PracHub
QuestionsPremiumLearningGuidesCheatsheetNEWCoaches
|Home/Data Manipulation (SQL/Python)/TikTok

Discuss Python mutability, copying, and GIL

Last updated: Mar 29, 2026

Quick Overview

This question evaluates understanding of Python mutability and copying semantics — including how mutable versus immutable objects affect function arguments and container behavior — and knowledge of the Global Interpreter Lock (GIL) and concurrency models.

  • Medium
  • TikTok
  • Data Manipulation (SQL/Python)
  • Software Engineer

Discuss Python mutability, copying, and GIL

Company: TikTok

Role: Software Engineer

Category: Data Manipulation (SQL/Python)

Difficulty: Medium

Interview Round: Technical Screen

In Python, explain the differences between mutable and immutable objects and illustrate how they affect function arguments and container behavior. Describe how shallow copy differs from deep copy, when each is appropriate, and any pitfalls with nested structures. Explain the Global Interpreter Lock (GIL), its impact on multi-threading versus multi-processing for CPU-bound and I/O-bound tasks, and when to choose threads, processes, or async I/O.

Quick Answer: This question evaluates understanding of Python mutability and copying semantics — including how mutable versus immutable objects affect function arguments and container behavior — and knowledge of the Global Interpreter Lock (GIL) and concurrency models.

Related Interview Questions

  • Find high-value crypto users and top-CTR product - TikTok (easy)
  • Write monthly customer and sales SQL queries - TikTok (easy)
  • Find top-paid employee per department - TikTok (easy)
  • Count buggy vs non-buggy by employer - TikTok (Medium)
  • Select max-discount product per category - TikTok (Medium)
TikTok logo
TikTok
Sep 6, 2025, 12:00 AM
Software Engineer
Technical Screen
Data Manipulation (SQL/Python)
1
0

In Python, explain the differences between mutable and immutable objects and illustrate how they affect function arguments and container behavior. Describe how shallow copy differs from deep copy, when each is appropriate, and any pitfalls with nested structures. Explain the Global Interpreter Lock (GIL), its impact on multi-threading versus multi-processing for CPU-bound and I/O-bound tasks, and when to choose threads, processes, or async I/O.

Comments (0)

Sign in to leave a comment

Loading comments...

Browse More Questions

More Data Manipulation (SQL/Python)•More TikTok•More Software Engineer•TikTok Software Engineer•TikTok Data Manipulation (SQL/Python)•Software Engineer Data Manipulation (SQL/Python)
PracHub

Master your tech interviews with 7,500+ real questions from top companies.

Product

  • Questions
  • Learning Tracks
  • Interview Guides
  • Resources
  • Premium
  • For Universities
  • Student Access

Browse

  • By Company
  • By Role
  • By Category
  • Topic Hubs
  • SQL Questions
  • Compare Platforms
  • Discord Community

Support

  • support@prachub.com
  • (916) 541-4762

Legal

  • Privacy Policy
  • Terms of Service
  • About Us

© 2026 PracHub. All rights reserved.