Question 1

What are mutable and immutable types in Python?

Accepted Answer

**Target Audience:** Beginners preparing for Python interviews — no prior Python knowledge assumed.
**Difficulty:** Easy
**Python version:** Behaviour checked on CPython 3.11 (python3.11 and the in-page Pyodide 0.25.1 runtime, which is CPython 3.11.3).

> **How to read this doc:** Each idea is explained in plain language first, then tagged with `📌 Interview term:` so you also learn the exact word an interviewer expects. Every output shown in the **Verified** section was copied from a real run o

Question 2

What does if __name__ == "__main__" do?

Accepted Answer

**Target Audience:** Beginners writing their first scripts and modules; anyone who has copied the line without knowing why.
**Difficulty:** Easy
**Python version:** Checked on CPython 3.11.17, 3.12.3 and 3.13.16 (identical output) and in the page runner (Pyodide 0.25.1, CPython 3.11.3).

> **How to read this doc:** Ideas come in plain words first, then a `📌 Interview term:` callout with the precise name an interviewer uses. Every output below is copied from a real run; the **Verified** section

Question 3

Is Python pass-by-value or pass-by-reference?

Accepted Answer

**Target Audience:** Beginners preparing for Python interviews — especially if you learned C, C++ or Java first and want to map the terms.
**Difficulty:** Easy
**Python version:** Behaviour checked on CPython 3.11.17 and in the page runner (Pyodide 0.25.1, CPython 3.11.3).

> **How to read this doc:** Every idea is explained in plain language first, then tagged with `📌 Interview term:` so you also learn the exact words an interviewer expects. All output shown was produced by actually running th

Question 4

How do you sort with a custom key, and how does sorted differ from sort?

Accepted Answer

**Target Audience:** Beginners to intermediate Python developers — you should know lists, tuples and simple functions.
**Difficulty:** Easy
**Python version:** Behaviour checked on CPython 3.11; the examples also run in the page on Pyodide 0.25.1 (CPython 3.11.3).

> **How to read this doc:** Each idea comes in plain language first. Words an interviewer expects you to know are tagged `📌 Interview term:` and defined on the spot; the Quick Glossary at the end lists them all. Every output and comp

Question 5

What is the difference between shallow and deep copy?

Accepted Answer

**Target Audience:** Beginners who have been surprised by "I changed the copy and the original changed too", and anyone preparing for the classic interview follow-ups on `copy`.
**Difficulty:** Medium
**Python version:** Behaviour checked on CPython 3.11 and 3.13, and in the page runner (Pyodide 0.25.1, CPython 3.11.3). `copy.replace()` needs 3.13.

> **How to read this doc:** Every idea is explained in plain language first, then tagged with `📌 Interview term:` so you also learn the exact words

Question 6

How does Polars LazyFrame query optimization work?

Accepted Answer

**Target Audience:** Developers who have used Polars (or pandas) and want to explain what the lazy API does under the hood.
**Difficulty:** Medium
**Python version:** The two examples are standard-library toy engines that run in the page (Pyodide 0.25.1, CPython 3.11.3) and were checked on CPython 3.11. **Polars itself was not installed in our verification environment**, so Polars snippets here were not run; Polars behaviour is described from the Polars user guide and API reference, cited inline

Question 7

What are decorators in Python?

Accepted Answer

**Target Audience:** Python beginners who have written functions, up to candidates preparing for mid-level interviews
**Difficulty:** Medium
**Python version:** behaviour checked on CPython 3.11 (python3.11 and the in-page Pyodide 0.25.1 runtime)

> **How to read this doc:** Every idea is first explained in plain words. When a term has a precise name an interviewer expects to hear, it is introduced as a 📌 **Interview term** callout. The Quick Glossary at the end lists all of them.

## 1. Why Th

Question 8

How do generator pipelines stream data lazily?

Accepted Answer

**Target Audience:** Developers who know basic generators and want to process big or endless data streams; candidates preparing for "how would you process a huge file?" questions.
**Difficulty:** Medium
**Python version:** Behaviour checked on CPython 3.11.17 and in the page runner (Pyodide 0.25.1, CPython 3.11.3).

> **How to read this doc:** Each idea is explained in plain words first, then tagged with `📌 Interview term:` — that is the exact vocabulary an interviewer expects to hear. Every ou

Question 9

How do you measure and profile Python performance?

Accepted Answer

**Target Audience:** Developers who have heard "profile before you optimise" but never actually read a profiler table; no prior performance work assumed.
**Difficulty:** Medium
**Python version:** Examples run on CPython 3.11 (python3.11 and the in-page Pyodide 0.25.1 runtime, CPython 3.11.3). The command-line profiles were run on python3.11 and python3.12 on our machine; their timings are from that run only.

> **How to read this doc:** Each idea is explained in plain language first, then tagge

Question 10

What is the LEGB rule for scope resolution?

Accepted Answer

**Target Audience:** Python beginners and intermediate developers preparing for interviews — you only need to know what a function is.
**Difficulty:** Medium
**Python version:** Behaviour checked on CPython 3.11, 3.12 and 3.13; the examples run in the page on Pyodide 0.25.1 (CPython 3.11.3).

> **How to read this doc:** Each idea is explained in plain language first, then tagged with `📌 Interview term:` so you also learn the exact word an interviewer expects. Every output shown was produced by

PYTHONDECODED.

Easy

What are mutable and immutable types in Python?

What does if name == "main" do?

Is Python pass-by-value or pass-by-reference?

How do you sort with a custom key, and how does sorted differ from sort?

Medium

What is the difference between shallow and deep copy?

How does Polars LazyFrame query optimization work?

What are decorators in Python?

How do generator pipelines stream data lazily?

How do you measure and profile Python performance?

What is the LEGB rule for scope resolution?

How does heapq work in Python?

What are lambda functions and map/filter/reduce?

Hard

How does typing.Never enable exhaustive match checking?

What is the descriptor protocol?

How do Unpack and TypedDict enable type-safe **kwargs?