Builds GraphQL APIs with schema design, resolvers, error handling, and performance optimization using Apollo or Graphene. Use when creating flexible query APIs, migrating from REST, or implementing real-time subscriptions.
Scanned 9/2/2026
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---
name: graphql-implementation
description: Builds GraphQL APIs with schema design, resolvers, error handling, and performance optimization using Apollo or Graphene. Use when creating flexible query APIs, migrating from REST, or implementing real-time subscriptions.
---
# GraphQL Implementation
Build GraphQL APIs with proper schema design, resolvers, and performance optimization.
## Schema Definition
```graphql
type User {
id: ID!
name: String!
email: String!
posts(limit: Int = 10): [Post!]!
}
type Post {
id: ID!
title: String!
content: String!
author: User!
createdAt: DateTime!
}
type Query {
user(id: ID!): User
users(limit: Int, offset: Int): [User!]!
post(id: ID!): Post
}
type Mutation {
createUser(input: CreateUserInput!): User!
createPost(input: CreatePostInput!): Post!
}
input CreateUserInput {
name: String!
email: String!
}
```
## Apollo Server Setup
```javascript
const { ApolloServer } = require('@apollo/server');
const { startStandaloneServer } = require('@apollo/server/standalone');
const resolvers = {
Query: {
user: (_, { id }, { dataSources }) =>
dataSources.userAPI.getUser(id),
users: (_, { limit, offset }, { dataSources }) =>
dataSources.userAPI.getUsers({ limit, offset })
},
User: {
posts: (user, { limit }, { dataSources }) =>
dataSources.postAPI.getPostsByUser(user.id, limit)
},
Mutation: {
createUser: (_, { input }, { dataSources }) =>
dataSources.userAPI.createUser(input)
}
};
const server = new ApolloServer({ typeDefs, resolvers });
```
## DataLoader for N+1 Prevention
```javascript
const DataLoader = require('dataloader');
const userLoader = new DataLoader(async (ids) => {
const users = await User.find({ _id: { $in: ids } });
return ids.map(id => users.find(u => u.id === id));
});
```
## Error Handling
```javascript
const { GraphQLError } = require('graphql');
throw new GraphQLError('User not found', {
extensions: { code: 'NOT_FOUND', argumentName: 'id' }
});
```
## Best Practices
- Use DataLoader to batch queries
- Implement query complexity limits
- Design schema around client needs
- Validate all inputs
- Use descriptive naming conventions
## Python Graphene
See [references/python-graphene.md](references/python-graphene.md) for complete Flask implementation with:
- ObjectType definitions
- Query and Mutation classes
- Input types
- Flask integration
## Best Practices
**Do:**
- Use DataLoader to batch queries
- Implement query complexity limits
- Design schema around client needs
- Validate all inputs
- Use descriptive naming conventions
- Add subscriptions for real-time data
**Don't:**
- Allow deeply nested queries without limits
- Expose database internals
- Ignore N+1 query problems
- Return unauthorized data
- Skip input validation
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