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Pulumi VS dstack

Compare Pulumi VS dstack and see what are their differences

Pulumi

Cloud Infrastructure for any cloud using languages you already know and love.

Rating
0 reviews
Pricing
Open source Freemium Free trial
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Alternatives Is it good?
dstack

Cost-effective LLM development in the cloud

Rating
0 reviews
Pricing
Open source
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Alternatives Is it good?
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Which is more popular?

Based on our record, Pulumi seems to be a lot more popular than dstack. While we know about 16 links to Pulumi, we've tracked only 1 mention of dstack.

social mentions
16 vs 1
Developer Tools popularity
92% vs 8%
alternatives listed
218 vs 14

Base details

Website, pricing, platforms and company facts side by side.

Pulumi
dstack
Website pulumi.com dstack.ai
Pricing
Open source Freemium Free trial Official pricing
Open source
Platforms
Windows Linux Mac OSX
—
Listed in
Infrastructure Build Tools Product Deployment Cloud Computing Developer Tools +1
AI Productivity Developer Tools AI Tools +1

About Pulumi and dstack

In their own words, as submitted to SaaSHub.

Pulumi
dstack

Pulumi lets engineers deliver infrastructure as code faster, using any programming language. The Pulumi Platform enables customers to manage 10x more resources at lower cost than traditional tools, while Pulumi Insights unlocks analytics and search across cloud infrastructure, and enables novel...

Read more about Pulumi

No description of dstack yet.

Features and specs

What each product offers, as listed by its team.

Pulumi 6 features
dstack 0 features
  • Multi-Language Support
    Pulumi supports multiple programming languages, such as JavaScript, TypeScript, Python, Go, and .NET, allowing developers to use familiar languages and tools to define and manage cloud resources.
  • Declarative and Imperative
    Pulumi combines both declarative infrastructure as code with imperative logic, enabling greater flexibility in how cloud resources can be managed and orchestrated.
  • Supports Modern Cloud Architectures
    Pulumi integrates well with modern cloud frameworks and architectures, such as serverless, containers, and Kubernetes, making it suitable for a wide range of cloud-native applications.
  • State Management
    Pulumi manages state by default using Pulumi Service backend, which provides features like history, auditing, state locking, and secret management, or allows using other backends like a local file or cloud storage.
  • Rich Ecosystem
    Pulumi provides a rich ecosystem of pre-built packages and integrations with popular cloud providers (AWS, Azure, GCP, etc.) and tools, facilitating faster and more reliable cloud deployments.
  • CrossGuard Policy as Code
    Pulumi offers CrossGuard for implementing policy as code, allowing organizations to define compliance and security policies using familiar languages and enforcing them throughout the deployment process.

Possible disadvantages

  • Learning Curve
    As Pulumi uses general-purpose programming languages to define infrastructure, it may have a steeper learning curve for those unfamiliar with programming concepts compared to traditional YAML or JSON-based IaC tools.
  • Complexity in Large Projects
    Managing large and complex infrastructure projects might be challenging due to the imperative nature of the code, which can lead to more intricate and harder-to-read scripts.
  • Dependency Management
    Using general-purpose languages introduces dependency management concerns, requiring developers to manage and resolve dependencies which may not be as straightforward as with other declarative IaC tools.
  • Limited Support for Niche Services
    While Pulumi supports major cloud services, it may have limited support or slower updates for niche or very new services offered by cloud providers.
  • Vendor Lock-In Risk
    Some parts of Pulumi's ecosystem, particularly when leveraging its state management and service backend, might introduce a degree of vendor lock-in, making migrations to alternative tools more complex.

No features have been listed yet.

Analysis

An editorial look at what each product does well and who it suits.

Pulumi
dstack

No analysis of Pulumi yet.

Overall verdict

  • dstack is a solid open-source orchestration tool for AI and ML workloads that simplifies running training, fine-tuning, and inference across multiple cloud providers and on-premises hardware, offering a cost-effective and flexible alternative to heavier platforms like Kubernetes.

Why this product is good

  • Open-source and vendor-neutral, letting you avoid lock-in while working across AWS, GCP, Azure, Lambda, and on-prem GPU clusters
  • Simplifies GPU provisioning and orchestration for ML workloads without the complexity of managing Kubernetes
  • Cost optimization features like automatic use of spot instances and easy teardown of idle resources
  • Developer-friendly configuration through simple YAML files and a straightforward CLI
  • Supports the full ML lifecycle including development environments, training tasks, and model serving/inference

Recommended for

  • ML engineers and data scientists who need on-demand GPU access across multiple clouds
  • Teams wanting to reduce GPU costs by leveraging spot instances and multi-cloud flexibility
  • Organizations seeking a lighter-weight alternative to Kubernetes for AI workloads
  • Startups and research labs training or fine-tuning models who want to avoid cloud vendor lock-in
  • Developers who prefer open-source, self-hosted infrastructure tooling

Videos

Walkthroughs and reviews on video.

Pulumi 3 videos + Add
dstack 0 videos + Add

Pulumi Up(date) with Corey Quinn and Joe Duffy

More videos

  • - Ep 002: How Pulumi Works
  • - Cloud Infrastructure as C# and F# with Pulumi - .NET South West - February 2020

No dstack videos yet. You could help us improve this page by suggesting one.

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
Pulumi
dstack
92% 92%
Developer Tools
8% 8%
100% 100%
Cloud Computing
0% 0%
0% 0%
AI
100% 100%
100% 100%
DevOps Tools
0% 0%

User comments

Share your experience with using Pulumi and dstack. For example, how are they different and which one is better?

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Social recommendations and mentions

Recommendations tracked on public social media and blogs since March 2021.

Pulumi 16 mentions
dstack 1 mention

View more

  • [P] I built a tool to compare cloud GPUs. How should I improve it?
    I also noticed that the creator of this app, dstack, is affiliated with Tensordock, the top results for most if not all queries. If that's the case, perhaps a direct link to the cheapest machine could be provided? I haven't used... Source: almost 3 years ago

Alternatives to Pulumi and dstack

When comparing Pulumi and dstack, you can also consider the following products.

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