coding-to-rust

name	coding-to-rust
description	Use when migrating code from any source language to Rust — master index covering 16 languages (Python, JS/TS, Go, Java, C#, PHP, C, C++, Zig, Lua, R, Julia, Kotlin, Swift, Ruby, Vue) with quick-reference tables, shared ownership/async/error-handling concepts, and pointers to per-language deep-dive skills. Trigger on "migrate X to Rust", "rewrite in Rust", "port from X to Rust", or Rust-equivalent questions.
updated	2026-07-30T00:00:00.000Z

Coding to Rust — Master Migration Index

Overview

This is the entry point for migrating code from any source language to Rust. It covers 16 languages with quick-reference tables, shared concepts that apply across all migrations, and pointers to detailed per-language skills.

How to use this skill:

1. Find your source language in the Quick Selector below
2. Scan the shared concepts section for universal Rust patterns
3. Read your language's quick-reference table for the most common mappings
4. Follow the link to the per-language skill for deep-dive patterns, code examples, and FFI strategies

Quick Selector

Source Language	Skill	Key Paradigm Shift
Python	python-to-rust	GIL to true parallelism, duck typing to traits, asyncio to tokio
JavaScript / TypeScript	nodejs-to-rust	Event loop to tokio, V8 to AOT, npm to Cargo
Go	go-to-rust	Goroutines to tokio tasks, channels to mpsc, GC to ownership
Java	java-to-rust	JVM to native binary, Spring to Axum, JPA to sqlx
C#	csharp-to-rust	CLR to native, LINQ to iterators, EF Core to Diesel/sqlx
PHP	php-to-rust	Dynamic typing to static types, FPM to long-lived process, Composer to Cargo
C	c-to-rust	malloc/free to ownership, pointers to references, headers to modules
C++	cpp-to-rust	Templates to generics, virtual to trait objects, move semantics to ownership
Zig	zig-to-rust	comptime to proc macros, allocator to ownership, error sets to Result
Lua	lua-to-rust	Table to struct/enum, metatable OOP to traits, coroutine to async
R	r-to-rust	data.frame to polars, formula to builder pattern, apply to iterators
Julia	julia-to-rust	Multiple dispatch to traits, JIT to AOT, Array to ndarray
Kotlin	kotlin-to-rust	Coroutines to tokio, data class to struct, sealed class to enum, Gradle to Cargo
Swift	swift-to-rust	ARC to ownership, actor to Mutex, protocol to trait, SwiftUI to Leptos
Ruby	ruby-to-rust	GC to ownership, blocks to closures, Rails to Axum, Bundler to Cargo
Vue	vue-to-rust	:warning: (Frontend / WebAssembly — NOT backend) SFC to component functions, ref() to RwSignal, Vite to Trunk

Universal Migration Concepts

These concepts apply regardless of source language. Master them once.

Ownership vs. Garbage Collection

Every source language except C, C++, Zig, and Swift (which uses ARC) has a garbage collector. Rust replaces the GC with compile-time ownership rules.

Source Pattern	Rust	Rule
Pass object, modify in place	&mut T	Exclusive mutable borrow — only one at a time
Pass object, read only	&T	Shared immutable borrow — many allowed
Shared mutable state across threads	Arc<Mutex<T>>	Atomic reference count + mutual exclusion
GC cleans up unreachable objects	Drop trait	Deterministic cleanup at scope exit
Lazy initialization	OnceLock<T> / LazyLock<T>	Thread-safe, exactly-once init
Circular references	Weak<T>	Breaks reference cycles explicitly

Error Handling

Source Pattern	Rust	Rule
Exceptions (try/catch/throw)	Result<T, E> + ? operator	Errors are values, not control flow
Null / nil / None / undefined	Option<T>	Type-level absence; None is a variant
Checked exceptions (Java)	Result<T, E> with thiserror	Explicit error enums
errno (C) / error sets (Zig)	Result<T, io::Error> / custom enum	Structured, composable
panic / fatal errors	panic!() (unrecoverable only)	Use Result for expected failures

