Software Alternatives & Startups

Heroku VS dstack

Compare Heroku VS dstack and see what are their differences

Heroku

Agile deployment platform for Ruby, Node.js, Clojure, Java, Python, and Scala. Setup takes only minutes and deploys are instant through git. Leave tedious server maintenance to Heroku and focus on your code.

dstack

Cost-effective LLM development in the cloud

Rating
0 reviews
Pricing
Open source

Which is more popular?

Based on our record, Heroku seems to be a lot more popular than dstack. While we know about 74 links to Heroku, we've tracked only 1 mention of dstack.

social mentions
74 vs 1
Cloud Computing popularity
100% vs 0%
alternatives listed
240+ vs 14

Base details

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

Heroku
dstack
Website heroku.com dstack.ai
Pricing
Open source
Company Startup from the United States —
Listed in

Features and specs

What each product offers, as listed by its team.

Heroku 6 features
dstack 0 features
  • Ease of Use
    Heroku offers an extremely user-friendly interface and a high level of abstraction, making it easy for developers to deploy, manage, and scale applications without worrying about the underlying infrastructure.
  • Quick Deployment
    One of Heroku’s strongest points is the ability to deploy applications quickly using Git. Developers can push their code to Heroku with a simple command, streamlining the entire process.
  • Scalability
    Heroku provides effortless scaling options by allowing developers to add more dynos (containers) with a single command to handle increased traffic and workload.
  • Add-Ons Ecosystem
    Heroku offers a rich ecosystem of add-ons, such as databases, caching, monitoring, and more, which can be easily integrated into applications to extend their functionality.
  • Automatic Updates
    Heroku automatically handles operating system and server updates, allowing developers to focus solely on their application code rather than maintenance tasks.
  • Free Tier
    Heroku offers a free tier with sufficient resources to host small projects and learn the platform without incurring costs, making it accessible for beginners and small-scale applications.

Possible disadvantages

  • Cost
    While Heroku offers a free tier, the costs can quickly add up for larger applications and professional use. Paid plans and additional dynos or add-ons can become expensive.
  • Performance
    Heroku’s performance can sometimes be suboptimal compared to other cloud providers, particularly when running high-performance or resource-intensive applications.
  • Limited Control
    Heroku abstracts away a lot of infrastructure management, which can be a downside for developers who need fine-grained control over their environments and configurations.
  • Dyno Sleeping
    Applications running on Heroku’s free tier experience 'dyno sleeping,' where the application goes to sleep after 30 minutes of inactivity, causing a delay when it wakes up after receiving a new request.
  • Vendor Lock-In
    Relying heavily on Heroku’s ecosystem and platform-specific features can lead to vendor lock-in, making it challenging to migrate to another platform if needed.
  • Add-On Costs
    The costs for add-ons can also become significant, as many useful features and integrations require paid add-ons, increasing the overall expense.

No features have been listed yet.

Analysis

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

Heroku
dstack

Overall verdict

  • Heroku is a solid choice for developers seeking a straightforward, cloud-based solution for deploying and managing applications. However, it may not be the most cost-effective option for large-scale or data-intensive applications.

Why this product is good

  • Heroku is a popular platform as a service (PaaS) due to its ease of use, fast deployment process, and robust support for multiple programming languages. It allows developers to focus on building applications without worrying about the underlying infrastructure. Heroku offers scaling capabilities, a wide variety of add-ons, and a strong developer community.

Recommended for

    Heroku is recommended for startups, small to medium-sized applications, hobby projects, and developers who value ease of use and quick deployment cycles. It is particularly suited for those who are developing web applications in languages such as Ruby, Node.js, Python, and others supported by the platform.

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.

Heroku 2 videos + Add
dstack 0 videos + Add

What is Heroku | Ask a Dev Episode 14

More videos

  • - Heroku review

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
Heroku
dstack
100% 100%
0% 0%
98% 98%
2% 2%
0% 0%
AI
100% 100%
100% 100%
0% 0%

User comments

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Reviews and articles

External articles and on-site reviews we used to compare the two products.

Heroku 4.5 · 2 reviews
dstack no reviews yet

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We have no reviews of dstack yet. Be the first one to post

Social recommendations and mentions

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

Heroku 74 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

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