Profile Blocking Skill
Identify blocking calls in the reactive codebase that can cause thread starvation, deadlocks, and performance degradation in Spring WebFlux applications.
Instructions
1. Search for Blocking Patterns
Use Grep to search for these blocking call patterns:
Direct Blocking Calls
java
1.block() // Mono/Flux blocking subscription
2.blockFirst() // Flux blocking first element
3.blockLast() // Flux blocking last element
4.blockOptional() // Mono blocking to Optional
5.toFuture().get() // CompletableFuture blocking
6.get() // Future.get() blocking
7.join() // CompletableFuture.join()
Thread Blocking
java
1Thread.sleep( // Thread sleep
2Object.wait( // Object monitor wait
3.await( // CountDownLatch, CyclicBarrier await
4.acquire( // Semaphore blocking acquire
5synchronized // Synchronized blocks (potential)
6ReentrantLock.lock // Explicit locking
Blocking I/O
java
1InputStream // Blocking input streams
2OutputStream // Blocking output streams
3FileInputStream // File I/O
4FileOutputStream // File I/O
5BufferedReader // Blocking readers
6Scanner // Blocking scanner
7new URL( // URL.openStream() is blocking
8HttpURLConnection // Blocking HTTP
JDBC/Database (if present)
java
1JdbcTemplate // Blocking JDBC
2EntityManager // Blocking JPA
3.save( // Repository blocking save
4.findBy // Repository blocking find
5DataSource // Direct datasource access
2. Context-Aware Analysis
For each finding, determine if it's:
Acceptable blocking:
- Inside
StructuredTaskScope (this project uses Java 24 virtual threads)
- In
@Scheduled methods running on separate thread pool
- In test code
- Wrapped in
Mono.fromCallable() with .subscribeOn(Schedulers.boundedElastic())
- In startup/initialization code (non-request path)
Problematic blocking:
- In
@RestController methods returning Mono/Flux
- In reactive chain operators (map, flatMap, filter)
- On Netty event loop threads
- In
WebFilter implementations
- Inside
Mono.create() or Flux.create() without scheduler
3. Analyze Reactive Chains
Check for anti-patterns in reactive code:
java
1// BAD: Blocking in map
2mono.map(data -> {
3 blockingCall(); // Blocks event loop!
4 return result;
5})
6
7// BAD: Blocking in flatMap
8flux.flatMap(item -> {
9 var result = blockingService.call(); // Blocks!
10 return Mono.just(result);
11})
12
13// GOOD: Proper offloading
14mono.flatMap(data ->
15 Mono.fromCallable(() -> blockingCall())
16 .subscribeOn(Schedulers.boundedElastic())
17)
4. Check This Project's Specific Patterns
Files to examine:
src/main/java/**/controller/*.java - REST endpoints
src/main/java/**/service/*.java - Service layer
src/main/java/**/strategy/*.java - Strategy implementations
src/main/java/**/config/*.java - Configuration classes
Known acceptable patterns in this project:
StructuredTaskScope usage in AggregatorService (virtual threads)
.block() inside virtual thread contexts
- OkHttp calls (executed in separate thread pool)
Patterns to flag:
.block() in controller methods
- Blocking in
WebFilter or HandlerFilterFunction
- Synchronous HTTP calls without proper scheduling
5. Virtual Thread Considerations
This project uses Java 24 with virtual threads. Check:
java
1// Virtual thread factory usage
2Thread.ofVirtual().factory()
3
4// StructuredTaskScope usage (blocking is OK inside)
5try (var scope = new StructuredTaskScope.ShutdownOnFailure()) {
6 scope.fork(() -> blockingCall()); // OK - virtual thread
7 scope.join(); // OK - virtual thread blocks, not platform thread
8}
6. HTTP Client Analysis
Check OkHttp usage patterns:
java
1// Synchronous call - check if on reactive thread
2Response response = client.newCall(request).execute();
3
4// Better: Use async
5client.newCall(request).enqueue(callback);
6
7// Or wrap properly
8Mono.fromCallable(() -> client.newCall(request).execute())
9 .subscribeOn(Schedulers.boundedElastic())
markdown
1## Blocking Call Analysis Report
2
3### Summary
45|----------|-------|----------|
6| Direct .block() calls | X | High/Medium |
7| Thread.sleep() | X | High |
8| Blocking I/O | X | Medium |
9| Synchronized blocks | X | Low |
10| **Total potential issues** | **Y** | |
11
12### Critical Issues (Event Loop Blocking)
13
14#### [Issue Title]
15**File**: `path/to/file.java:line`
16**Pattern**: `.block()` in reactive chain
17**Context**: Inside @RestController endpoint
18**Risk**: Thread starvation, request timeouts
19```java
20// Current code
21@GetMapping("/data")
22public Mono<Data> getData() {
23 return service.fetchData()
24 .map(d -> blockingTransform(d)); // BLOCKS!
25}
Fix:
java
1@GetMapping("/data")
2public Mono<Data> getData() {
3 return service.fetchData()
4 .flatMap(d -> Mono.fromCallable(() -> blockingTransform(d))
5 .subscribeOn(Schedulers.boundedElastic()));
6}
Medium Priority (Potential Issues)
| File | Line | Pattern | Context | Verdict |
|---|
| Service.java | 42 | .block() | Inside StructuredTaskScope | OK |
| Handler.java | 78 | Thread.sleep | Test code | OK |
Acceptable Blocking (Verified Safe)
These blocking calls are in appropriate contexts:
| File | Line | Pattern | Why It's OK |
|---|
| AggregatorService.java | 120 | .block() | Inside virtual thread scope |
| ForecastService.java | 85 | OkHttp.execute() | Wrapped in fromCallable |
Patterns Found
.block() Calls
src/main/java/.../Service.java:42 - response.block()
src/main/java/.../Service.java:87 - result.blockFirst()
Thread Blocking
src/main/java/.../Worker.java:23 - Thread.sleep(1000)
Blocking I/O
src/main/java/.../Reader.java:15 - new FileInputStream()
Recommendations
- Immediate: Move blocking call at
File.java:42 to bounded elastic scheduler
- Review: Verify StructuredTaskScope usage covers all blocking in AggregatorService
- Consider: Replace synchronous OkHttp with async calls or WebClient
Reactive Best Practices Checklist
## Execution Steps
1. Use `Grep` to find all `.block()` calls
2. Use `Grep` to find `Thread.sleep`, `.await(`, `synchronized`
3. Use `Grep` to find blocking I/O patterns
4. Read each file to determine context (controller vs service vs test)
5. Check if blocking is inside StructuredTaskScope or virtual thread
6. Categorize findings by severity
7. Generate report with fix recommendations
## Notes
- Virtual threads (Java 21+) change the blocking calculus - blocking is OK on virtual threads
- This project uses StructuredTaskScope, so verify scope boundaries
- OkHttp is blocking by default but may be acceptable if not on event loop
- Focus on request-handling paths; scheduled tasks are lower priority
- Some `.block()` in tests is normal and acceptable
- Spring WebFlux Netty uses limited event loop threads - blocking them is critical