Spring Data MongoDB for Java/Spring Boot applications. Covers repositories, MongoTemplate, aggregations, and document mapping. USE WHEN: user mentions "spring data mongodb", "MongoTemplate", "MongoRepository", "@Document", "Spring Boot MongoDB", "aggregation pipeline Java" DO NOT USE FOR: raw MongoDB driver - use `mongodb` instead, relational databases - use `spring-data-jpa` or `spring-data-jdbc` instead
Scanned 9/8/2026
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---
name: spring-data-mongodb
description: |
Spring Data MongoDB for Java/Spring Boot applications.
Covers repositories, MongoTemplate, aggregations, and document mapping.
USE WHEN: user mentions "spring data mongodb", "MongoTemplate", "MongoRepository",
"@Document", "Spring Boot MongoDB", "aggregation pipeline Java"
DO NOT USE FOR: raw MongoDB driver - use `mongodb` instead,
relational databases - use `spring-data-jpa` or `spring-data-jdbc` instead
allowed-tools: Read, Grep, Glob, Write, Edit
---
# Spring Data MongoDB - Quick Reference
> **Deep Knowledge**: Use `mcp__documentation__fetch_docs` with technology: `spring-data-mongodb` for comprehensive documentation.
## Setup
### Dependencies (Maven)
```xml
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-data-mongodb</artifactId>
</dependency>
```
### Configuration
```yaml
spring:
data:
mongodb:
uri: mongodb://localhost:27017/mydb
# Or explicit
host: localhost
port: 27017
database: mydb
username: user
password: secret
authentication-database: admin
```
## Entity Mapping
### Basic Document
```java
@Document(collection = "products")
public class Product {
@Id
private String id;
@Field("product_name")
private String name;
@Indexed
private String category;
private BigDecimal price;
@CreatedDate
private LocalDateTime createdAt;
@LastModifiedDate
private LocalDateTime updatedAt;
}
```
### Embedded Documents
```java
@Document(collection = "orders")
public class Order {
@Id
private String id;
private Customer customer; // Embedded
private List<OrderItem> items; // Embedded list
private Address shippingAddress; // Embedded
}
// No @Document - embedded class
public class OrderItem {
private String productId;
private String productName;
private int quantity;
private BigDecimal price;
}
```
### References
```java
@Document(collection = "posts")
public class Post {
@Id
private String id;
private String title;
@DBRef
private User author; // Lazy loaded reference
// Manual reference (preferred for performance)
private String authorId;
}
```
## Repository Pattern
### Basic Repository
```java
public interface ProductRepository extends MongoRepository<Product, String> {
// Derived queries
List<Product> findByCategory(String category);
List<Product> findByPriceLessThan(BigDecimal price);
List<Product> findByCategoryAndPriceBetween(
String category, BigDecimal min, BigDecimal max);
// Sorting
List<Product> findByCategoryOrderByPriceDesc(String category);
// Limiting
List<Product> findTop5ByCategoryOrderByPriceAsc(String category);
// Exists/Count
boolean existsByName(String name);
long countByCategory(String category);
}
```
### @Query Annotation
```java
public interface ProductRepository extends MongoRepository<Product, String> {
@Query("{ 'category': ?0, 'price': { $lte: ?1 } }")
List<Product> findByCategoryWithMaxPrice(String category, BigDecimal maxPrice);
@Query("{ 'tags': { $in: ?0 } }")
List<Product> findByAnyTag(List<String> tags);
@Query("{ 'name': { $regex: ?0, $options: 'i' } }")
List<Product> searchByName(String keyword);
// Projection
@Query(value = "{ 'category': ?0 }", fields = "{ 'name': 1, 'price': 1 }")
List<Product> findNameAndPriceByCategory(String category);
}
```
### Aggregation in Repository
```java
@Aggregation(pipeline = {
"{ $match: { status: 'COMPLETED' } }",
"{ $group: { _id: '$customerId', total: { $sum: '$amount' } } }",
"{ $sort: { total: -1 } }",
"{ $limit: 10 }"
})
List<CustomerTotal> findTopCustomers();
```
## MongoTemplate
### CRUD Operations
```java
@Service
@RequiredArgsConstructor
public class ProductService {
private final MongoTemplate mongoTemplate;
// Create
public Product save(Product product) {
return mongoTemplate.save(product);
}
// Insert (fails if exists)
public Product insert(Product product) {
return mongoTemplate.insert(product);
}
// Read
public Product findById(String id) {
return mongoTemplate.findById(id, Product.class);
}
public List<Product> findByCategory(String category) {
Query query = Query.query(Criteria.where("category").is(category));
return mongoTemplate.find(query, Product.class);
}
// Update
public UpdateResult updatePrice(String id, BigDecimal price) {
Query query = Query.query(Criteria.where("id").is(id));
Update update = Update.update("price", price);
return mongoTemplate.updateFirst(query, update, Product.class);
}
// Delete
public DeleteResult delete(String id) {
Query query = Query.query(Criteria.where("id").is(id));
return mongoTemplate.remove(query, Product.class);
}
}
```
### Complex Queries
```java
public List<Product> search(ProductFilter filter) {
Query query = new Query();
// Multiple criteria
if (filter.getCategory() != null) {
query.addCriteria(Criteria.where("category").is(filter.getCategory()));
}
