Software Alternatives & Startups

Streamlit VS Ember-cli

Compare Streamlit VS Ember-cli and see what are their differences

Streamlit

Turn python scripts into beautiful ML tools

Rating
0 reviews
Pricing
Open source
Ember-cli

Application and Data, Libraries, and JavaScript Framework Components

Rating
0 reviews

Which is more popular?

Based on our record, Streamlit seems to be a lot more popular than Ember-cli. While we know about 220 links to Streamlit, we've tracked only 1 mention of Ember-cli.

social mentions
220 vs 1
Developer Tools popularity
98% vs 2%

Base details

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

Streamlit
E
Ember-cli
Website streamlit.io cli.emberjs.com
Pricing
Open source Official pricing
Listed in

Features and specs

What each product offers, as listed by its team.

Streamlit 5 features
E
Ember-cli 5 features
  • Ease of Use
    Streamlit's API is extremely intuitive and easy to learn, which makes it accessible for developers of varying experience levels. The simplicity allows for rapid development and less time spent on complex front-end coding.
  • Interactive Widgets
    It provides a set of interactive widgets that make it simple to add complex functionalities like sliders, buttons, and file uploaders to your application with minimal code.
  • Real-time Feedback
    Streamlit supports real-time data updates, allowing users to see changes instantly. This is particularly useful for data analysis and machine learning applications where live data visualization is crucial.
  • Integration with Machine Learning Libraries
    Streamlit integrates seamlessly with popular machine learning libraries like TensorFlow, PyTorch, and scikit-learn, making it a great tool for showcasing machine learning models and results.
  • Open Source
    Being an open-source project, Streamlit is free to use and comes with the support and contributions of an active community. This means continuous improvements and a wealth of shared resources.

Possible disadvantages

  • Limited Customization
    Streamlit offers limited customization options compared to traditional web frameworks. This can be a hindrance if you need a highly customized UI/UX for your application.
  • Performance Issues
    For more complex or resource-intensive applications, Streamlit may suffer from performance drawbacks. It is not designed for high-performance computing out of the box.
  • Scalability
    Streamlit is not well-suited for large-scale applications requiring major backend architecture or for scenarios demanding high scalability and concurrency.
  • Limited Widget Style Options
    The styling and customization options for widgets are somewhat limited, meaning your application's look and feel might be more constrained compared to using other front-end frameworks.
  • Deployment Complexity
    While Streamlit provides some deployment options, deploying Streamlit apps in a production environment can sometimes require additional effort and knowledge, especially for those unfamiliar with web deployment practices.
  • Convention over Configuration
    Ember-cli enforces strong conventions for file structure, naming, and project organization, which reduces decision fatigue and makes it easier for developers to jump between different Ember projects with minimal onboarding time.
  • Built-in Tooling
    Comes with a robust set of built-in tools including a development server, testing framework integration (QUnit), asset compilation, and live reload, reducing the need to manually configure and integrate third-party build tools.
  • Addon Ecosystem
    Ember-cli supports a rich ecosystem of addons that can be easily installed and integrated into projects, allowing developers to extend functionality without reinventing the wheel for common features.
  • Blueprints and Generators
    Provides powerful generator commands (blueprints) that scaffold components, routes, models, and other application pieces quickly, speeding up development and ensuring consistency across the codebase.
  • Stable Long-term Support
    Ember-cli follows Ember's release cycle with clear LTS (Long Term Support) versions, providing stability and predictability for teams maintaining large applications over time.

Possible disadvantages

  • Steep Learning Curve
    The strict conventions and unique architecture of Ember-cli can be difficult for newcomers to learn, especially those coming from more flexible frameworks or with no prior Ember experience.
  • Smaller Community Compared to Alternatives
    Compared to tools like Vite, Webpack, or CRA used with React/Vue, Ember-cli has a smaller community and ecosystem, which can mean fewer third-party resources, tutorials, and community-driven troubleshooting.
  • Build Performance
    For large applications, Ember-cli's build process can become slow, and while improvements have been made with embroider, some developers still report slower build times compared to more modern bundlers.
  • Rigid Structure
    The opinionated nature of Ember-cli, while helpful for consistency, can feel restrictive for developers who prefer more flexibility in structuring their applications or adopting non-standard patterns.
  • Migration Complexity
    Upgrading between major Ember-cli versions or migrating to newer build systems like Embroider can be complex and time-consuming, particularly for older or heavily customized applications.

