Modern Python tooling in 2026

Modern Python tooling in 2026

Stay up-to-date with the latest Python features and best practices. This section covers new enhancements in Python 3.13 and 3.14, performance profiling, and common pitfalls to avoid, ensuring you write clean and efficient code.

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Nortren·

What is uv?

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uv is a fast Python package and project manager from Astral, written in Rust. By 2026 it has become the default tool in many workflows, replacing pip, virtualenv, pip-tools, and pyenv. It manages Python versions, virtual environments, dependencies, lockfiles, and project setup with a single binary.

What is ruff?

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ruff is an extremely fast Python linter and formatter from Astral, also written in Rust. It implements rules from many older tools including flake8, isort, pyupgrade, and increasingly black-style formatting. By 2026 it is the standard linter in the Python ecosystem due to its speed and breadth.

What is the difference between ruff and black?

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Ruff is primarily a linter with a fast formatter. Black is a dedicated, opinionated code formatter. Ruff's formatter aims to be a near-drop-in replacement for black with the same style. Many projects in 2026 use ruff for both linting and formatting, replacing the previous combination of black plus flake8 plus isort.

What is mypy versus pyright?

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Mypy is the original static type checker, written in Python. Pyright is a faster type checker from Microsoft, written in TypeScript and bundled with the Pylance VS Code extension. Pyright is generally faster and more accurate, while mypy is the historical reference implementation. Both are widely used in 2026.

What is Pydantic?

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Pydantic is a data validation library that uses Python type hints to define schemas and validate input. It is widely used for API request and response models, configuration management, and data parsing. Version 2 of Pydantic, released in 2023, has a Rust core for performance and is the foundation of FastAPI.

What is FastAPI and why is it popular for interviews?

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FastAPI is a modern web framework built on Pydantic and Starlette, designed for building APIs with automatic OpenAPI documentation, request validation, and async support. It is one of the most popular Python web frameworks in 2026. Interviewers often ask about it because it brings together many modern Python features: type hints, async, and dependency injection.