License & Deployment Mix: 16 tools – 1 OSS, 9 SaaS. (OSS and SaaS counts can overlap when an open-source tool also offers a vendor-hosted edition.)

What Is Training Lab Software?

Training lab software provides hands-on, interactive computing environments for learners. Unlike traditional LMS platforms (see Learning Management Systems) that focus on course content delivery, video lectures, and quizzes, training lab software provisions actual infrastructure – virtual machines, containers, cloud resources, and network topologies – that learners interact with directly through a browser or remote desktop.

The distinction matters: an LMS teaches you about a technology; a training lab lets you use the technology in a sandboxed, time-limited environment where mistakes have no consequences.

Training lab platforms provide domain-specific capabilities that general virtualization or LMS tools cannot:

  • Lab provisioning – on-demand creation of pre-configured environments (VMs, containers, cloud resources) from templates or blueprints
  • Browser-based access – in-browser terminals, desktops, and application UIs without requiring local software installation (SSH, RDP, VNC)
  • Time-limited sessions – automatic teardown of lab environments after a set duration to control costs and enforce schedules
  • Instructor dashboards – real-time visibility into learner progress, environment status, and the ability to assist or take over sessions
  • Guided tutorials – step-by-step instructions with validation checks that confirm the learner completed each task correctly
  • Skill assessments – challenge-based labs that grade learner actions against expected outcomes (file changes, service states, configs)
  • Sandboxed infrastructure – isolated environments that prevent learners from affecting production systems or each other
  • Content authoring – tools for instructors to create lab blueprints, write instructions, and define validation scripts
  • Environment snapshots – save and restore lab state for multi-session courses or debugging

The information on these pages was researched by a combination of human review and large language models. To suggest an addition or correction, please contact us. Prepared by Rhodium Systems Inc., author of the ResorsIT platform — a unified IT operations management platform for IT teams and MSPs that integrates a curated suite of open-source, commercial, and SaaS applications into a single system with shared identity, single sign-on, access control, and a common audit trail. Use this catalogue only as a starting point for your own research, and review any tool carefully against your own requirements before relying on it. Catalogue data version 2026.197.

Comparison


Feature Matrix – Lab Platforms

FeatureInstruqtKillercodaLabExStrigoCloudShare
Cloud VMsYesNo*NoYesYes
ContainersYesYesYesNoNo
Browser terminalYesYesYesYesYes
Browser desktopYesNoYesYesYes
Guided labsYesYesYesYesYes
Auto validationYesYesYesNoNo
Instructor toolsBasicNoNoYesYes
Self-pacedYesYesYesYesYes
Video confNoNoNoYesNo

* = pre-configured Ubuntu VMs, not cloud- provisioned

FeatureSkillableAppsemblerReadyTechHatsize
Cloud VMsYesYesYesN/A*
ContainersYesYesNoN/A
Browser terminalYesYesYesN/A
Browser desktopYesNoYesN/A
Guided labsYesYesYesN/A
Auto validationYesNoNoN/A
Instructor toolsYesBasicYesN/A
Self-pacedYesYesBasicN/A
Video confNoNoYesN/A

* = Hatsize acquired by CloudShare; no longer available standalone

Feature Matrix – Infrastructure Tools

FeatureGuacamoleKubeVirtProxmox VEoVirt
VM managementNoYesYesYes
Container mgmtNoNoYes (LXC)No
Browser accessYesNo*Basic**Basic**
Guided labsNoNoNoNo
Auto validationNoNoNoNo
Instructor toolsNoNoNoNo
TemplatesNoYesYesYes
SnapshotsNoYesYesYes
APIYesYesYesYes

* = VNC console via virtctl; no browser gateway ** = single-session noVNC; not scalable for lab access

Feature Matrix – Platform-Specific

FeatureAWS WorkshopMS LearnGCP Skills Boost
Cloud sandboxAWS onlyAzure onlyGCP only
Browser terminalCloudShellCloud ShellCloud Shell
Browser IDECloud9VS CodeShell Editor
Guided labsYesYesYes
Auto validationNoNoYes
Custom contentYesNoLimited
FreeResources*YesFreemium
Multi-cloudNoNoNo

* = platform free; customer pays for AWS resources (or AWS provides credits for events)


