VELDA Review 2025: Best Platform to run training/ML jobs?

E | Last updated Sep 16, 2025

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Are you tired of complex, time-consuming cloud setups?

Do you feel overwhelmed by constant configuration and resource management? We get it.

Many developers face a common problem.

They have costly but idle GPUs on their local machines, or a complex workflow to launch jobs that need GPUs.

But what if there was a better way?

Velda promises to simplify the entire process, letting you focus on what you do best: coding.

In this review, we’ll dive deep into whether this platform lives up to the hype and if it’s truly the best cloud development platform for 2025.

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VELDA

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What is VELDA?

Velda is a cloud platform for software engineers.

Think of it as a supercharged online workspace.

It gives you immediate access to powerful compute power without the usual hassle.

With Velda, you can run your code, build applications, and handle large amounts of data without any complex setup.

This platform provides a ready-made environment that you can connect to directly from tools like VS Code.

It’s designed to make you more productive. The founder created it to make things simpler.

Instead of spending hours to provision an environment, you can get started in seconds.

You can even use pre-built templates. This helps you quickly tackle demanding workload tasks.

It simplifies things, so you can focus on making changes and creating amazing software.

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Who Created VELDA?

Velda was created by Chuan Qiu.

The company’s vision is to make cloud computing accessible and friction-free for every developer.

They aim to simplify complex setups, allowing teams to focus on innovation and collaboration rather than infrastructure management.

This goal is at the core of their platform.

Top Benefits of VELDA

  • Boosted Productivity: Velda removes the friction of setting up environments, allowing you to get straight to work. This means more time spent coding and less time on configuration, directly increasing your productivity.
  • Simple Onboarding: Getting a new team member up and running is fast and easy. They need to sign in to their account, and they can continue their work without a complex setup process.
  • Instant Access to Power: You gain immediate access to powerful computing resources without waiting. This lets you run demanding workload tasks right away.
  • No Downloads Needed: There is nothing to download or install on your local machine. You can access your full development environment directly from your web browser.
  • Centralized File System: All your project files are stored in one place in the cloud. This makes it easy to manage and share your work with your team, and to access it from anywhere.
  • Seamless Integration: It integrates with tools you already use, like VS Code. This allows you to perform any action you need without leaving your preferred interface.
  • Rich Features: The platform is packed with powerful features that simplify the entire development workflow. Everything from collaboration tools to easy deployment is included, so you don’t need to look elsewhere.

Le migliori caratteristiche di Velda

Velda offre una serie di funzionalità uniche che la distinguono dalle altre piattaforme cloud.

Questi strumenti sono progettati per rimuovere gli ostacoli più comuni e potenziare il flusso di lavoro di sviluppo.

Dalla semplificazione di attività complesse sui dati alla gestione della tua infrastruttura con un solo clic.

Ecco alcune delle caratteristiche più importanti che rendono Velda uno strumento potente per gli sviluppatori moderni.

1. Streamlined Data Processing

Velda semplifica la gestione di attività complesse sui dati con una configurazione minima.

Fornisce ambienti e strumenti preconfigurati, perfetti per progetti ad alta intensità di dati.

Ciò significa che puoi concentrarti sull'analisi dei dati e sulla creazione dei modelli, anziché dedicare tempo alla configurazione dell'infrastruttura sottostante.

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2. Significant Cost Savings

Utilizzando Velda puoi far risparmiare denaro al tuo team riducendo i tempi di elaborazione inattivi.

The platform’s unique architecture allows it to pause environments when they’re not in use, so you only pay for what you use.

Questo modello di pagamento a consumo è molto più efficiente rispetto al pagamento di server sempre attivi.

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3. Microservices

La piattaforma è progettata per gestire con facilità le moderne architetture di microservizi.

Fornisce gli strumenti e gli ambienti necessari per creare, distribuire e gestire i singoli servizi in modo indipendente.

Ciò semplifica la creazione e la gestione di applicazioni complesse e distribuite, nonché la scalabilità di ogni parte dell'applicazione in base alle esigenze.

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4. Instant Scaling

Velda offre una scalabilità immediata per soddisfare le esigenze del tuo carico di lavoro.

When your project needs more resources, the platform can instantly provide them without any manual intervention.

Questa funzionalità garantisce che le tue applicazioni funzionino bene, anche durante i picchi di utilizzo, e che tu abbia la potenza di cui hai bisogno quando ne hai bisogno.

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5. Consistent, Isolated Environments

Velda ti offre un ambiente coerente. 

Ma non ti obbliga a usarne uno solo. 

Questo permette agli sviluppatori di provare cose nuove. Puoi testare le nuove funzionalità sul tuo computer.

You won’t mess up anyone else’s work.

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Prezzi

Velda offre un modello di prezzi flessibile, studiato per farti risparmiare denaro addebitandoti solo le risorse che utilizzi effettivamente.

 Questa è una differenza rispetto ai tradizionali servizi cloud, in cui spesso si paga per il tempo di inattività del server.

