Software Alternatives & Startups

Materialize CSS VS GraphPilot

Compare Materialize CSS VS GraphPilot and see what are their differences

Materialize CSS

A modern responsive front-end framework based on Material Design

Rating
0 reviews
Pricing
Open source
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, Materialize CSS seems to be more popular. It has been mentioned 28 times since March 2021.

social mentions
28 vs 0
Design Tools popularity
100% vs 0%
alternatives listed
240+ vs 1

Base details

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

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

About Materialize CSS and GraphPilot

In their own words, as submitted to SaaSHub.

Materialize CSS
GraphPilot

No description of Materialize CSS 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.

Materialize CSS 5 features
GraphPilot 16 features
  • Responsive Design
    Materialize CSS provides a responsive grid system, making it easier to create layouts that work well on various screen sizes and devices.
  • Material Design
    Adheres to Google's Material Design principles, offering a modern and professional look that is consistent across web applications.
  • Component Variety
    Offers a wide range of pre-built components, including forms, buttons, cards, and navigation bars, which helps speed up development.
  • Customization
    Provides options to customize components using Sass, making it flexible for specific design needs.
  • Built-in JavaScript
    Includes built-in JavaScript components like modals, carousels, and tabs, which enhance functionality without requiring additional libraries.

Possible disadvantages

  • Learning Curve
    Although it follows Material Design guidelines, there is a learning curve associated with understanding and implementing its various components and classes.
  • File Size
    Including the full library can make your project heavier, affecting load times, especially for users on slower connections.
  • Customization Complexity
    While customizable, deeply customizing or overriding default styles can sometimes be complicated and time-consuming.
  • Dependency on jQuery
    Some components still rely on jQuery, adding to the library size and potentially conflicting with modern JavaScript practices.
  • Community Support
    Compared to larger frameworks like Bootstrap, Materialize CSS has a smaller community, which can result in fewer third-party resources and plugins.
  • 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

Analysis

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

Materialize CSS
GraphPilot

Overall verdict

  • Materialize CSS is a good choice if you're looking for a framework that emphasizes Material Design and comes with a sleek, modern interface. It's particularly useful for developers who want to quickly integrate Google's design philosophy without delving into custom styling or layout creation.

Why this product is good

  • Materialize CSS is a front-end framework based on Material Design principles developed by Google. It provides a comprehensive set of UI components that help developers create visually appealing and responsive web applications quickly. The framework includes a variety of pre-styled components like buttons, forms, cards, and much more, which adhere to the Material Design guidelines. This consistency in design components helps ensure a cohesive and professional look across web applications. Additionally, it simplifies responsive design with a grid system that's easy to implement, and it comes with excellent documentation and a supportive community.

Recommended for

    Materialize CSS is recommended for teams and developers who prefer Google's Material Design aesthetic, are building applications with a focus on rapid UI development, and value consistency and ease of use. It's also great for projects where a pre-existing UI library speeds up the development process, such as prototypes, admin dashboards, or smaller web applications. However, for highly customized UI components or non-Material Design projects, other frameworks might be more suitable.

No analysis of GraphPilot yet.

Videos

Walkthroughs and reviews on video.

Materialize CSS 1 video + Add
GraphPilot 0 videos + Add

Build A Travel Agency Theme With Materialize CSS 1.0.0

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
Materialize CSS
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 Materialize CSS 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

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Reviews and articles

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

Materialize CSS no reviews yet
GraphPilot no reviews yet

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Social recommendations and mentions

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

Materialize CSS 28 mentions
GraphPilot 0 mentions
  • JavaScript Awesome Package
    Materialize - Responsive front-end framework based on Material Design. - Source: dev.to / 9 months ago
  • Mistakes Were Made
    Sure, why not use Blazor? It makes life easier for the developers who are primarily backend, to work on the frontend as well. Seems like the better choice. So what's next? The UI library. No shade to the long-time standing Bootstrap, but... - Source: dev.to / about 1 year ago
  • Top 5 Best CSS Frameworks for Responsive Web Design in 2024
    Materialize is a modern CSS framework based on Google’s Material Design. It was created and designed by Google to provide a unified and consistent user interface across all its products. Materialize is focused on user experience as it... - Source: dev.to / about 2 years ago

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Tracking GraphPilot since Nov 2026.

Alternatives to Materialize CSS and GraphPilot

When comparing Materialize CSS and GraphPilot, you can also consider the following products.