Software Alternatives & Startups

Bubble.io VS GraphPilot

Compare Bubble.io VS GraphPilot and see what are their differences

Bubble.io

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

Rating
0 reviews
GraphPilot

GraphPilot is a managed edge cache for GraphQL and plain HTTP APIs that purges cached responses automatically when a GraphQL mutation returns an object they contain.

No screenshot yet
Rating
0 reviews
Pricing
Freemium €149 / Monthly (Jet plan, 500K request units/mo, excl. VAT)

Which is more popular?

Based on our record, Bubble.io seems to be more popular. It has been mentioned 446 times since March 2021.

social mentions
446 vs 0
No Code popularity
100% vs 0%
alternatives listed
240+ vs 1

Base details

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

Bubble.io
GraphPilot
Website bubble.io graphpilot.io
Pricing —
Freemium €149 / Monthly (Jet plan, 500K request units/mo, excl. VAT) Official pricing
Platforms —
Web SaaS MacOS Linux Windows +2
Company Startup from the United States Startup from Germany · 1 - 9 employees · 2026
Listed in

About Bubble.io and GraphPilot

In their own words, as submitted to SaaSHub.

Bubble.io
GraphPilot

No description of Bubble.io yet.

GraphPilot is a managed edge cache for GraphQL APIs and plain HTTP endpoints. It takes read traffic off your origin, answers cached requests from the edge in milliseconds, and clears cached responses automatically when your data changes. How it works Schema-driven caching: GraphPilot reads your...

Read more about GraphPilot

Features and specs

What each product offers, as listed by its team.

Bubble.io 22 features
GraphPilot 16 features
  • 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.
  • No-Code Development
    The Bubble Airtable Integration allows users to build web applications without writing traditional code, making it accessible to non-developers and enabling rapid prototyping and deployment.
  • Dynamic Data Management
    Airtable provides a flexible yet powerful database solution, and integrating it with Bubble allows for dynamic data management that's easy to customize and update as your application scales.
  • Real-time Collaboration
    Using Airtable within a Bubble app promotes real-time collaboration on data, allowing multiple users to work on the database simultaneously, which is beneficial for team environments and projects.
  • Integration Flexibility
    Bubble’s integration with Airtable supports various use cases, from simple data display to complex, data-driven applications, providing flexibility in how data is utilized within the app.
  • Visual Interface
    Both Bubble and Airtable offer visual interfaces that simplify the process of creating and managing application logic and data, helping in reducing the learning curve for new users.
  • Streamlined Design-to-Development Workflow
    The integration allows designers to import their Figma designs directly into Bubble, reducing the time and effort needed for developers to recreate the design manually.
  • Reduced Development Time
    By importing Figma components, developers can focus on functionality and logic rather than design recreation, leading to a shorter development cycle.
  • Design Consistency
    Ensures that the final product closely matches the initial design, as component details and styles are directly transferred from Figma to Bubble.
  • Live Synchronization
    Designs in Bubble can be automatically updated to reflect any changes made in Figma, ensuring that both platforms remain aligned without manual updates.
  • Collaboration Efficiency
    Developers and designers can work more collaboratively and efficiently, as changes in design are reflected in the app-building platform instantly.
  • Ease of Automation
    The Official Bubble Zapier Integration allows users to easily automate workflows and connect Bubble apps with over 3,000 other applications on Zapier, streamlining processes without the need for extensive coding.
  • Time-Saving Solutions
    By automating tasks and reducing manual data entry, the integration saves time for users, enabling them to focus on more strategic activities and improving overall efficiency.
  • Increased Flexibility
    Users can create custom workflows that suit their specific business needs, allowing for a high degree of flexibility in how applications on Bubble interact with other services.
  • Scalability
    The integration can handle a variety of tasks, from simple to complex, making it a scalable solution that grows with business needs over time.
  • User-Friendly Interface
    Zapier's intuitive interface makes it easy for non-technical users to set up integrations and automate workflows without requiring in-depth programming knowledge.

