Browse the lab catalog
76 environments available.
AWS Lambda
Amazon Web Services
Serverless sandbox for building and testing Lambda functions.
View labAmazon Bedrock
Amazon Web Services
Amazon Bedrock sandbox with foundation model access for generative AI.
View labAmazon EC2
Amazon Web Services
Launch and manage EC2 instances in an isolated sandbox account.
View labApache Kafka
Apache
Kafka cluster with sample topics for event-streaming practice.
View labAzure AI
Microsoft Azure
Pre-provisioned sandbox for Azure AI Services (vision, language, speech, document intelligence).
View labAzure OpenAI
Microsoft Azure
Azure OpenAI Service sandbox with GPT and embedding model deployments.
View labChatGPT Enterprise / OpenAI
OpenAI
OpenAI API sandbox for building and testing GPT-powered applications.
View labClaude (Anthropic)
Anthropic
Anthropic API sandbox for building with Claude models.
View labCybersecurity & Ethical Hacking Lab
Cybersecurity & Ethical Hacking
Isolated attack/defense range with vulnerable targets for ethical hacking practice.
View labGitHub Actions
GitHub
Sandbox repository configured for building GitHub Actions workflows.
View labKubernetes
CNCF
Multi-node Kubernetes cluster for hands-on orchestration practice.
View labPostgreSQL
Databases
PostgreSQL instance with sample schemas and extensions enabled.
View labRAG Applications & Vector Databases
Artificial Intelligence & Generative AI
RAG sandbox with a vector database and sample document corpus ready to query.
View labSnowflake
Snowflake
Snowflake account with sample databases for warehousing practice.
View labTerraform & Infrastructure as Code
HashiCorp
Sandbox cloud account for writing and applying Terraform configurations.
View labUbuntu Linux Virtual Machine
Canonical
Ubuntu LTS server VM with SSH access for general Linux work.
View labVertex AI
Google Cloud Platform
Google Cloud's unified ML platform for training and deploying models.
View lab.NET Development Environment
Microsoft
.NET SDK workspace for building ASP.NET Core applications.
View labAWS CloudFormation
Amazon Web Services
Infrastructure-as-code sandbox for authoring and deploying CloudFormation stacks.
View labAWS IAM
Amazon Web Services
Sandbox for practicing IAM users, roles, policies and permission boundaries.
View labAlmaLinux
AlmaLinux
AlmaLinux server VM, another RHEL-compatible community distribution.
View labAmazon ECS
Amazon Web Services
ECS cluster (Fargate & EC2 launch types) for container orchestration practice.
View labAmazon EKS
Amazon Web Services
Managed Kubernetes cluster on AWS (EKS) with kubectl access.
View labAmazon EMR
Amazon Web Services
Managed Hadoop/Spark clusters on AWS via EMR.
View labAmazon RDS
Amazon Web Services
Managed relational databases on RDS (PostgreSQL, MySQL, SQL Server & more).
View labAmazon Redshift
Amazon Web Services
Redshift cluster with sample data warehouse schemas.
View labAmazon S3
Amazon Web Services
S3 buckets pre-provisioned for object storage, versioning and lifecycle labs.
View labAmazon SageMaker
Amazon Web Services
SageMaker Studio for building, training and deploying ML models.
View labAnsible
Red Hat
Control node with managed hosts for configuration-management practice.
View labApache Airflow
Apache
Airflow instance for building and scheduling data pipelines (DAGs).
View labApache Spark
Apache
Standalone Spark cluster for batch and streaming data-processing practice.
View labAzure AI Foundry
Microsoft Azure
Azure AI Foundry project for building and evaluating agentic AI applications.
View labAzure Databricks
Microsoft Azure
Managed Databricks workspace running on Azure with sample lakehouse data.
View labAzure DevOps
Microsoft Azure
Azure DevOps organization with Boards, Repos, Pipelines and Artifacts.
View labAzure Machine Learning
Microsoft Azure
End-to-end Azure ML workspace for training, tracking and deploying models.
View labAzure Synapse Analytics
Microsoft Azure
Synapse workspace with SQL pools and pipelines for enterprise analytics.
View labBigQuery
Google Cloud Platform
Serverless data warehouse with public and sample datasets loaded.
View labCentOS Linux
CentOS
CentOS Stream server VM for RHEL-compatible administration practice.
