## Description Follow-up to #25338 (the guides revamp). That PR collapsed most multi-page guide series into single pages but left ~50 guides wrapped in a `<name>/index.md` directory structure alongside guides that are already flat `<name>.md` files — an inconsistent mix. This PR finishes the flattening: - Flattens 50 folder-wrapped guides to `content/guides/<slug>.md` via `git mv` (history preserved). These keep the same URL, since Hugo generates the same permalink for a leaf-bundle `dir/index.md` and a flat `dir.md`. - Moves the last 4 guides' local per-guide image bundles (`genai-leveraging-rag`, `genai-video-bot`, `genai-claude-code-mcp`, `java`) into the shared `content/guides/images/` folder with slug-prefixed filenames, matching the convention already used by most other guides (`databases-1.webp`, `kafka-1.webp`, etc.), and rewrites the in-body image references. - Normalizes `genai-claude-code-mcp`'s non-standard filename (`claude-code-mcp-guide.md`) and capitalized `Images/` folder to match convention. - Promotes `content/guides/frameworks/laravel/index.md` to a top-level `content/guides/laravel.md`, since it was the only guide under `frameworks/` and every other language/framework guide is flat. - Adds `aliases` entries for the two URLs that actually changed (`/guides/frameworks/laravel/` and `/guides/genai-claude-code-mcp/claude-code-mcp-guide/`); every other rename preserves its existing URL. Companion PR establishing this as the documented convention going forward: #25503 ## Validation - `hugo --minify` build via `docker compose run` completes with zero warnings/errors (3174 pages, 1524 aliases — unchanged from before this PR). - Verified both changed-URL guides render at their new path and the old path 301s via the Hugo alias redirect. - Verified every image reference in the 4 migrated guides resolves to an existing file in `content/guides/images/`. - Multi-agent docs review (link-checker, cross-reference-checker, guide-conventions) found zero issues. ## Related issues or tickets Discussed in the team's docs Slack channel following #25338. ## Reviews - [ ] Technical review
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| Replace H2 with a real database for testing | Replace H2 database | Learn how to replace an H2 in-memory database with a real PostgreSQL database for testing using Testcontainers. | testcontainers, java, testing, h2, postgresql, spring boot, spring data jpa, jdbc | Replace your H2 in-memory test database with a real PostgreSQL instance using the Testcontainers special JDBC URL — a one-line change. |
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In this guide, you will learn how to:
- Understand the drawbacks of using H2 in-memory databases for testing
- Replace H2 with a real PostgreSQL database using the Testcontainers special JDBC URL
- Use the Testcontainers JUnit 5 extension for more control over the container
- Test both Spring Data JPA and JdbcTemplate-based repositories
Prerequisites
- Java 17+
- Maven or Gradle
- A Docker environment supported by Testcontainers
Note
If you're new to Testcontainers, visit the Testcontainers overview to learn more about Testcontainers and the benefits of using it.
The problem with H2 for testing
A common practice is to use lightweight databases like H2 or HSQL as in-memory databases for testing while using PostgreSQL, MySQL, or Oracle in production. This approach has significant drawbacks:
- The test database might not support all features of your production database.
- SQL syntax might not be compatible between H2 and your production database.
- Tests passing with H2 don't guarantee they'll work in production.
Example: PostgreSQL-specific syntax
Consider implementing an "upsert" — insert a product only if it doesn't already exist. In PostgreSQL, you can use:
INSERT INTO products(id, code, name) VALUES(?,?,?) ON CONFLICT DO NOTHING;
This query doesn't work with H2 by default:
Caused by: org.h2.jdbc.JdbcSQLException: Syntax error in SQL statement
"INSERT INTO products (id, code, name) VALUES (?, ?, ?) ON[*] CONFLICT DO NOTHING";
You can run H2 in PostgreSQL compatibility mode, but not all features are
supported. The inverse is also true — H2 supports ROWNUM() which PostgreSQL
doesn't.
Testing with a different database than production means you can't trust your test results and must verify after deployment, defeating the purpose of automated tests.
The Spring Boot test using H2
A typical H2-based test looks like this:
@DataJpaTest
class ProductRepositoryTest {
@Autowired
ProductRepository productRepository;
@Test
@Sql("classpath:/sql/seed-data.sql")
void shouldGetAllProducts() {
List<Product> products = productRepository.findAll();
assertEquals(2, products.size());
}
}
Spring Boot uses H2 automatically when it's on the classpath. The test passes, but it doesn't catch PostgreSQL-specific issues.