Possible disadvantages

  • 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.
  • Performance Limitations
    The integration might not support very high demands or complex queries efficiently, leading to potential performance issues as the data volume and user base grow.
  • Dependency on External Services
    Reliance on Airtable means that any downtime or issues on Airtable’s end can directly affect the functionality of the Bubble application, requiring contingency planning.
  • Cost Considerations
    While both Bubble and Airtable offer free tiers, scaling up your app might require upgrading to paid plans on both platforms, which can increase operational costs.
  • Limited Advanced Customization
    For developers accustomed to full control over the codebase, the no-code nature of Bubble might limit deep backend customizations or optimizations available in traditional development frameworks.
  • Learning Curve for Complex Features
    Even though both platforms are user-friendly, combining their features for complex applications may still require a learning curve, particularly for users new to app development.
  • Complex Designs Limitation
    The integration may struggle with importing very complex or custom Figma designs, requiring manual adjustments in Bubble afterward.
  • Dependency on Both Platforms
    Requires both a Figma and Bubble account, which could increase costs and the need for subscriptions to both services.
  • Potential for Design Lock-In
    If changes are made within Bubble, they might not be easily transferred back to Figma, creating a one-way integration issue.
  • Performance Concerns
    Depending on the complexity and size of the design files, the synchronization and import process might impact performance.
  • Potential for Configuration Errors
    Improper configuration of Zaps can lead to errors in workflow automation, which can disrupt business processes if not carefully managed and monitored.
  • Complexity for Non-Technical Users
    Despite its user-friendly interface, some users may still find the process of setting up and managing complex integrations challenging without adequate technical support or experience.
  • Limited Customization Options
    While Zapier offers a broad range of integrations, there might be limitations in terms of specific functionalities or customization options compared to direct API integrations.
  • Dependency on Third-Party Services
    Reliance on Zapier introduces a dependency on a third-party service for critical business workflows, which can be a concern if there are outages or changes in Zapier's service terms.
  • Edge caching for GraphQL
    Caches GraphQL queries over GET, POST and QUERY at the edge, keyed by query text, operation name and variables
  • Plain HTTP and REST caching
    Caches any HTTP API based on your origin's Cache-Control headers
  • Schema-driven cache keys
    Reads your schema and adds key fields to queries, so every cached response knows which objects it contains
  • Automatic invalidation
    Purges cached responses that contain an object when a GraphQL mutation returns it
  • Custom and composite keys
    @surrogateKey for custom and composite keys, with support for interfaces and unions
  • Purge API and CLI
    Purge by key, cache key, request id or query hash, hard or soft, via API, the gpilot CLI or the Cockpit
  • Cache partitioning
    Separate cache entries per user, organization, locale or verified JWT claim
  • Request collapsing
    Concurrent identical requests share one origin fetch per edge location
  • Persisted queries
    Persisted queries and trusted documents
  • Edge security
    JWT and API key verification, request signing, query depth and document size limits, introspection blocked by default
  • Cockpit insights
    Per-request telemetry for hit rate, latency and origin traffic, with a history of purges
  • Federation Support
    Sits in front of your federation router and caches the composed supergraph
  • Origin shielding
    Fewer origin requests through a shield location (paid plans)
  • Global Edge Network
    Runs on Fastly's global edge network
  • Config As Code
    Deploy with gpilot.toml and your schema.graphql
  • Free Plan
    Glider plan, free to start

Videos

Walkthroughs and reviews on video.

Bubble.io 1 video + Add
GraphPilot 0 videos + Add

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

No GraphPilot 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
Bubble.io
GraphPilot
100% 100%
0% 0%
0% 0%
100% 100%
100% 100%
0% 0%
0% 0%
API
100% 100%

Questions & Answers

As answered by people managing Bubble.io and GraphPilot.

What's the story behind your product?

GraphPilot's answer:

GraphPilot is built by Kay Schecker, a solo founder from Düsseldorf, Germany. Caching GraphQL at the edge is easy to start and hard to get right: most setups end up choosing between short TTLs and purging far too much. GraphPilot was built to use the schema itself as the source of truth for what a response contains, so invalidation can be precise. The slogan says it: "We fly the complexity so you don't have to."

Why should a person choose your product over its competitors?

GraphPilot's answer:

Choose GraphPilot if you want caching that is driven by your schema and invalidation you can verify. Setup is a config file plus your schema, and you are live in minutes. It works with Apollo Server, GraphQL Yoga, PostGraphile and federation routers, and it also caches plain HTTP APIs. It runs on Fastly's global edge network, is built and operated in Germany, and has a free plan (Glider) so you can test it on real traffic before you pay.

What makes your product unique?

GraphPilot's answer:

GraphPilot reads your GraphQL schema and turns it into cache keys. It adds the key fields each query needs, removes them from the response again, and tags every cached response with the objects it contains. When a mutation returns a changed object, GraphPilot purges the responses that contain it, without hand-written cache tags or short TTLs as a safety net. You can see each purge, with its reason, in the Cockpit.

How would you describe the primary audience of your product?

GraphPilot's answer:

Engineering teams running GraphQL in production with read-heavy traffic: e-commerce, marketplaces, content platforms, SaaS dashboards and mobile app backends. Typically a platform or backend team that wants less origin load and lower latency without building and maintaining its own caching and invalidation layer.

Which are the primary technologies used for building your product?

GraphPilot's answer:

The edge runtime is written in Rust and compiled to WebAssembly on Fastly Compute. The platform and API run on TypeScript and PostgreSQL, the Cockpit is built with React, and the CLI (gpilot) is a single Rust binary for macOS, Linux and Windows.

User comments

Share your experience with using Bubble.io and GraphPilot. For example, how are they different and which one is better?

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Reviews and articles

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

Bubble.io no reviews yet
GraphPilot no reviews yet

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

Social recommendations and mentions

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

Bubble.io 446 mentions
GraphPilot 0 mentions
  • The Text Field is the New Dashboard
    David Bressler built ExcelFormulaBot using Bubble.io and OpenAI's API as a solo founder. Monthly operating costs: $150-300. The product generates meaningful recurring revenue. A documented case from 2025 shows a solo founder scaling a... - Source: dev.to / 6 months ago
  • Solved: What is the best and most cost effective no code app builder for web and mobile apps?
    General-purpose no-code platforms like Bubble are designed for maximum flexibility, allowing users to build highly customized web applications, often with responsive designs that function well on mobile browsers (Progressive Web Apps –... - Source: dev.to / 10 months ago
  • How to Send eSignature Documents from Bubble.io
    Log in to Bubble.io: Log in to your Bubble.io account. You can either create a new app or use an existing one where you want to integrate eSignature functionality. - Source: dev.to / 11 months ago

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Tracking GraphPilot since Nov 2026.

Alternatives to Bubble.io and GraphPilot

When comparing Bubble.io and GraphPilot, you can also consider the following products.