Async Runtime

Source Pattern	Rust	Notes
async/await (JS, Python, C#, etc.)	async fn + .await	Postfix syntax; futures are lazy
Promise.all / asyncio.gather	tokio::join!(a, b, c)	Concurrent execution
Promise.race / asyncio.wait(FIRST)	tokio::select!	First-to-complete
setTimeout / sleep	tokio::time::sleep(dur)	Async; never blocks OS thread
Thread pool / executor	tokio::runtime::Runtime	Work-stealing M:N scheduler
CPU-bound parallelism	rayon::par_iter()	Data parallelism; no GIL

Build System & Dependencies

Source Tool	Rust Equivalent
npm / pip / Maven / NuGet / Composer / Bundler / Gradle / SPM / LuaRocks / CRAN / Pkg	cargo add + Cargo.toml
package.json / requirements.txt / pom.xml / .csproj / Gemfile / build.gradle.kts / Package.swift	Cargo.toml
lockfile (all forms)	Cargo.lock
node_modules / vendor / .m2 / .venv / Pods / Carthage	~/.cargo/registry (global cache)
eslint / pylint / checkstyle	cargo clippy
prettier / black / gofmt / swiftlint / RuboCop	cargo fmt
jest / pytest / JUnit / PHPUnit / XCTest / RSpec / kotlin.test	cargo test

---

Language Quick-Reference Tables

Python to Rust

Python	Rust	Quick Note
def fn(): / async def	fn fn() / async fn	.await postfix; futures are lazy
class	struct + impl + trait	Data + behavior separated
list / dict / set	Vec<T> / HashMap<K,V> / HashSet<T>	Typed, homogeneous
None	Option::None	Type-level, not a standalone value
try/except	Result<T, E> + ?	Errors are values, not control flow
asyncio.gather()	tokio::join!(a, b, c)	Concurrent execution
numpy / pandas	ndarray::Array2 / polars::DataFrame	N-dim arrays; lazy + eager DataFrame
FastAPI / Flask / Django	axum / actix-web	Function-based handlers, Tower middleware

→ Full guide: python-to-rust

JavaScript / TypeScript to Rust

JS / TS	Rust	Quick Note
async function / await	async fn / .await	Nearly identical syntax
Array / T[]	Vec<T> / &[T]	Owned vs. borrowed slice
object / Record<K,V>	HashMap<K,V> / struct	Typed; prefer struct
null / undefined	Option::None	Single sentinel
throw new Error()	Err(...) / ?	Values, not exceptions
Express / Fastify	axum	Tower middleware stack
Prisma / TypeORM	sqlx / diesel / sea-orm	Compile-time checked SQL
JSON.parse / JSON.stringify	serde_json::from_str / to_string	Derive-based

→ Full guide: nodejs-to-rust

Go to Rust

Go	Rust	Quick Note
goroutine	tokio::spawn(async {})	M:N scheduling
channel (buffered)	tokio::sync::mpsc::channel(n)	Multi-producer, single-consumer
interface	trait	Static dispatch by default
defer	Drop trait + RAII	Scope-bound cleanup
error return (val, err)	Result<T, E>	? operator for propagation
nil	Option<T>	Explicit absence
context.Context	CancellationToken	Explicit propagation
go mod / go build	Cargo.toml / cargo build	Same declarative approach

→ Full guide: go-to-rust

Java to Rust

Java	Rust	Quick Note
JVM	Native binary (rustc + LLVM)	AOT compilation, no warmup
class	struct + impl	No inheritance; composition
interface	trait	Explicit impl; static or dynamic dispatch
Optional<T>	Option<T>	Exhaustive matching
Checked exception	Result<T, E>	thiserror for ergonomics
Spring Boot	Axum / Actix-Web	No DI container; constructor injection
JPA / Hibernate	Diesel / sqlx	Explicit SQL or type-safe DSL
synchronized	Mutex<T> / RwLock<T>	Data-inside-lock pattern

→ Full guide: java-to-rust

C# to Rust

C#	Rust	Quick Note
CLR / CoreCLR	Native binary	AOT, no JIT, no GC pauses
class / interface	struct + trait	Composition over inheritance
Nullable<T> / T?	Option<T>	Explicit absence
async / await / Task<T>	async fn → impl Future	Stackless coroutines
LINQ	Iterator combinators	map, filter, fold chains
ASP.NET Core	Axum / Actix-Web	Tower middleware pipeline
EF Core	Diesel / sqlx	No change tracker; explicit SQL
NuGet	crates.io + Cargo	Same declarative dependency model

