭐️⭐️ Advanced in Test-Driven Development (TDD)
Test-Driven Development methodology.
Design Thinking
📖 Methodologies & Project Management
⭐️⭐️ Advanced in Design Thinking
Human-centered approach to innovation and problem-solving.
ITIL
📖 Methodologies & Project Management
⭐️⭐️ Advanced in ITIL
IT Service Management framework.
Product Ownership
📖 Methodologies & Project Management
⭐️⭐️ Advanced in Product Ownership
Role responsible for maximizing product value.
Service Level Management
📖 Methodologies & Project Management
⭐️⭐️ Advanced in Service Level Management
Management of service levels including SLA, SLO, SLI.
Start-Up Methodologies
📖 Methodologies & Project Management
⭐️⭐️ Advanced in Start-Up Methodologies
Lean and agile practices for start-up environments.
Change Management
👔 Business & Leadership
⭐️⭐️ Advanced in Change Management
Managing organizational change and transitions.
Contract Management
👔 Business & Leadership
⭐️⭐️ Advanced in Contract Management
Administration and oversight of contracts.
Customer Success
👔 Business & Leadership
⭐️⭐️ Advanced in Customer Success
Ensuring customer satisfaction and retention.
Delivery Management
👔 Business & Leadership
⭐️⭐️ Advanced in Delivery Management
Oversight of project delivery and implementation.
Engineering & Program Management
👔 Business & Leadership
⭐️⭐️ Advanced in Engineering & Program Management
Management of engineering teams and programs.
M&A Change Management
👔 Business & Leadership
⭐️⭐️ Advanced in M&A Change Management
Management of mergers, acquisitions, and organizational change.
Migration Management
👔 Business & Leadership
⭐️⭐️ Advanced in Migration Management
Planning and execution of system or data migrations.
Post-Sales Professional Services
👔 Business & Leadership
⭐️⭐️ Advanced in Post-Sales Professional Services
Implementation and support after sales.
Pre-Sales Professional Services
👔 Business & Leadership
⭐️⭐️ Advanced in Pre-Sales Professional Services
Technical support for sales and solution design.
RFI/RFQ/RFP
👔 Business & Leadership
⭐️⭐️ Advanced in RFI/RFQ/RFP
Request for Information / Quote/ Proposal processes.
Sales & Cost Management
👔 Business & Leadership
⭐️⭐️ Advanced in Sales & Cost Management
Management of sales processes and cost control.
Sales Enablement
👔 Business & Leadership
⭐️⭐️ Advanced in Sales Enablement
Providing sales teams with the tools and resources they need.
Sales Operations
👔 Business & Leadership
⭐️⭐️ Advanced in Sales Operations
Managing sales processes and operations.
Solution Architecture (Pre-Sales)
👔 Business & Leadership
⭐️⭐️ Advanced in Solution Architecture (Pre-Sales)
Technical solution design for sales opportunities.
Statement of Work (SOW) Development
👔 Business & Leadership
⭐️⭐️ Advanced in Statement of Work (SOW) Development
Creating detailed project scope and deliverables.
Master Service Agreement (MSA) Development
👔 Business & Leadership
⭐️⭐️ Advanced in Master Service Agreement (MSA) Development
Drafting overarching service agreements.
Stakeholder, Partner & Vendor Management
👔 Business & Leadership
⭐️⭐️ Advanced in Stakeholder, Partner & Vendor Management
Management of relationships with stakeholders and partners.
Communication
👥 Soft Skills
⭐️⭐️ Advanced in Communication
Clear and effective exchange of information.
Mentoring
👥 Soft Skills
⭐️⭐️ Advanced in Mentoring
Guiding and supporting others' professional development.
Project Management
👥 Soft Skills
⭐️⭐️ Advanced in Project Management
Planning, executing, and controlling projects.
Stakeholder Management
👥 Soft Skills
⭐️⭐️ Advanced in Stakeholder Management
Managing relationships with project stakeholders.
Tech Presentations
👥 Soft Skills
⭐️⭐️ Advanced in Tech Presentations
Presenting technical concepts to various audiences.