Analysis

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

Streamlit
E
Ember-cli

Overall verdict

  • Overall, Streamlit is well-regarded for its ease of use, speed of development, and ability to create clean and professional-looking applications without in-depth web development knowledge. It provides a seamless bridge between complex data analysis and user-friendly presentation, which can be highly beneficial for a wide range of use cases.

Why this product is good

  • Streamlit is a popular choice for quickly building and deploying data applications and interactive dashboards with minimal code. It is designed to be user-friendly, allowing data scientists and engineers to transform their scripts into shareable web apps. It supports real-time updates, is highly customizable, and integrates well with Python libraries like NumPy, Pandas, and Matplotlib, making it an attractive option for many developers working within the Python ecosystem.

Recommended for

    Streamlit is ideal for data scientists, analysts, and developers looking to rapidly prototype and deploy data-driven applications. It is recommended for those who prioritize simplicity, quick deployment, and seamless integration with Python code. Individuals or teams interested in building dashboards, ML model sharing platforms, or interactive reports will find Streamlit particularly useful.

Overall verdict

  • Ember CLI is a solid, mature command-line tool for building Ember.js applications, offering strong conventions, built-in tooling, and a stable development workflow that has been refined over many years.

Why this product is good

  • Provides a standardized project structure and conventions, reducing setup decisions and configuration overhead
  • Includes built-in support for ES modules, testing, and asset compilation out of the box
  • Strong addon ecosystem allows easy integration of third-party functionality
  • Backed by the official Ember.js team, ensuring long-term support and consistent updates
  • Automatic reloading and rebuilding during development speeds up the workflow
  • Encourages best practices like testing and modular code organization

Recommended for

  • Teams building large-scale, maintainable web applications with Ember.js
  • Developers who prefer convention-over-configuration frameworks
  • Projects that require long-term stability and structured upgrade paths
  • Organizations already invested in the Ember.js ecosystem
  • Developers who value built-in testing and tooling integration without extra setup

Videos

Walkthroughs and reviews on video.

Streamlit 3 videos + Add
E
Ember-cli 0 videos + Add

My thoughts on web frameworks in Python and R (PyWebIO vs Streamlit vs R Shiny)

More videos

  • - 1/4: What is Streamlit
  • - How to Build a Streamlit App (Beginner level Streamlit tutorial) - Part 1

No Ember-cli 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
Streamlit
E
Ember-cli
98% 98%
2% 2%
96% 96%
4% 4%
100% 100%
AI
0% 0%
0% 0%
100% 100%

User comments

Share your experience with using Streamlit and Ember-cli. 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.

Streamlit 220 mentions
E
Ember-cli 1 mention
  • How I Bypassed Reddit's Unauthenticated RSS Rate Limits (Without an API Key)
    I wrapped the logic in a small, single-process Streamlit app that pulls the newest posts from Hacker News, Reddit, and Lemmy into one sortable table. A few implementation details worth mentioning:. - Source: dev.to / about 1 month ago
  • Adding Authentication and SSO to a Streamlit App
    Streamlit makes it simple to turn Python scripts into shareable data apps. As these apps move from personal notebooks to team and company use, adding secure authentication and single sign-on (SSO) becomes essential. Authentication... - Source: dev.to / 6 months ago
  • How I trained a computer vision model on the AWS Free Tier
    The app I built to explore that question is a Streamlit app with two modes. Standard mode sends your image to the DetectLabels API and checks if it returns "Egg" or "Easter Egg" in the labels. Custom Labels mode uses a custom model I... - Source: dev.to / 6 months ago

View more

  • Help! Why does chrome console inner text and my program inner text not return the same values? (spent nearly the whole day trying to extract an element). Turned to reddit as its always had the best community. Any help is MASSIVELY appreciated. Puppeteer!!
    The webpage is LinkedIn.com. While this isn’t a framework, I know that are using https://cli.emberjs.com/release/. Source: about 5 years ago

Alternatives to Streamlit and Ember-cli

When comparing Streamlit and Ember-cli, you can also consider the following products.