Deployment Comparison

ToolTypeSelf-HostedSaaSHybrid
Apache GuacamoleOSSYesNoNo
KubeVirtOSSYesNoNo
Proxmox VEOSSYesNoNo
oVirtOSSYesNoNo
InstruqtCommercialNoYesNo
KillercodaFreemiumNoYesNo
LabExFreemiumNoYesNo
StrigoCommercialNoYesNo
CloudShareCommercialNoYesNo
SkillableCommercialNoYesYes
AppsemblerCommercialNoYesNo
ReadyTechCommercialNoYesNo
HatsizeAcquiredNoN/ANo
AWS WorkshopPlatformNoYesNo
MS LearnPlatformNoYesNo
GCP Skills BoostPlatformNoYesNo

Licensing Comparison

ToolLicenseCost Model
Apache GuacamoleApache 2.0Free
KubeVirtApache 2.0Free
Proxmox VEAGPL-3.0Free; optional support
oVirtApache 2.0Free
InstruqtProprietaryEnterprise pricing
KillercodaProprietaryFree tier; paid Pro
LabExProprietaryFree tier; ~$15–20/mo
StrigoProprietaryEnterprise pricing
CloudShareProprietaryEnterprise pricing
SkillableProprietaryPer-lab-launch
AppsemblerProprietaryEnterprise pricing
ReadyTechProprietaryEnterprise pricing
HatsizeProprietaryAcquired (CloudShare)
AWS WorkshopProprietaryResource costs only
MS LearnProprietaryFree
GCP Skills BoostProprietaryFreemium (~$29–59/mo)

SSO / OIDC Comparison

OIDC is the preferred SSO protocol.

ToolOIDCSAMLLTIAuthentik Notes
Apache GuacamoleYesYesNoFull OIDC support
KubeVirtK8s*NoNoK8s OIDC provider
Proxmox VEYesNoNoNative OIDC support
oVirtNoNoNoLDAP outpost only
InstruqtYesYesYesFull OIDC support
KillercodaNoNoNoSocial login only
LabExNoNoNoNo SSO
StrigoYesYesYesFull OIDC support
CloudShareYesYesYesFull OIDC support
SkillableYesYesYesFull OIDC support
AppsemblerYesYesYesFull OIDC support
ReadyTech?Yes?SAML via Authentik
HatsizeN/AN/AN/AAcquired
AWS WorkshopYes**Yes**NoVia IAM Identity Ctr
MS LearnYes**Yes**NoVia Entra ID
GCP Skills BoostYes**Yes**YesVia Google Workspace

* = Kubernetes-level OIDC, not KubeVirt- specific ** = indirect; requires federation with cloud provider identity service ? = not publicly documented; contact vendor

Best SSO support: Instruqt, Strigo, CloudShare, Skillable, and Appsembler offer native OIDC/SAML that integrates directly with Authentik. Apache Guacamole and Proxmox VE have native OIDC support for self-hosted tools.


Automated Validation / Grading

ToolAuto ValidationScoringChallenge Mode
InstruqtYes (scripts)NoYes
KillercodaYes (scripts)NoNo
LabExYesNoYes
SkillableYes (scripts)Yes (%)Yes
GCP Skills BoostYes (API checks)Yes (%)Yes
StrigoNoNoNo
CloudShareNoNoNo
AppsemblerNo*NoNo
ReadyTechNoNoNo
AWS WorkshopNoNoNo
MS LearnNo**NoNo
GuacamoleNoNoNo
KubeVirtNoNoNo
Proxmox VENoNoNo
oVirtNoNoNo

* = LMS quiz/assessment only, not lab validation ** = knowledge checks (quizzes) but no lab task validation

Best validation: Skillable and Google Cloud Skills Boost offer the most sophisticated automated validation with percentage-based scoring. Instruqt offers script-based validation without numeric scoring.


Virtual Classroom Capabilities

ToolVideoScreen ShareSession ObserveTakeover
StrigoYesYesYesYes
ReadyTechYesYesYesYes
CloudShareNoNoYesYes
SkillableNoNoYesNo
InstruqtNoNoBasicNo
OthersNoNoNoNo

Best virtual classroom: Strigo and ReadyTech offer integrated video conferencing with instructor tools. CloudShare provides session observation without video.