Time Management
👥 Soft Skills
⭐️⭐️ Advanced in Time Management
Efficient use of time and prioritization of tasks.
HAX
🎨 User Experience & Interaction Design
⭐️⭐️ Advanced in HAX
Human-centered AI eXperiences for building inclusive AI applications.
Google HAX Best Practices
🎨 User Experience & Interaction Design
⭐️⭐️ Advanced in Google HAX Best Practices
Recommendations for building inclusive and user-friendly experiences.
Unreal Engine
🎨 User Experience & Interaction Design
⭐️⭐️ Advanced in Unreal Engine
Open-source videogame engine.
Interaction Design
🎨 User Experience & Interaction Design
⭐️⭐️ Advanced in Interaction Design
The business processes and systems design which enable a user or group to access, interact, and affect digital or analog systems or processes using an application, or device or tool is interactive design.
User Experience Design
🎨 User Experience & Interaction Design
⭐️⭐️ Advanced in User Experience Design
Process of designing and providing solutions to people's problems
User Interface Design
🎨 User Experience & Interaction Design
⭐️⭐️ Advanced in User Interface Design
Process of designing the graphical user interfaces (the look and feel).
User Interaction Design
🎨 User Experience & Interaction Design
⭐️⭐️ Advanced in User Interaction Design
Process of designing the interaction inputs, components, such as forms, buttons, links, interaction outputs, and message prompts.
User Journey
🎨 User Experience & Interaction Design
⭐️⭐️ Advanced in User Journey
Presentation a potential user progress typically through multiple touchpoints before taking a desired action.
Accessibility Measurement KPIs
🎨 User Experience & Interaction Design
⭐️⭐️ Advanced in Accessibility Measurement KPIs
Observability tools that provide visibility into the performance of entire features.
Web Performance Metrics
🎨 User Experience & Interaction Design
⭐️⭐️ Advanced in Web Performance Metrics
Numerical values that tell us something, and we want to make them better.
Linode/Akamai Cloud Computing
☁️ Cloud Platforms
⭐️ Intermediate in Linode/Akamai Cloud Computing
High-performance cloud computing with global edge network integration.
Vultr
☁️ Cloud Platforms
⭐️ Intermediate in Vultr
High-performance cloud computing with global presence and competitive pricing.
Netlify
☁️ Cloud Platforms
⭐️ Intermediate in Netlify
Modern development platform for Jamstack sites with advanced DevOps workflows.
Render
☁️ Cloud Platforms
⭐️ Intermediate in Render
Simple cloud platform for deploying web services, static sites, and databases.
Cypress
🔧 DevOps & CI/CD
⭐️ Intermediate in Cypress
End-to-end testing framework for web applications.
ISO/IEC 13485
🛡️ Governance, Security & Compliance
⭐️ Intermediate in ISO/IEC 13485
Medical Devices – Quality Management Systems.
ISO/IEC 62304
🛡️ Governance, Security & Compliance
⭐️ Intermediate in ISO/IEC 62304
Medical Device Software – Software Life Cycle Processes.
Zabbix
Monitoring & Observability
⭐️ Intermediate in Zabbix
Open-source monitoring solution for networks and applications.
New Relic
Monitoring & Observability
⭐️ Intermediate in New Relic
Application performance monitoring and observability platform.
Sentry
Monitoring & Observability
⭐️ Intermediate in Sentry
Error tracking and performance monitoring for applications.
Rust
💻 Programming Languages
⭐️ Intermediate in Rust
Systems programming language focused on safety and performance.
Kotlin
💻 Programming Languages
⭐️ Intermediate in Kotlin
Modern programming language for JVM and Android development.
Ruby
💻 Programming Languages
⭐️ Intermediate in Ruby
Dynamic, object-oriented programming language.
HL7
🗄️ Databases & Data Platforms
⭐️ Intermediate in HL7
Health Level Seven International standards for healthcare data exchange (with FHIR)
