DevOps, DevSecOps & MLOps Tools
Complete Toolchain for Modern Development, Security, and Machine Learning Operations
All Tools
DevOps
DevSecOps
MLOps
Python & Frameworks
DevOps Tools
Git
Distributed version control system for tracking changes in source code
Docker
Platform for developing, shipping, and running applications in containers
Kubernetes
Container orchestration system for automating deployment and management
Ansible
Automation tool for configuration management, deployment, and orchestration
Jenkins
Open source automation server for CI/CD pipelines
Terraform
Infrastructure as Code tool for building, changing, and versioning infrastructure
Cloud Platforms
AWS, Azure, and Google Cloud Platform for scalable cloud infrastructure
DevOps
Culture and practice of development and operations teams working together
Cloud Migration
Process of moving data, applications, and other business elements to the cloud
Cloud Optimization
Strategies for improving performance and reducing costs in cloud environments
IAM
Identity and Access Management for secure resource access control
CI/CD Pipeline
Continuous Integration and Continuous Delivery for automated software release
Python
Versatile programming language for automation, scripting, and data analysis
AI/MLOps
Practices for deploying and maintaining machine learning models in production
Linux Administration
Skills for managing and maintaining Linux-based systems and servers
Cloud Security
Practices and technologies for protecting cloud-based systems and data
Data Warehouse
Centralized repositories for integrated data from one or more disparate sources
DevSecOps & Security Tools
DevSecOps
Integrating security practices within the DevOps process
SAST
Static Application Security Testing for analyzing source code for vulnerabilities
DAST
Dynamic Application Security Testing for analyzing running applications
Sonar Cloud
Cloud-based code quality and security analysis platform
Aqua Security
Cloud native security platform for container-based and serverless applications
Trivy
Simple and comprehensive vulnerability scanner for containers and other artifacts
Anchor
Security platform for Kubernetes and cloud native environments
CheckOV
Static code analysis tool for infrastructure as code (Terraform, CloudFormation, etc.)
Git Guardian
Detects secrets and sensitive information in source code and git repositories
Hashicorp Vault
Tool for securely storing and accessing secrets, tokens, and encryption keys
Prism Cloud
Cloud security posture management and compliance monitoring
Terrascan
Static code analyzer for Infrastructure as Code to detect security compliance violations
Azure Defender
Cloud security solution for Azure resources and hybrid workloads
OPA Gatekeeper
Policy controller for Kubernetes that enforces policies on cluster objects
CSPM
Cloud Security Posture Management for continuous cloud security and compliance
AWS Security Hub
Cloud security posture management service that performs security best practice checks
Wiz
Cloud security platform that provides visibility and risk assessment across cloud environments
Keyverno
Policy-based control for cloud native environments
MLOps Tools
MLFlow
Open source platform for managing the end-to-end machine learning lifecycle
Kubeflow
Kubernetes-native platform for developing, orchestrating, and deploying ML systems
Airflow
Platform to programmatically author, schedule and monitor workflows
SageMaker
AWS fully managed service to build, train, and deploy machine learning models
Seldon
Open source platform for deploying and monitoring machine learning models on Kubernetes
ONNX
Open standard for representing machine learning models for interoperability
DVC
Data Version Control system for machine learning projects
Python Frameworks & Infrastructure
Scikit-learn
Machine learning library for Python with simple and efficient tools for data mining
TensorFlow
End-to-end open source platform for machine learning and deep learning
PyTorch
Open source machine learning framework that accelerates research to production
Flask
Lightweight WSGI web application framework in Python
FastAPI
Modern, fast web framework for building APIs with Python
Django
High-level Python Web framework that encourages rapid development
GPU
Graphics Processing Unit for accelerated computing and deep learning
CPU
Central Processing Unit for general-purpose computing tasks