Tools

16 tools.

Apache Guacamole

Apache Guacamole is a clientless remote desktop gateway that provides browser-based access to remote desktops and servers via RDP, VNC, SSH, Telnet, and Kubernetes exec.

License: Apache-2.0 (OSS) · Kind: web · Deploy: native, docker · SSO: OIDC, SAML

Website · Source

Appsembler

Appsembler combines a managed Open edX LMS with virtual lab environments, bridging the gap between content delivery and hands-on training.

License: Proprietary (proprietary) · Kind: web · Deploy: saas · SSO: OIDC, SAML

Website

AWS Workshop Studio

AWS Workshop Studio (formerly AWS Workshop) is Amazon’s platform for creating and delivering hands-on AWS training workshops.

License: Proprietary (proprietary) · Kind: web · Deploy: saas · SSO: OIDC, SAML

Website

CloudShare

CloudShare is a virtual IT labs platform for training, demos, sandboxes, and proof-of-concept environments.

License: Proprietary (proprietary) · Kind: web · Deploy: saas · SSO: OIDC, SAML

Website

Google Cloud Skills Boost

Google Cloud Skills Boost (formerly Qwiklabs) is Google’s hands-on learning platform for Google Cloud technologies.

License: Proprietary (proprietary) · Kind: web · Deploy: saas · SSO: OIDC, SAML

Website

Hatsize

Hatsize was a virtual lab platform for training, demos, and proof-of-concept environments. In 2019, Hatsize was acquired by CloudShare and its technology and customers were integrated into the CloudShare platform.

License: Proprietary (proprietary) · Kind: web · Deploy: saas · SSO: OIDC, SAML

Website

Instruqt

Instruqt is a proprietary SaaS platform for interactive, hands-on technical training labs, provisioning real cloud infrastructure per learner with browser access and automated challenge validation.

License: Proprietary (proprietary) · Kind: web · Deploy: saas · SSO: OIDC, SAML

Website

Killercoda

Killercoda is an interactive learning platform that provides browser-based Linux and Kubernetes lab environments.

License: Proprietary (proprietary) · Kind: web · Deploy: saas · SSO: none

Website

KubeVirt

KubeVirt extends Kubernetes to run traditional virtual machines alongside containers using the same Kubernetes API and tooling.

License: Apache-2.0 (OSS) · Kind: web · Deploy: native, k8s · SSO: none

Website · Source

LabEx

LabEx is an interactive technical learning platform that provides browser-based Linux lab environments with guided, hands-on exercises.

License: Proprietary (proprietary) · Kind: web · Deploy: saas · SSO: none

Website

Microsoft Learn Sandbox

Microsoft Learn is Microsoft’s official learning platform that includes free, browser-based sandbox environments for hands-on Azure exercises.

License: Proprietary (proprietary) · Kind: web · Deploy: saas · SSO: OIDC, SAML

Website

oVirt

oVirt is an open-source virtualization management platform built on KVM. It provides a centralized web-based management console (oVirt Engine) for managing multiple KVM hypervisor hosts, VMs, storage, and networking.

License: Apache-2.0 (OSS) · Kind: web · Deploy: native · SSO: none

Website · Source

Proxmox VE

Proxmox Virtual Environment (Proxmox VE) is an open-source server virtualization platform that combines KVM hypervisor and LXC containers with a web-based management interface.

License: AGPL-3.0-only (OSS) · Kind: web · Deploy: native · SSO: OIDC

Website · Source

ReadyTech

ReadyTech is a virtual classroom and hands-on lab platform focused on instructor-led training (ILT) delivery.

License: Proprietary (proprietary) · Kind: web · Deploy: saas · SSO: OIDC, SAML

Website

Skillable

Skillable (formerly Learn on Demand Systems) is an enterprise lab platform used by major training organizations, certification bodies, and software vendors.

License: Proprietary (proprietary) · Kind: web · Deploy: saas · SSO: OIDC, SAML

Website

Strigo

Strigo is a virtual classroom and hands-on lab platform designed for instructor-led technical training (ILT) and self-paced learning.

License: Proprietary (proprietary) · Kind: web · Deploy: saas · SSO: OIDC, SAML

Website

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