Advanced everything in Backend Dev, page 7
Ensure end_date is after start_date in Pydantic
Tests whether you know field validators see only one value and cannot compare siblings. Use a model validator instead, which receives the full instance and can compare start_date and end_date. Red flag: a field validator referencing the other field.
What is the :path converter in FastAPI?
Tests FastAPI routing semantics and URL segmentation. A strong answer states :path captures slashes across segments while plain str stops at the next slash, and cites file-serving as the use case.
How do you type-hint repeated query params in FastAPI?
Tests FastAPI's Annotated pattern for multi-value query strings. A great answer uses Annotated[list[str], Query()] = [] to collect repeated keys, and notes the old Query-as-default alternative. Red flag: manual parsing or typing it as str.
FastAPI non-integer query param default behavior
Tests FastAPI's automatic Pydantic validation and default error contracts. Strong answer: 422 Unprocessable Entity with JSON detail array containing loc, msg, and type fields. Red flag: saying 400 Bad Request or manual validation is needed.
Create a generic Pydantic BaseModel for API response wrappers
Subclass BaseModel and Generic[T]; type data as T; use ResponseWrapper[User]; note unparametrized TypeVars validate as Any.
Implement an async database session dependency using yield for setup and teardown
This tests async resource lifecycle management in FastAPI. A strong answer uses async def, yields a session inside try, closes in finally, and injects with Depends. A red flag is omitting finally or using sync def for async I/O, which leaks connections.
How does Uvicorn use asyncio to handle thousands of concurrent connections?
Tests async concurrency and the GIL. Great answers cover the event loop suspending coroutines at await, Uvicorn interleaving connections, and multi-process workers for parallelism. Red flag: claiming asyncio uses threads per request or bypasses the GIL.
FastAPI Container Build and Deploy Pipeline
Treat the Docker image as the immutable artifact: one build runs everywhere. Deploy FastAPI workers behind a load balancer, one process per container. The footgun is baking secrets into the image or running multiple processes; that breaks horizontal scaling.
Overriding FastAPI's OpenAPI Generator
FastAPI lets you swap app.openapi to reshape its generated schema without forking. Use this for vendor extensions, filtered operations, or merging external schemas. Forgetting to cache the result means every docs request rebuilds it and destroys performance.
Async Path Operations in FastAPI
FastAPI path operations can be async, letting the server switch to other requests during I/O waits. Declare dependencies and sub-dependencies async when they await external calls.
Python Async Context Managers
Async context managers let you await during setup and teardown. Use async with for database connections or streams where acquiring and releasing both need I/O. The footgun is applying @contextmanager to async cleanup, which cannot await and will crash.
Node.js DNS: lookup vs. resolve
Node.js splits DNS into two paths: dns.lookup uses getaddrinfo for IPs, while the dns.resolve family fetches records like MX or TXT. Use lookup for connections and the resolve family for service discovery.
Design a safe Rust wrapper taking &[i32] and returning Vec<i32>
Tests Rust FFI buffer-output encapsulation. A strong answer declares an unsafe extern C block, allocates a Vec with capacity, passes as_mut_ptr and a local size_t, validates returned length, then calls set_len.
Implement a custom derive macro for a Builder pattern
Tests proc-macro AST transformation. A strong answer lists: parse TokenStream with syn into DeriveInput, inspect fields, then quote builder code as TokenStream, noting the separate proc-macro crate. Red flag: treating tokens as strings instead of AST nodes.
Compare Go and Rust approaches to exposing profiling data
Contrast Go's pprof import with Rust crates or profilers, noting runtime versus OS-level sampling.
What does go mod tidy do beyond adding dependencies?
Tests reproducible Go module graph knowledge. A strong answer covers that tidy reconciles imports with go.mod, prunes unused modules, and ensures go.sum contains every checksum for the minimal build list.
How do you manage multiple related Rust crates as a single unit?
Tests Cargo workspaces for multi-crate Rust projects. Strong answers cite the [workspace] section, shared Cargo.lock, unified target directory, inherited metadata, and workspace-wide commands.
When should Rust atomics replace a Mutex, and how do orderings work?
Atomics replace mutexes for counters; Relaxed is atomicity only, SeqCst adds global order, weaker ones skip fences on ARM.
Describe Rust's orphan rule and its ecosystem purpose
State that either trait or type must be local; explain this stops conflicting foreign impls; note crates.io would see silent impl collisions breaking downstream builds.
Design a custom Go error type with context, Is, As, and Unwrap
This tests Go 1.13 error wrapping and Unwrap conventions. Answer: struct with Err and context fields; implement Error and Unwrap; note errors.Is and errors.As walk the chain. Red flag: stringifying the error via fmt.Errorf %v, which severs unwrapping.
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