Spring Boot Observability: Micrometer Metrics and Tracing
Spring Boot's observability, powered by Micrometer, can feel like magic until you realize it's just about making the invisible visible.
59 articles
Spring Boot's observability, powered by Micrometer, can feel like magic until you realize it's just about making the invisible visible.
Spring Boot's auto-instrumentation for OpenTelemetry tracing doesn't actually add tracing to your application; it enables existing, latent tracing capab.
Profile Spring Boot Performance: JFR and Async-Profiler — practical guide covering spring-boot setup, configuration, and troubleshooting with real-world...
Spring Boot R2DBC setup is less about connecting to a database and more about managing a network of concurrent, non-blocking I/O operations.
Spring Boot applications often need to control the rate at which clients can access them, and Bucket4j paired with Redis is a robust way to handle this.
Feign and WebClient are both popular choices for building REST clients in Spring Boot, but they tackle the problem from fundamentally different angles, .
ShedLock doesn't actually prevent multiple instances from executing a scheduled task; it ensures only one instance acquires the lock for that task.
Spring Boot Security's CSRF and CORS are often configured together, but they solve fundamentally different problems, and their interaction can be a sour.
Spring Boot Security Hardening Checklist Spring Boot Security, by default, is not secure enough for production environments.
Spring Boot JWT and OAuth2 in production: Full Config The most surprising thing about JWT and OAuth2 in production is that they're often implemented as .
Spring Boot applications can sometimes take a surprisingly long time to start, and it's often because the framework is doing a lot of work before your a.
@WebMvcTest and @MockBean in Spring Boot are your best friends for unit testing your web layer without the overhead of a full application context.
Spring Boot's @Transactional annotation isn't just a magic bullet for database operations; it's a powerful, yet often misunderstood, tool that can lead .
Spring Boot's validation framework is a powerful tool, but the real magic happens when you go beyond the built-in constraints and create your own.
Spring WebFlux and Spring MVC are both powerful frameworks for building web applications in Spring, but they approach concurrency and I/O very different.
Spring Boot applications on Kubernetes can achieve zero-downtime rolling deployments by carefully orchestrating the lifecycle of new and old pods.
Fix Spring Boot MySQL Server Time Zone Unrecognized Error — practical guide covering spring-boot setup, configuration, and troubleshooting with real-wor...
Fix Spring Boot Detached Entity Passed to Persist Error — The org.springframework.orm.jpa.JpaSystemException: org.hibernate.PersistentObjectException: d...
The Eureka client is failing to register with the Eureka server because the server is not responding to client requests at the expected network address.
Fix HikariPool Connection Not Available Timeout Error — The HikariPool.getConnection method is failing because the pool cannot acquire a new connection ...
The Content-Type header sent by your client is not recognized by the Spring Boot application's message converters, preventing it from deserializing your.
This error means Spring Boot's DispatcherServlet tried to find a handler for your incoming request, couldn't find one, and then failed to find a default.
Fix Spring Boot JPA Transaction Manager Config Error — The org.springframework.beans.factory.UnsatisfiedDependencyException means your Spring Boot appli...
The 5xx error you're seeing, "Request method 'GET' not supported," means your Spring Boot application received an HTTP GET request but the controller ha.
Spring Boot 3's virtual threads, powered by Project Loom, fundamentally change how your application handles concurrency, allowing thousands of concurren.
Spring Boot Actuator endpoints are enabled by default, but they're not automatically exposed externally in production, which is often a surprise for new.
Spring's AOP proxying is actually two distinct mechanisms, and understanding which one is active is the key to debugging AOP issues.
The most surprising thing about API versioning is that you don't have to version your API at all, at least not in the way most people think.
The Spring Application Context is not a single, monolithic entity; it's a dynamic, multi-stage lifecycle that can be surprisingly complex, with beans be.
Spring Boot's default AsyncTaskExecutor is a bit of a blunt instrument, and tuning it is crucial for anything beyond trivial applications.
Spring Boot's auto-configuration is a bit like a really good sous chef who anticipates what ingredients you'll need based on what you've already put in .
Spring Batch doesn't actually process large datasets; it orchestrates the reading, processing, and writing of data in manageable chunks.
Spring Boot's bean lifecycle is a lot more than just "create it, use it, throw it away. " Here's a simple Spring Boot application that demonstrates the .
Spring Boot's caching abstraction is surprisingly flexible, but its default behavior often hides the fact that you're not actually using Redis or EhCach.
Resilience4j's circuit breaker doesn't just stop calls to a failing service; it actively learns from failures to decide when to let calls through again.
The Spring Boot application failed to start because a critical class required for its operation could not be found, indicating a problem with how the ap.
Spring Boot's conditional beans let you surgically inject components into your application context only when specific criteria are met, but most develop.
Spring Boot applications often struggle with database connection management, leading to performance bottlenecks and application instability under load.
Spring Boot starters are a powerful mechanism for packaging and distributing reusable configurations, but understanding how they actually inject those c.
Spring Boot JPA is often pitched as the "easy button" for database access, but the real magic is how it abstracts away tedious boilerplate, letting you .
Spring Boot applications, when containerized with Jib, can be built into highly efficient, multi-layered Docker images by leveraging Spring Boot's "laye.
Spring Boot's application events let components communicate asynchronously, but they're not magic — they still rely on a synchronous dispatcher under th.
The Spring Event system is often misunderstood as a simple observer pattern, but its true power lies in its ability to decouple components so thoroughly.
Spring Boot Externalized Config: application.yml and Profiles — practical guide covering spring-boot setup, configuration, and troubleshooting with real...
Spring Boot's graceful shutdown isn't about stopping gracefully; it's about preventing new requests from being processed while actively finishing the on.
Spring Boot gRPC production setups often surprise people because they're less about the RPC framework itself and more about managing distributed system .
@SpringBootTest can be a black box if you don't know what's happening under the hood. Let's see what @SpringBootTest actually does when you run a test
The most surprising thing about Spring Boot is that it’s less about new Spring features and more about opinionated defaults that make existing Spring fe.
The N+1 problem in Spring Boot JPA occurs when your application makes one query to fetch a collection of parent entities, and then for each parent entit.
Spring Boot makes setting up Kafka producers and consumers surprisingly straightforward, but the most counterintuitive aspect is how much of the underly.
Helm charts are not just for packaging; they're the orchestrator for your Spring Boot application's life on Kubernetes, and probes are the sentinels tha.
Spring Boot microservices with Resilience4j Circuit Breakers: Circuit Breakers The most surprising thing about circuit breakers is that they don't actua.
Spring Boot 3 is a pretty big leap from Spring Boot 2, and it's not just a minor version bump. The core of the change is a shift to Java 17 as the basel.
Spring Boot applications can grow complex quickly, and how you structure your code is often the difference between a maintainable project and a tangled .
Spring Boot's multi-tenancy, especially with schema and database strategies, is far more complex than just telling your app to talk to different databas.
Spring Boot Native lets you compile your Spring Boot applications into a native executable using GraalVM, ditching the JVM entirely for faster startup a.
Spring Boot's OAuth2 Resource Server doesn't actually validate JWTs by default; it just blindly trusts them if they look like JWTs.
Fix Spring Boot: Consider Defining a Bean of Type Error — The Consider defining a bean of type ... error means Spring's dependency injection container c...
This error means Spring couldn't decide which implementation of an interface to inject because you have multiple candidates and didn't specify a prefere.