MQ (RabbitMQ)
💬 Messaging & Event Streaming
⭐️ Intermediate in MQ (RabbitMQ)
Open-source message broker framework.
Superlinked
🧠 AI & MLOps
⭐️ Intermediate in Superlinked
Vector database for AI-powered search and matching on semi-structured data.
Active Learning
🧠 AI & MLOps
⭐️ Intermediate in Active Learning
ML technique using human feedback to improve model performance.
Anomaly Detection
🧠 AI & MLOps
⭐️ Intermediate in Anomaly Detection
Techniques for identifying unusual patterns in data.
Feature Engineering
🧠 AI & MLOps
⭐️ Intermediate in Feature Engineering
Process of creating features for ML models.
Hyperparameter Tuning
🧠 AI & MLOps
⭐️ Intermediate in Hyperparameter Tuning
Optimization of model hyperparameters.
Inference Engineering
🧠 AI & MLOps
⭐️ Intermediate in Inference Engineering
Optimization of ML model inference performance.
Supervised Learning
🧠 AI & MLOps
⭐️ Intermediate in Supervised Learning
ML paradigm using labeled training data.
Unsupervised Learning
🧠 AI & MLOps
⭐️ Intermediate in Unsupervised Learning
ML techniques for unlabeled data analysis.
llama.cpp
🧠 AI Inference Engines & Formats
⭐️ Intermediate in llama.cpp
C/C++ library for efficient local LLM inference on standard hardware without external dependencies.
GPTQ
🧠 AI Inference Engines & Formats
⭐️ Intermediate in GPTQ
Quantization format optimized for fast inference on GPUs.
AWQ
🧠 AI Inference Engines & Formats
⭐️ Intermediate in AWQ
GPU quantization format balancing speed and accuracy by protecting weights.
EXL2
🧠 AI Inference Engines & Formats
⭐️ Intermediate in EXL2
Advanced GPU inference format, evolution of GPTQ and AWQ.
PyTorch (bin/pth)
🧠 AI Inference Engines & Formats
⭐️ Intermediate in PyTorch (bin/pth)
PyTorch framework format for unquantized models.
TensorFlow (pb)
🧠 AI Inference Engines & Formats
⭐️ Intermediate in TensorFlow (pb)
TensorFlow framework format for unquantized models.
ONNX
🧠 AI Inference Engines & Formats
⭐️ Intermediate in ONNX
Open standard for machine learning interoperability across frameworks.
Safetensors
🧠 AI Inference Engines & Formats
⭐️ Intermediate in Safetensors
Safe and fast format for storing model tensors, often for unquantized models.
HDF5
🧠 AI Inference Engines & Formats
⭐️ Intermediate in HDF5
Hierarchical format for storing large datasets, often used with Keras for model weights.
Functional Programming
🌿 Core Development & Design Patterns
⭐️ Intermediate in Functional Programming
Programming paradigm treating computation as the evaluation of mathematical functions.
Procedural Programming
🌿 Core Development & Design Patterns
⭐️ Intermediate in Procedural Programming
Programming paradigm based on procedure calls.
FastRTC
📚 Frameworks & Runtimes
⭐️ Intermediate in FastRTC
Framework for building real-time applications with WebRTC.
Flask
📚 Frameworks & Runtimes
⭐️ Intermediate in Flask
Lightweight Python web framework.
.NET
📚 Frameworks & Runtimes
⭐️ Intermediate in .NET
Software framework for building various applications.
Unity
🎨 User Experience & Interaction Design
⭐️ Intermediate in Unity
Real-time interactive application development platform.

Certifications

AZ-305 Microsoft Certified: Azure Solutions Architect Expert logo

AZ-305 Microsoft Certified: Azure Solutions Architect Expert

ID: 94EECF9FD93664D7

No: 1CY4C3-6CD13F

Renewed: September 2025

View Certificate
AZ-104 Microsoft Certified: Azure Administrator Associate logo

AZ-104 Microsoft Certified: Azure Administrator Associate

ID: 8A4B34D183B17C91

No: 1B1714-U17F15

Renewed: August 2025

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AZ-900 Microsoft Certified: Azure Fundamentals logo

AZ-900 Microsoft Certified: Azure Fundamentals

ID: 7CD3DB3A4B7F3F79

No: 2EF0F4-47K624

Renewed: July 2025

View Certificate