async def fetch_data(url: str) -> dict:
    async with aiohttp.ClientSession() as session:
        async with session.get(url) as response:
            return await response.json()

from contextlib import contextmanager

@contextmanager
def managed_resource():
    resource = acquire()
    try:
        yield resource
    finally:
        release(resource)

from dataclasses import dataclass, field

@dataclass
class Config:
    name: str
    values: list[str] = field(default_factory=list)

import pytest

@pytest.fixture
def sample_data():
    return {"key": "value"}

def test_function(sample_data):
    assert process(sample_data) == expected

@pytest.mark.asyncio
async def test_async_function():
    result = await async_operation()
    assert result is not None

class CustomError(Exception):
    """Domain-specific error."""
    pass

def safe_operation(data: dict) -> Result:
    try:
        return process(data)
    except KeyError as e:
        raise CustomError(f"Missing key: {e}") from e