Replace H2 with the Testcontainers JDBC URL
Replacing H2 with a real PostgreSQL database requires two test properties:
@DataJpaTest
@TestPropertySource(properties = {
"spring.test.database.replace=none",
"spring.datasource.url=jdbc:tc:postgresql:16-alpine:///db"
})
class ProductRepositoryWithJdbcUrlTest {
@Autowired
ProductRepository productRepository;
@Test
@Sql("classpath:/sql/seed-data.sql")
void shouldGetAllProducts() {
List<Product> products = productRepository.findAll();
assertEquals(2, products.size());
}
}
That's it — two properties and your tests run against a real PostgreSQL database.
How the special JDBC URL works
A standard PostgreSQL JDBC URL looks like:
jdbc:postgresql://localhost:5432/postgres
The Testcontainers special JDBC URL inserts tc: after jdbc::
jdbc:tc:postgresql:///db
The hostname, port, and database name are ignored — Testcontainers manages them automatically. You can specify the Docker image tag after the database name:
jdbc:tc:postgresql:16-alpine:///db
This creates a container from the postgres:16-alpine image.
Initialize the database with a script
Pass TC_INITSCRIPT to run an SQL script when the container starts:
jdbc:tc:postgresql:16-alpine:///db?TC_INITSCRIPT=sql/init-db.sql
Testcontainers runs the script automatically. For production applications, use a database migration tool like Flyway or Liquibase instead.
The special JDBC URL also works for MySQL, MariaDB, PostGIS, YugabyteDB, CockroachDB, and other databases with Testcontainers JDBC support.
Testing JdbcTemplate-based repositories
The same approach works for JdbcTemplate-based repositories. Use @JdbcTest
instead of @DataJpaTest:
@JdbcTest
@TestPropertySource(properties = {
"spring.test.database.replace=none",
"spring.datasource.url=jdbc:tc:postgresql:16-alpine:///db?TC_INITSCRIPT=sql/init-db.sql"
})
class JdbcProductRepositoryTest {
@Autowired
private JdbcTemplate jdbcTemplate;
private JdbcProductRepository productRepository;
@BeforeEach
void setUp() {
productRepository = new JdbcProductRepository(jdbcTemplate);
}
@Test
@Sql("/sql/seed-data.sql")
void shouldGetAllProducts() {
List<Product> products = productRepository.getAllProducts();
assertEquals(2, products.size());
}
}
Use the JUnit 5 extension for more control
If the special JDBC URL doesn't meet your needs, or you need more control over container creation (for example, to copy initialization scripts), use the Testcontainers JUnit 5 extension:
@DataJpaTest
@TestPropertySource(properties = {
"spring.test.database.replace=none"
})
@Testcontainers
class ProductRepositoryTest {
@Container
static PostgreSQLContainer postgres =
new PostgreSQLContainer("postgres:16-alpine")
.withCopyFileToContainer(
MountableFile.forClasspathResource("sql/init-db.sql"),
"/docker-entrypoint-initdb.d/init-db.sql");
@DynamicPropertySource
static void configureProperties(DynamicPropertyRegistry registry) {
registry.add("spring.datasource.url", postgres::getJdbcUrl);
registry.add("spring.datasource.username", postgres::getUsername);
registry.add("spring.datasource.password", postgres::getPassword);
}
@Autowired
ProductRepository productRepository;
@Test
@Sql("/sql/seed-data.sql")
void shouldGetAllProducts() {
List<Product> products = productRepository.findAll();
assertEquals(2, products.size());
}
@Test
@Sql("/sql/seed-data.sql")
void shouldNotCreateAProductWithDuplicateCode() {
Product product = new Product(3L, "p101", "Test Product");
productRepository.createProductIfNotExists(product);
Optional<Product> optionalProduct = productRepository.findById(
product.getId()
);
assertThat(optionalProduct).isEmpty();
}
}
This approach:
- Uses
@Testcontainersand@Containerto manage the container lifecycle. - Copies
init-db.sqlinto the container's init directory so PostgreSQL runs it at startup. - Uses
@DynamicPropertySourceto register the container's connection details with Spring Boot. - Tests PostgreSQL-specific features like
ON CONFLICT DO NOTHINGthat wouldn't work with H2.
Summary
- Use the special JDBC URL (
jdbc:tc:postgresql:...) for the quickest way to switch from H2 to a real database — it's a one-property change. - Use the JUnit 5 extension when you need more control over the container (custom init scripts, environment variables, etc.).
- Both approaches work with Spring Data JPA (
@DataJpaTest) and JdbcTemplate (@JdbcTest) tests.