Advanced everything in Backend Dev, page 5
Read Committed versus Serializable isolation levels
Name the four levels, map each anomaly (dirty read, non-repeatable read, phantom) to the level that blocks it.
Why Pin is needed for self-referential Futures
Async blocks compile to state machines that can hold references into their own storage; Pin guarantees the value will not move so those internal pointers stay valid across polls.
Architecting an L7 proxy in Go versus Rust
Go offers GC and cheap goroutines for fast delivery but tail-latency GC pauses; Rust offers ownership and async/await for predictable latency at higher complexity.
cgo directives: CFLAGS, LDFLAGS, and pkg-config
#cgo CFLAGS feeds the C compiler include paths/defines, LDFLAGS feeds the linker libraries/paths, pkg-config auto-discovers both; needed to compile against a system C library.
Building a safe Rust wrapper over an unsafe C API
Hide extern calls behind a safe module, own the resource in a struct with Drop calling the C free, return Result mapping C error codes, use NewType/NonNull and PhantomData.
Zero-copy string to []byte conversion via unsafe in Go
Use unsafe.StringData/Slice (or reflect headers) to alias the string's bytes without copying; assumes shared backing array; risk is mutating an immutable string.
Profiling a Rust hot loop with perf
Build with debuginfo, perf record cycles or cache-misses, perf report then perf annotate to map counters to source/asm; flamegraph for hotspots.
Diagnosing Go memory leaks with pprof heap profiles
Expose net/http/pprof, grab /debug/pprof/heap, analyze inuse_space for live retention versus alloc_space for cumulative allocation; rising inuse over time points to a leak.
Cancellation: Go context vs Rust sync stdlib
Go's context.Context threads a Done channel and deadline through call chains; Rust std has no built-in cancellation, so you wire an AtomicBool or channel and check it.
Network read/write timeouts in Go vs Rust stdlib
Go uses SetReadDeadline/SetWriteDeadline as absolute times; Rust uses set_read_timeout/set_write_timeout as durations on TcpStream.
Purpose and mechanism of a Rust build.rs script
Build.rs compiles and runs before the crate, emitting cargo: directives via stdout to set link flags, env vars, and rerun triggers; used to compile C, generate code, or probe the system.
Associated types vs generic type parameters in traits
Associated types fix one type per implementer; generics allow many impls; Iterator::Item is the canonical example.
When to panic in Go versus Rust
Both reserve panic for unrecoverable bugs and use values, Result or error, for expected failures; Rust's type system pushes more cases to Result.
Rust workspace versus single crate for plugins
A workspace gives incremental compilation, enforced API boundaries via a shared api crate, and per-plugin deps; a single crate is simpler but recompiles wholesale and blurs boundaries.
I/O Stream Abstractions
I/O stream abstractions like Go's io.Reader and io.Writer model data as a flow of bytes behind a tiny interface, so files, sockets, buffers and encoders compose interchangeably without each one knowing the others' concrete type.

How do you inspect WebSocket close codes in FastAPI?
Tests WebSocket lifecycle handling in FastAPI. Strong answers catch the disconnect exception, read its code attribute, and log 1000 for normal closures versus 1001/1006 for crashes.
How do you handle slow startup without blocking the FastAPI event loop?
It tests FastAPI lifespan events and event loop hygiene. Use an async lifespan to offload blocking model loading to a thread pool, track readiness with a global flag, and return 503 for early requests. Never block the event loop in startup handlers.

How do you broadcast WebSocket messages to all clients across server nodes?
Tests WebSocket horizontal scaling and pub/sub backplanes. A strong answer names a broker like Redis, describes cross-node fan-out, and keeps connection state purely local.
How do you directly modify FastAPI's generated OpenAPI dictionary?
Tests deep FastAPI lifecycle knowledge. Override app.openapi: save the original, call it to get the dict, mutate it, cache on app.openapi_schema, and return. Red flag: rewriting /openapi.json in middleware or touching the schema cache directly.

How do you disable FastAPI docs but keep the OpenAPI schema?
Tests FastAPI constructor routing: docs_url, redoc_url, and openapi_url. Answer: pass docs_url=None and redoc_url=None while keeping openapi_url="/openapi.json", gated by env var. Red flag: middleware or manual route deletion instead of native configuration.
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