Software Alternatives, Accelerators & Startups

Bubble.io VS Amazon Machine Learning

Compare Bubble.io VS Amazon Machine Learning and see what are their differences

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Bubble.io logo Bubble.io

Building tech is slow and expensive. Bubble is the most powerful no-code platform for creating digital products.

Amazon Machine Learning logo Amazon Machine Learning

Machine learning made easy for developers of any skill level
  • Bubble.io Landing page
    Landing page //
    2023-01-24
  • Amazon Machine Learning Landing page
    Landing page //
    2023-03-13

Bubble.io features and specs

  • No Coding Required
    Bubble.io allows users to build web applications without requiring any coding knowledge, making it accessible for non-developers.
  • Customizable
    The platform offers a high degree of customization enabling users to design and create unique applications tailored to their specific needs.
  • Rapid Prototyping
    Helps in quickly building and testing application prototypes, which accelerates the development process and reduces time-to-market.
  • Built-in Database
    Includes an integrated database, simplifying data storage and management tasks within the application.
  • Expandable with Plugins
    Supports a variety of plugins to extend functionality, allowing for the incorporation of more complex features without needing to code.
  • Responsive Design
    Automatically handles responsive design, ensuring applications look good on both desktop and mobile devices.
  • Community and Resources
    Offers a robust community along with extensive documentation and tutorials, aiding users in troubleshooting and learning.

Possible disadvantages of Bubble.io

  • Learning Curve
    Despite being a no-code platform, there is still a learning curve associated with understanding and navigating Bubble.io's user interface and capabilities.
  • Performance
    Applications built on Bubble.io can sometimes suffer from performance issues, particularly as they scale.
  • Limited Native Mobile Support
    Direct support for native mobile application development is limited; additional tools and steps are required to convert Bubble.io applications into native apps.
  • Dependency on Platform
    Being a proprietary system, users are dependent on Bubble.io for hosting and platform updates, which could pose risks if the company changes its policies or faces downtime.
  • Cost
    While there is a free tier, more complex and feature-rich applications often require premium plans, which can be costly.
  • Scalability
    Though ideal for small to medium projects, Bubble.io might not be the best choice for very large and highly scalable applications due to its performance constraints.
  • Complex Conditional Logic
    Handling very complex conditional logic and workflows can become cumbersome and might require more advanced workarounds.

Amazon Machine Learning features and specs

  • Scalability
    Amazon Machine Learning can handle increased workloads easily without significant changes in the infrastructure, making it ideal for growing businesses.
  • Integration with AWS
    Seamlessly integrates with other AWS services like S3, EC2, and Lambda, simplifying data storage, processing, and deployment.
  • Ease of Use
    User-friendly AWS Management Console and APIs make it easier for developers to build, train, and deploy machine learning models without needing deep ML expertise.
  • Performance
    Offers high-performance computing capabilities that can accelerate the training and inference processes for machine learning models.
  • Cost-Effective
    Pay-as-you-go pricing model ensures that you only pay for what you use, making it a cost-effective solution for various ML needs.
  • Prebuilt AI Services
    Provides prebuilt, ready-to-use AI services like Amazon Rekognition, Amazon Comprehend, and Amazon Polly, which simplify the implementation of complex ML solutions.

Possible disadvantages of Amazon Machine Learning

  • Complexity
    While the service is designed to be user-friendly, the underlying complexity of Machine Learning algorithms and models can be a barrier for novice users.
  • Vendor Lock-In
    Using Amazon Machine Learning extensively may lead to dependency on AWS services, making it difficult to switch providers or integrate with non-AWS services in the future.
  • Cost Management
    Although pay-as-you-go is cost-effective, if not managed properly, costs can quickly escalate especially with extensive use and large-scale data processing.
  • Limited Customization
    Prebuilt models and services may lack the level of customization needed for highly specialized use-cases requiring unique algorithms or configurations.
  • Data Privacy
    Storing and processing sensitive data on an external service may raise concerns regarding data privacy and compliance with data protection regulations.
  • Learning Curve
    Despite its ease of use, there is still a learning curve associated with mastering the AWS ecosystem and effectively utilizing its machine learning capabilities.