PlanKey FeaturesCost
Open SourceUnlimited GPUs, run in your own cloud, all data is in your control, and community support.$0/month (Free Forever)
EnterpriseUser management with Role-Based Access Control (RBAC), Single Sign-On (SSO) integration, multiple hosting options, observability, and priority support.Custom Pricing (Contact Sales)
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Confronto delle funzionalità

FeatureVeldaKubernetes (K8s)Slurm
Primary Use CaseOn-demand scaling for developer workflows, data science, and AI/ML.Orchestrating containerized applications and services.Workload management for High-Performance Computing (HPC) and batch jobs.
Scaling PhilosophyInstant, zero-setup scaling for individual tasks.Elastic scaling for dynamic applications to meet fluctuating traffic.Scheduled scaling within a fixed cluster, prioritizing efficient resource allocation for large jobs.
How It Scalesvrun command connects local code to cloud resources and scales them on demand.Cluster autoscaler adds/removes nodes, and Horizontal Pod Autoscaler adjusts application instances based on metrics like CPU usage.Schedules jobs to available nodes within a predefined cluster queue.
ComplexityVery low. Designed for simplicity and immediate use by developers.Very high. Requires deep knowledge of cluster management and YAML configurations.Unlike Slurm, Velda handles all the complex backend setup, freeing developers from needing infrastructure expertise.
Best ForDevelopers and data scientists need quick access to GPUs or CPUs for one-off tasks.Engineering teams running microservices and web applications that need to handle variable load.Scientific research, academic institutions, and organizations running large-scale simulations and computations.

Alternative a VELDA

When considering Velda, it’s helpful to see how it stacks up against other platforms in the market.

Ogni alternativa ha un approccio leggermente diverso, che potrebbe adattarsi meglio alle tue esigenze specifiche.

  • Velda: Velda is cloud-native by design and can run on top of Kubernetes. This allows it to easily coexist with and share resources with other containerized workloads. This is a huge advantage for modern, hybrid cloud environments where organizations want to consolidate all their applications—from web services to data processing—on a single, flexible platform.
  • Kubernetes: Kubernetes helps you manage and run apps in containers. It is very powerful. However, it can be very complex to set up and manage. Velda gives you the same power without all the work. It is much simpler to use.
  • Lightning AI: This is our most direct competitor in the AI and ML space. It’s a cloud platform designed to help developers build, train, and deploy models. Like Velda, it focuses on simplifying access to powerful GPUs. However, Velda is built for seamless, one-click access to compute, allowing you to scale up and down effortlessly right from your existing workflow.
  • Gitpod: Gitpod offers cloud development environments that are automatically provisioned. It’s known for its deep integration with Git and its focus on making development environments instantly ready for coding.
  • Coder: Coder is a self-hosted platform that allows teams to provision their own cloud-based development environments. It provides flexibility and control, making it a popular choice for larger organizations.
  • JetBrains Space: This is a complete software development platform that includes not just cloud environments but also Git hosting, CI/CD, and project management tools. It is a comprehensive solution for teams that want everything in one place.

Personal Experience with VELDA

Before Velda, our team faced a huge bottleneck with our GPU machines.

Everyone developed on a local GPU, which was expensive. 

When we needed more power, we used Kubernetes for scaling. 

This often caused more problems. 

We wasted hours debugging inconsistent setups between local code and the Kubernetes cluster. Just setting up a new pipeline could take days.

With Velda, this all changed. Developers can now set up a GPU pipeline in minutes with a single command. 

The environments are always consistent. 

This saves a massive amount of time and effort by removing the need for complex infrastructure knowledge. 

Our data scientists can focus on their work, not on managing machines.

By moving to its cloud-based, isolated environments, we eliminated these inconsistencies.

Every team member now works from the same consistent base, and new developers can be onboarded in minutes, not days.

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  • Separation from Local Machine: By running the environment in the cloud, Velda separates the project from the local machine’s operating system, software, and settings. This removes the main source of inconsistency between developers’ setups.
  • Instant Access to Power: Our data scientists can now access powerful GPUs in seconds for model training.
  • Reduced Setup Time: Onboarding for new team members is now a quick, painless process.
  • Cost Savings: We only pay for the compute resources we use, which has drastically cut our infrastructure costs.
  • Increased Productivity: The team can now focus on writing code and solving problems instead of managing infrastructure.

Final Thoughts

Velda is a powerful cloud development platform that simplifies complex tasks for developers.

It eliminates the need for frustrating setups and ensures consistent environments for your team.

With features like instant scaling, cost savings, and pre-built templates, it’s designed to boost your productivity.

Se sei un ingegnere informatico o fai parte di un team alle prese con flussi di lavoro lenti o complessi, potresti trovare utile questo articolo.

Velda could be the solution you’ve been looking for.

Pronto a semplificare il tuo processo di sviluppo e tornare a fare ciò che ami?

Inizia il tuo viaggio con Velda e scopri la differenza.

Domande frequenti

Velda è una piattaforma open source?

Velda offre un piano Open Source gratuito, ma la sua piattaforma principale è un prodotto commerciale gestito. Il piano Open Source ti consente di eseguire carichi di lavoro nel tuo cloud, dandoti il ​​controllo sui tuoi dati.

Come fa Velda a risparmiare?

Velda saves you money by charging only for active compute time. Unlike other cloud services, where you pay for idle servers, Velda pauses environments when they’re not in use, making it a more cost-effective option.

Posso usare i miei attrezzi con Velda?

Yes, Velda is designed to integrate with the tools you already use, such as VS Code. This allows you to connect to your cloud environment and continue working with your favorite editors and frameworks.

Per quali tipi di progetti è più indicato Velda?

Velda è ideale per progetti che richiedono potenti risorse di calcolo o che hanno esigenze di elaborazione dati complesse. È particolarmente utile per l'apprendimento automatico, l'intelligenza artificiale e l'elaborazione distribuita dei dati, poiché semplifica i flussi di lavoro complessi.

Velda è sicura?

Velda is designed with security in mind, offering features that meet enterprise standards. It supports SSO and can be securely deployed within your own cloud network, ensuring your data and code remain protected.

Fahim Joharder

Fahim Joharder

Appassionato di tecnologia, imprenditore, viaggiatore ed espatriato di Medina, Arabia Saudita.

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