Architecture

Scaling GraphQL: Managing Microservices with Apollo Federation

One giant GraphQL schema doesn't scale. Learn how Meerako uses Apollo Federation to create a unified graph from independent microservice schemas.

Sarah Miller
Lead Solutions Architect
November 4, 2025
12 min read
Scaling GraphQL: Managing Microservices with Apollo Federation

Scaling GraphQL: Managing Microservices with Apollo Federation

"

Meerako β€” Dallas, TX experts in architecting scalable GraphQL APIs for enterprise microservices.

Introduction

You've adopted GraphQL. Your frontend teams love the flexibility and efficiency (no more over/under-fetching!). You've also adopted microservices, breaking your backend into independent, scalable units (a smart move, eventually).

Now you have a new problem: How do you manage your GraphQL schema?

Do you put the entire schema for all your microservices into one giant, monolithic GraphQL server? This quickly becomes unmanageable. Teams step on each other's toes, deployments become bottlenecks, and the monolith reappears, just in GraphQL form.

The solution is GraphQL Federation, and the leading implementation is Apollo Federation.

Federation allows multiple independent GraphQL services (called "subgraphs") to expose their own schemas, which are then automatically composed into a single, unified "supergraph" accessible by clients via a Gateway. As architects of complex systems, Meerako leverages Apollo Federation to bring the benefits of GraphQL to the microservices world.

What You'll Learn

  • The problem: Monolithic GraphQL schemas in a microservices world.
  • What Apollo Federation is (Subgraphs + Gateway = Supergraph).
  • Key concepts: Entities, @key, @requires, @external.
  • How Meerako uses Federation to enable team autonomy and scalability.

The Problem: The Monolithic GraphQL Schema

Imagine you have microservices for Users, Products, and Reviews.

  • Monolithic Approach: One GraphQL server defines all types (User, Product, Review) and resolvers. If the Reviews team wants to add a field, they have to modify and redeploy the entire GraphQL monolith, potentially impacting the Users and Products teams.

The Solution: Apollo Federation

Federation allows each team to own its GraphQL schema independently.

  1. Subgraphs:
    • The Users service exposes a GraphQL schema with type User { id email }.
    • The Products service exposes a schema with type Product { id name price }.
    • The Reviews service exposes a schema with type Review { id rating product { id } user { id } }.
  2. The Gateway (Apollo Gateway): This is a specialized, lightweight GraphQL server.
  3. Composition: The Gateway fetches the schemas from all subgraphs and intelligently composes them into a single Supergraph schema.
  4. Query Planning: When a client sends a query to the Gateway (e.g., asking for a Review's rating, product name, and user email), the Gateway creates a query plan. It knows it needs to fetch the Review from the Reviews service, then fetch the Product name from the Products service (using the product.id), and the User email from the Users service (using the user.id).
  5. Execution: The Gateway executes this plan, calls the necessary subgraphs, and stitches the results together into a single response for the client.

Key Federation Concepts (Directives)

Federation uses special GraphQL schema directives (@...) to link types across subgraphs.
  • @key(fields: "id"): Marks a type as an Entity that can be referenced by other subgraphs. The fields define its primary key.
    # In Products service type Product @key(fields: "id") { id: ID! name: String! price: Float! # We DON'T define reviews here }
  • extend type ...: Allows one subgraph to add fields to an Entity defined in another subgraph.
    # In Reviews service extend type Product @key(fields: "id") { id: ID! @external # Mark 'id' as defined elsewhere reviews: [Review!] # Add the 'reviews' field to Product }
  • @external: Marks a field within an extend type block as being defined (and resolved) by another subgraph.
  • @requires(fields: "..."): If resolving a field requires data from another field (that might come from a different subgraph), use @requires.

Benefits of Federation

  1. Team Autonomy: The Reviews team can add fields to Review and redeploy their subgraph without affecting or coordinating with the Products team.
  2. Scalability: Each subgraph can be scaled independently based on its specific load.
  3. Separation of Concerns: Each service focuses only on its domain logic.
  4. Unified Client Experience: Frontend developers still see a single, consistent GraphQL endpoint, unaware of the underlying microservices.

Meerako's Implementation Strategy

  • Apollo Gateway: We deploy the official Apollo Gateway (or a managed alternative like Apollo GraphOS) as the entry point.
  • Subgraph Standards: We establish clear standards for subgraph schema design and communication.
  • Schema Management: We use tools like Apollo Studio for schema validation, composition checks, and monitoring the federated graph.

Conclusion

GraphQL Federation, particularly Apollo Federation, provides an elegant solution to the challenge of managing GraphQL schemas in a distributed microservices architecture. It enables team autonomy, promotes scalability, and maintains a unified experience for clients.

While it adds a layer of complexity (the Gateway), the benefits for large, evolving systems are immense. For enterprise clients adopting both GraphQL and microservices, Meerako considers Federation the industry best practice.

Need help architecting a scalable, federated GraphQL solution for your microservices?


🧠 Meerako β€” Your Trusted Dallas Technology Partner.

From concept to scale, we deliver world-class SaaS, web, and AI solutions.

πŸ“ž Call us at +1 469-336-9968 or πŸ’Œ email [email protected] for a free consultation.

Start Your Project β†’
#GraphQL Federation#Apollo GraphQL#Microservices#GraphQL#Architecture#Meerako#Dallas#Scalability

Share this article

About Sarah Miller

Lead Solutions Architect

Sarah Miller is a Lead Solutions Architect at Meerako with extensive experience in building scalable applications and leading technical teams. Passionate about sharing knowledge and helping developers grow their skills.