Bubble.io videos

Bubble.io Tutorial: How to Build an App on Bubble in 2023

Amazon Machine Learning videos

Introduction to Amazon Machine Learning - Predictive Analytics on AWS

More videos:

  • Tutorial - AWS Machine Learning Tutorial | Amazon Machine Learning | AWS Training | Edureka

Category Popularity

0-100% (relative to Bubble.io and Amazon Machine Learning)
No Code
100 100%
0% 0
AI
0 0%
100% 100
Website Builder
100 100%
0% 0
Developer Tools
0 0%
100% 100

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare Bubble.io and Amazon Machine Learning

Bubble.io Reviews

10 Top Firebase Alternatives to Ignite Your Development in 2024
If you’re looking to quickly prototype an idea, validate a concept, or even launch a full-fledged product without getting bogged down in code, Bubble.io is your ticket. It’s also a fantastic learning tool for those who want to dip their toes into the world of app development without a steep learning curve.
Source: genezio.com
19 Best WordPress Alternatives in 2025
Bubble is a revolutionary platform that allows anyone to build web applications without writing a single line of code. It uses a visual programming interface where you drag and drop elements to create functionalities. Bubble is perfect for startups and non-technical users who want to quickly prototype and launch their ideas.
Source: www.pixpa.com
Top 10 Android Studio Alternatives For App Development
Bubble is a no-code application and development platform which was developed by Bubble Group which helps noncoder people to build website apps without writing a single line of code.
ILLA Cloud vs. Retool vs. Bubble - Unveiling the Best Low-Code Platforms
In the quest for the best low-code platform, Retool, Bubble, and ILLA Cloud all offer unique features and capabilities. While Retool shines with its self-hosted option and Bubble contributes to the open-source community, ILLA Cloud stands out as a powerful and flexible low-code platform. With its comprehensive feature set, affordable pricing models, and self-hosted...
13 Best Website Builders for Creators and Social Entrepreneurs(2023)
Bubble is the perfect platform for entrepreneurs and non-technical founders who want to bring their ideas to life quickly and efficiently. Get started today and launch your own fully functioning application in minutes!
Source: causeartist.com

Amazon Machine Learning Reviews

We have no reviews of Amazon Machine Learning yet.
Be the first one to post

Social recommendations and mentions

Based on our record, Bubble.io seems to be a lot more popular than Amazon Machine Learning. While we know about 440 links to Bubble.io, we've tracked only 2 mentions of Amazon Machine Learning. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Bubble.io mentions (440)

  • How to Use AI to Build Your Own Web App
    Bubble.io combines visual development with AI assistance to create a powerful platform for building complex web applications. While not purely AI-driven, Bubble has integrated AI features throughout its platform to assist with design decisions, workflow creation, and troubleshooting. - Source: dev.to / 10 days ago
  • Top 10 Programming Trends and Languages to Watch in 2025
    Low-code and no-code (LCNC) platforms are reshaping software development by enabling rapid application creation. Tools like OutSystems, Microsoft Power Apps, and Bubble facilitate development through drag-and-drop interfaces and pre-built components, minimizing the need for extensive coding. This empowers citizen developers and allows for quicker prototyping and deployment. - Source: dev.to / 8 days ago
  • The Ultimate Guide to Building Free Apps
    Bubble has established itself as one of the leading platforms for creating sophisticated web applications without code. Its free plan offers surprising depth for building fully functional apps. - Source: dev.to / 10 days ago
  • How Low-Code Platforms Are Changing the Future of App Development
    Bubble pioneered the visual development space and continues to offer one of the most comprehensive solutions for creating complex web applications without traditional coding. - Source: dev.to / 13 days ago
  • Top 15 Builder.ai Alternatives for 2025: Explore the Best App Development Platforms
    Best for: Customizable web apps without code Bubble allows users to build complex web apps without any coding. Its visual programming environment gives full control over logic, workflows, and design. - Source: dev.to / 17 days ago
View more

Amazon Machine Learning mentions (2)

  • Rant + Planning to learn full stack development
    There’s also the ML as a service (MLaaS) movement that lowers the barrier for common ML capabilities (eg image object detection and audio transcription). Basically, you use APIs. See: https://aws.amazon.com/machine-learning/. Source: over 2 years ago
  • Ask the Experts: AWS Data Science and ML Experts - Mar 9th @ 8AM ET / 1PM GMT!
    Do you have questions about Data Science and ML on AWS - https://aws.amazon.com/machine-learning/. Source: about 4 years ago

What are some alternatives?

When comparing Bubble.io and Amazon Machine Learning, you can also consider the following products

Webflow - Build dynamic, responsive websites in your browser. Launch with a click. Or export your squeaky-clean code to host wherever you'd like. Discover the professional website builder made for designers.

Machine Learning Playground - Breathtaking visuals for learning ML techniques.

WiX - Create a free website with Wix.com. Customize with Wix' website builder, no coding skills needed. Choose a design, begin customizing and be online today

Apple Machine Learning Journal - A blog written by Apple engineers

WordPress - WordPress is web software you can use to create a beautiful website or blog. We like to say that WordPress is both free and priceless at the same time.

ML5.js - Friendly machine learning for the web