→ Full guide: csharp-to-rust

PHP to Rust

PHP	Rust	Quick Note
Zend Engine / FPM	Native binary + tokio	Long-lived process, no per-request isolation
Dynamic typing	Static typing + generics	All types known at compile time
array (list / dict)	Vec<T> / HashMap<K,V> / struct	Typed containers
null / mixed	Option<T> / concrete types	No universal "any" type
try/catch/finally	Result<T, E> + ?	Drop replaces finally
Laravel / Symfony	Axum / Actix-Web	Function-based handlers
Eloquent / PDO	sqlx / Diesel	Async-native, compile-time checked
Composer	Cargo	Same dependency resolution

→ Full guide: php-to-rust

C to Rust

C	Rust	Quick Note
malloc / free	Box::new() / auto-drop	No manual memory management
T* (pointer)	&T / &mut T / Box<T>	Lifetimes guarantee safety
void*	Generics T or NonNull<T>	Type-safe generic code
Header .h + .c	Module system (mod / pub)	No separate declaration
#define / #ifdef	const / #[cfg(...)]	Typed, namespaced constants
errno / goto cleanup	Result<T, E> + Drop (RAII)	Automatic cleanup; no goto
Makefile / CMake	Cargo.toml	Declarative build
strcpy / strcat	String::push_str / format!	No buffer overflow risk

→ Full guide: c-to-rust

C++ to Rust

C++	Rust	Quick Note
std::unique_ptr<T>	Box<T>	Single-owner heap allocation
std::shared_ptr<T>	Arc<T>	Thread-safe reference counting
std::vector<T>	Vec<T>	Same contiguous heap allocation
virtual dispatch	dyn Trait / enum dispatch	Prefer enum for closed sets
template<typename T>	Generics <T: Trait>	Monomorphization; trait bounds
Move semantics std::move	Implicit destructive move	No use-after-move
std::optional<T>	Option<T>	Same monadic interface
std::exception → try/catch	Result<T, E> + ?	Errors as values

→ Full guide: cpp-to-rust

Zig to Rust

Zig	Rust	Quick Note
comptime	Const generics + proc macros	Compile-time code generation
Allocator parameter	Ownership system (implicit)	No allocator to pass manually
?T (optional)	Option<T>	null → None; .? → .unwrap()
!T (error union)	Result<T, E>	try → ? operator
defer	Drop trait + RAII	Scope-exit cleanup
anytype	Generics <T: Trait>	Trait-bounded, not duck-typed
build.zig / build.zig.zon	Cargo.toml	Declarative build
std.ArrayList(T)	Vec<T>	No allocator parameter needed

→ Full guide: zig-to-rust

Lua to Rust

Lua	Rust	Quick Note
Lua VM (PUC/LuaJIT)	rustc + LLVM (AOT)	No interpreter overhead
table (array / hash)	Vec<T> / HashMap<K,V> / struct	Typed, not universal
nil	Option<T>	Explicit absence
coroutine	async fn + tokio	Async/await replaces yield/resume
metatable OOP	trait + struct	Compile-time polymorphism
pcall / xpcall	Result<T, E> + ?	Error as value
OpenResty / ngx.*	axum + tower middleware	Function-based HTTP handlers
mlua embedding	mlua / rlua crate	Embed Lua in Rust incrementally

→ Full guide: lua-to-rust

R to Rust

R	Rust	Quick Note
data.frame / tibble	polars::DataFrame	Lazy + columnar
dplyr::filter / mutate / group_by	polars::filter / with_column / group_by	Nearly identical API
lapply / sapply / apply	Iterator::map / ndarray::axis_iter	Lazy iteration
ggplot2	plotters	Declarative plotting
lm(y ~ x)	linregress::FormulaRegressionBuilder	Formula-based regression
NA / NULL	Option<T>	Missing value as type
S3 method dispatch	Trait-based dispatch	Compile-time, not runtime
Shiny web apps	Leptos / Axum + HTMX	Reactive web apps

→ Full guide: r-to-rust

Julia to Rust

Julia	Rust	Quick Note
JIT compilation	AOT compilation (rustc + LLVM)	No warmup, always fast
Multiple dispatch	Trait-based dispatch / enum	Compile-time or closed-set
Array{T,N}	ndarray::Array<T, D>	Same N-dim arrays
@async / @sync	tokio::spawn / tokio::join!	Async tasks
DataFrames.jl	polars	DataFrame operations
Flux.jl / deep learning	burn / candle / tch-rs	Deep learning
Plots.jl / Makie.jl	plotters (2D) / kiss3d (3D)	Visualization
DifferentialEquations.jl	ode_solvers / diffsol	ODE solving