if (filter.getMinPrice() != null && filter.getMaxPrice() != null) {
query.addCriteria(Criteria.where("price")
.gte(filter.getMinPrice())
.lte(filter.getMaxPrice()));
}
// OR condition
if (filter.getKeywords() != null) {
query.addCriteria(new Criteria().orOperator(
Criteria.where("name").regex(filter.getKeywords(), "i"),
Criteria.where("description").regex(filter.getKeywords(), "i")
));
}
// Pagination
query.with(PageRequest.of(filter.getPage(), filter.getSize()));
// Sorting
query.with(Sort.by(Sort.Direction.DESC, "createdAt"));
// Projection
query.fields().include("name", "price", "category");
return mongoTemplate.find(query, Product.class);
}
```
## Aggregation Framework
### Basic Pipeline
```java
public List<CategoryStats> getCategoryStats() {
Aggregation agg = Aggregation.newAggregation(
Aggregation.match(Criteria.where("active").is(true)),
Aggregation.group("category")
.count().as("count")
.avg("price").as("avgPrice")
.sum("stock").as("totalStock"),
Aggregation.sort(Sort.Direction.DESC, "count")
);
return mongoTemplate.aggregate(agg, "products", CategoryStats.class)
.getMappedResults();
}
```
### Lookup (Join)
```java
Aggregation agg = Aggregation.newAggregation(
Aggregation.lookup("users", "userId", "_id", "user"),
Aggregation.unwind("user"),
Aggregation.project()
.andInclude("orderNumber", "total")
.and("user.name").as("customerName")
);
```
### Unwind Arrays
```java
Aggregation agg = Aggregation.newAggregation(
Aggregation.unwind("items"),
Aggregation.group("items.productId")
.sum("items.quantity").as("totalSold")
.first("items.productName").as("productName"),
Aggregation.sort(Sort.Direction.DESC, "totalSold"),
Aggregation.limit(10)
);
```
## Indexes
### Annotations
```java
@Document(collection = "products")
@CompoundIndex(name = "category_price", def = "{'category': 1, 'price': -1}")
public class Product {
@Indexed(unique = true)
private String sku;
@Indexed
private String category;
@TextIndexed(weight = 3)
private String name;
@TextIndexed
private String description;
@Indexed(expireAfter = "30d")
private LocalDateTime expiresAt;
}
```
### Programmatic
```java
mongoTemplate.indexOps(Product.class).ensureIndex(
new Index()
.on("category", Sort.Direction.ASC)
.on("price", Sort.Direction.DESC)
.named("category_price_idx")
);
```
## Update Operations
### Update Operators
```java
Update update = new Update()
.set("name", "New Name")
.inc("viewCount", 1)
.push("tags", "new-tag")
.addToSet("categories", "electronics")
.unset("deprecatedField")
.currentDate("lastModified");
mongoTemplate.updateFirst(query, update, Product.class);
```
### Upsert
```java
mongoTemplate.upsert(query, update, Product.class);
```
### Bulk Operations
```java
BulkOperations bulkOps = mongoTemplate.bulkOps(BulkMode.ORDERED, Product.class);
products.forEach(p -> bulkOps.insert(p));
bulkOps.execute();
```
## Testing with Testcontainers
```java
@DataMongoTest
@Testcontainers
class ProductRepositoryTest {
@Container
@ServiceConnection
static MongoDBContainer mongo = new MongoDBContainer("mongo:7.0");
@Autowired
private ProductRepository repository;
@Test
void shouldFindByCategory() {
repository.save(new Product("Phone", "electronics", BigDecimal.valueOf(999)));
List<Product> found = repository.findByCategory("electronics");
assertThat(found).hasSize(1);
}
}
```
## Common Query Methods
| Method | MongoDB Equivalent |
|--------|-------------------|
| `findByX(x)` | `{ x: x }` |
| `findByXAndY(x, y)` | `{ x: x, y: y }` |
| `findByXOrY(x, y)` | `{ $or: [{x: x}, {y: y}] }` |
| `findByXBetween(a, b)` | `{ x: { $gte: a, $lte: b } }` |
| `findByXLessThan(x)` | `{ x: { $lt: x } }` |
| `findByXIn(list)` | `{ x: { $in: list } }` |
| `findByXRegex(pattern)` | `{ x: { $regex: pattern } }` |
| `findByXExists(bool)` | `{ x: { $exists: bool } }` |
## When NOT to Use This Skill
- **Raw MongoDB driver** - Use `mongodb` skill for driver-level operations
- **Relational data** - Use `spring-data-jpa` or `spring-data-jdbc`
- **Full-text search focus** - Consider `spring-data-elasticsearch`
- **Graph relationships** - Use `spring-data-neo4j`
## Anti-Patterns
| Anti-Pattern | Problem | Solution |
|--------------|---------|----------|
| Using @DBRef everywhere | N+1 queries, slow | Embed or manual references |
| Missing indexes | Slow queries | Add @Indexed, compound indexes |
| Fetching full documents | Wasted bandwidth | Use projections, fields() |
| Transactions without replica set | Transactions fail | Configure replica set |
| Documents > 16MB | Insert fails | Redesign, use GridFS for large files |
| Dynamic field types | Query issues | Use consistent schemas |
## Quick Troubleshooting
| Problem | Diagnostic | Fix |
|---------|------------|-----|
| Connection refused | Check MongoDB running | Start MongoDB, check URI |
| Duplicate key error | Check @Id or unique index | Handle or use upsert |
| Query returns empty | Check field names | Verify @Field mapping matches DB |
| Slow aggregation | Check stages | Add $match early, use indexes |
| Transaction fails | Check replica set | Configure replica set or remove transaction |
## Reference Documentation
- [Spring Data MongoDB Reference](https://docs.spring.io/spring-data/mongodb/reference/)
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