View labCloud Storage
Google Cloud Platform
GCP object storage buckets for practicing storage classes and IAM.
View labCompute Engine
Google Cloud Platform
GCP virtual machines for compute, networking and image management labs.
View labCrewAI, AutoGen & AI Agents
Artificial Intelligence & Generative AI
Multi-agent orchestration sandbox using CrewAI and AutoGen frameworks.
View labDatabricks Sandbox (Azure, GCP & AWS)
Databricks
Multi-cloud Databricks workspace — choose Azure, GCP or AWS as the host cloud.
View labDocker & Container Platforms
Docker
Docker host for building images, running containers and Compose stacks.
View labGitHub Copilot
GitHub
GitHub Copilot enabled workspace for AI pair-programming practice.
View labGitLab CI/CD
GitLab
GitLab project pre-configured with a working .gitlab-ci.yml pipeline.
View labGolang Development Environment
Development Environments
Go toolchain workspace for building services and CLI tools.
View labGoogle Gemini
Gemini API sandbox for building multimodal generative AI applications.
View labGoogle Kubernetes Engine (GKE)
Google Cloud Platform
Managed Kubernetes on GCP with Autopilot and Standard cluster options.
View labHadoop
Apache
HDFS + YARN cluster for classic big-data processing practice.
View labJava Development Environment
Development Environments
Java + Maven/Gradle workspace for backend development practice.
View labJenkins
Jenkins
Jenkins server pre-configured for CI/CD pipeline practice.
View labLangChain & LangGraph
LangChain
Pre-configured workspace for building LLM pipelines and agent graphs.
View labLinux Administration & Shell Scripting Lab
Linux Administration & Shell Scripting
Multi-distro Linux environment for sysadmin and Bash scripting practice.
View labMeta Llama
Meta
Self-hosted Llama model sandbox for open-weight LLM experimentation.
View labMicrosoft Copilot
Microsoft
Microsoft 365 Copilot sandbox tenant for enterprise AI-assistant workflows.
View labMicrosoft Fabric
Microsoft
Microsoft Fabric capacity for unified analytics across the OneLake platform.
View labMicrosoft SQL Server
Microsoft
SQL Server instance with sample databases for T-SQL practice.
View labMistral AI
Mistral AI
Mistral model sandbox for building efficient open-weight LLM apps.
View labMongoDB
Databases
MongoDB instance with sample collections for document-database practice.
View labMySQL
Databases
MySQL server with sample schemas for query and admin practice.
View labNetworking & Cloud Infrastructure Lab
Networking & Cloud Infrastructure
Virtual networking sandbox covering VPCs, subnets, routing and firewalls.
View labNode.js Development Environment
Development Environments
Node.js workspace with npm/yarn/pnpm ready for full-stack development.
View labOpenShift
Red Hat
Red Hat OpenShift cluster for enterprise Kubernetes practice.
View labOracle Cloud Infrastructure (OCI)
Oracle Cloud Infrastructure
OCI tenancy sandbox covering compute, networking, storage and Autonomous Database.
View labOracle Database
Oracle
Oracle Database instance with sample schemas for PL/SQL practice.
View labPower BI
Microsoft
Power BI workspace with sample datasets for report and dashboard building.
View labPython Development Environment
Development Environments
Ready-to-code Python environment with common frameworks pre-installed.
View labRancher
SUSE
Rancher-managed multi-cluster Kubernetes environment.
View labRed Hat Enterprise Linux (RHEL)
Red Hat
RHEL server VM for enterprise Linux administration practice.
View labRocky Linux
Rocky Linux
Rocky Linux server VM, a stable downstream RHEL rebuild.
View labSAP (Selected Training Environments)
SAP
Curated SAP training environments for selected modules on request.
View labSalesforce Platform
Salesforce
Salesforce developer org for Apex, Flow and admin practice.
View labServiceNow
ServiceNow
ServiceNow instance for ITSM workflow and admin practice.
View labVMware Virtualization Lab
VMware
vSphere/ESXi environment for enterprise virtualization practice.
View labWindows 10 Virtual Machine
Microsoft
Fully licensed Windows 10 desktop VM accessible via RDP.
View labWindows 11 Virtual Machine
Microsoft
Fully licensed Windows 11 desktop VM accessible via RDP.
View lab