→ Full guide: julia-to-rust

Kotlin to Rust

Kotlin	Rust	Quick Note
Coroutine (suspend)	async fn + tokio	Structured concurrency in both
data class	struct + #[derive(Debug, Clone)]	Value types with destructuring
sealed class	enum with variant data	Exhaustive when → match
Extension function	Extension trait (impl X for Y)	Same pattern via traits
T? (nullable)	Option<T>	Identical semantics
Ktor / Spring Boot	axum / actix-web	Function-based handlers
Flow<T> (cold stream)	futures::Stream	Async stream processing
Gradle / build.gradle.kts	Cargo.toml	Declarative build

→ Full guide: kotlin-to-rust

Swift to Rust

Swift	Rust	Quick Note
ARC	Ownership + borrowing	Compile-time, zero runtime overhead
enum with associated values	enum with variant data	Identical pattern
protocol	trait	Explicit conformance
async / await	async fn / .await	Same syntax model
Task { }	tokio::spawn(async { })	Async task creation
actor	Arc<Mutex<T>> + channel pattern	Isolated mutable state
guard let / if let	let-else / ? / match	Early exit patterns
Vapor / Hummingbird	axum / actix-web	HTTP server framework

→ Full guide: swift-to-rust

Ruby to Rust

Ruby	Rust	Quick Note
GC (generational)	Ownership + RAII	Deterministic, zero pause
class / module mixin	struct + impl + trait	Composition over inheritance
Block / yield	FnMut closure / for	Typed, zero-cost
rescue / ensure	Result<T, E> + ? / Drop	Errors as values
nil	Option<T>	Explicit absence
Hash / Array	HashMap<K,V> / Vec<T>	Typed, homogeneous
Rails / Sinatra	axum / actix-web	Function-based handlers
Gemfile + Bundler	Cargo.toml	Same dependency workflow

→ Full guide: ruby-to-rust

Vue to Rust

Vue	Rust WASM	Quick Note
Vue SFC (.vue)	Leptos component fn / Dioxus rsx!	Single-file → single-function
ref() / reactive()	RwSignal::new() / create_signal()	Fine-grained reactivity
computed()	Memo::new() / create_memo()	Derived signals
v-if / v-for	<Show> / <For> components	Conditional/loop rendering
Pinia / Vuex	Signal-based store module	Reactive state management
vue-router	leptos_router / dioxus-router	Client-side routing
provide / inject	provide_context() / use_context()	Dependency injection
Vite / webpack	Trunk / wasm-pack	WASM build pipeline

→ Full guide: vue-to-rust

---

Universal Common Mistakes

These mistakes apply across all source languages:

1. Over-Cloning (GC Mindset)

GC-trained developers clone everything to "keep a reference." In Rust, borrow first, clone only when you truly need independent ownership.

2. unwrap() / expect() as Null-Checks

Source-language habits of ignoring null/errors become unwrap() calls that panic. Use ?, match, or unwrap_or() instead.

3. Holding Locks Across .await

Most source languages serialize via GIL or single-threaded event loops. In Rust's multi-threaded runtime, holding a MutexGuard across .await causes deadlocks.

4. Class Hierarchies → Trait Emulation

Don't recreate deep inheritance trees. Use enum for closed type sets, traits for open extension, and composition for code reuse.

5. Box<dyn Error> Everywhere

Type-erased errors lose information. Use thiserror to define structured error enums that callers can match on.

6. String Slicing by Character Index

Most source languages index strings by character. Rust strings are UTF-8 bytes. &s[0..1] panics on multi-byte characters. Use s.chars().

7. Expecting Runtime Reflection

Rust has no typeof, instanceof, getattr, or method_exists for production logic. Use traits, enums, and generics instead.

8. Macro Systems vs. Metaprogramming

Source languages offer metaprogramming through various mechanisms: C preprocessor macros, Lisp-style macros (Julia, Lua), runtime reflection (Java, C#, PHP), decorators (Python), or compiler plugins (Kotlin, Swift). Rust provides two macro systems:

Source Metaprogramming	Rust	When to Use
C #define / preprocessor	macro_rules! (declarative)	Simple code generation, DSLs
Template metaprogramming (C++, Zig comptime)	proc_macro (procedural)	Complex codegen, derive macros
Runtime reflection / @annotations	#[derive(Trait)]	Compile-time trait derivation
eval() / method_missing	Not available — use traits/enums	Design around static dispatch

Rule of thumb: Prefer generics and traits first. Use macro_rules! for repetitive boilerplate. Reach for proc macros only when compile-time code generation is truly needed.

9. Testing During Migration

Testing strategy changes significantly when migrating to Rust:

Concern	Strategy
Parity testing	Run both old and new implementations against the same inputs, diff outputs
Property-based testing	Use proptest crate — define invariants, test against random inputs
Snapshot testing	Use insta crate — serialize outputs and diff against stored snapshots
Fuzz testing	cargo-fuzz / libfuzzer — especially important for parsers and protocol handlers
Benchmarking	criterion / divan — compare performance before/after migration
CI integration	cargo test, cargo clippy, cargo fmt --check in CI pipeline

10. Compilation Time Tradeoffs

Rust's compilation is slower than most source languages. Mitigation strategies:

Strategy	Effect
Use cargo check during development (skip codegen, ~2-3x faster than cargo build)	Fast feedback on type errors
Split into workspace crates	Parallel compilation, incremental rebuilds
Use sccache or mold linker	Faster linking, cached compilation
Avoid #[inline] overuse and large generic functions	Smaller codegen units
debug = 0 in dev profile	Faster dev builds (trade: worse backtraces)

11. Observability & Logging

Most source languages use printf-debugging or log-level frameworks. Rust's tracing crate provides structured, span-based observability:

Source	Rust (tracing)
console.log / print() / echo	tracing::info! / tracing::debug!
try/catch + log	tracing::error! + ? propagation
Request ID / correlation ID	tracing::Span with #[tracing::instrument]
Metrics / counters	tracing::span + metrics crate or Prometheus exporter
Profiler / flamegraph	tokio-console (async), perf / samply (CPU)

---

Migration Strategy (Language-Agnostic)

Regardless of source language, follow this migration order:

Phase	What	How
1	Data types	Define Rust structs/enums matching source types. Share via JSON/Protobuf schema.
2	Pure functions	Port stateless logic first. These have no dependencies and are easiest to test.
3	I/O boundary	Replace HTTP handlers, DB queries, file I/O behind the same interfaces.
4	Concurrency	Convert threads/coroutines/async tasks to tokio tasks. Measure, don't assume.
5	Full cutover	Remove the source runtime. Keep FFI bridges for legacy compatibility.
6	Optimize	Profile, reduce allocations, tune compile times (see Compilation Time Tradeoffs).

Cross-Reference

This skill is the master index. Each per-language skill contains:

• Detailed architecture mapping with narrative explanations
• Complete type-system mapping tables (30-80+ entries)
• Framework-specific migration guides (e.g., Django→Axum, Spring→Actix)
• Canonical code patterns with before/after examples
• Language-specific common mistakes with fixes
• FFI and incremental migration strategies
• Reference implementations with real project examples

Skill	Best For
python-to-rust	Scientific computing, web backends, PyO3 extensions
php-to-rust	Laravel/Symfony migration, dynamic-to-static typing
nodejs-to-rust	Express/Fastify backends, event-loop to tokio
csharp-to-rust	ASP.NET migration, LINQ to iterators
cpp-to-rust	Template-to-generics, class hierarchies
zig-to-rust	Comptime-to-proc-macro, allocator patterns
java-to-rust	Spring Boot services, enterprise patterns
r-to-rust	Statistical computing, tidyverse to polars
go-to-rust	Goroutine/channel patterns, interface migration
julia-to-rust	Numerical computing, multiple dispatch
c-to-rust	Systems programming, FFI, manual memory
lua-to-rust	OpenResty/Nginx, embedded scripting
kotlin-to-rust	Coroutine-based services, Android backends, Ktor to Axum
swift-to-rust	iOS/macOS services, ARC to ownership, SwiftUI to Leptos
ruby-to-rust	Rails/Sinatra migration, dynamic-to-static typing, block patterns
vue-to-rust	:warning: Frontend/WASM only — browser-based, not a native binary