100+ Most Asked Python Programming Interview Questions and Answers (2025 Updated)

Are you preparing for a Python developer interview in 2025? Whether you’re a fresher or an experienced programmer, understanding what interviewers expect can make all the difference. In this guide, we’ve compiled over 100 of the most commonly asked Python programming interview questions and their answers—ranging from basics to advanced topics, data structures, OOP, file handling, frameworks like Django, and even tricky coding problems. Let’s dive in and get you ready to crack your next Python interview!
Basics of Python
- What is Python?
- Python is an interpreted, high-level, general-purpose programming language with dynamic typing and garbage collection.
- What are the key features of Python?
- Interpreted, dynamically typed, easy syntax, portable, extensible, large standard library, and support for multiple paradigms.
- What are Python’s data types?
- int, float, str, bool, list, tuple, set, dict, NoneType.
- What is PEP 8?
- PEP 8 is a style guide for writing clean and readable Python code.
- How is Python interpreted?
- Python code is compiled to bytecode (.pyc) and then interpreted by the Python Virtual Machine (PVM).
- What are Python literals?
- Fixed values like
123
,"hello"
,True
,None
.
- Fixed values like
- What is the difference between Python 2 and 3?
- Major syntax differences like
print
, Unicode handling, integer division, and more; Python 3 is the future.
- Major syntax differences like
- What is the use of
type()
function?- It returns the type of an object.
Data Structures
- What is the difference between list and tuple?
- Lists are mutable; tuples are immutable.
- How is a set different from a list?
- Sets are unordered and don’t allow duplicates.
- What is a dictionary in Python?
- A collection of key-value pairs.
- How do you copy a list in Python?
list.copy()
orlist[:]
orcopy.deepcopy()
for nested.
- How do you merge two dictionaries in Python 3.9+?
- Using the
|
operator:dict1 | dict2
.
- How do you remove duplicates from a list?
list(set(mylist))
or use a loop with conditional checks.
- What is list comprehension?
- A concise way to create lists:
[x for x in range(10)]
.
Control Flow & Functions
- What are the conditional statements in Python?
if
,elif
,else
.
- What is the difference between
==
andis
?
==
compares values;is
checks identity.
- **What are *args and kwargs?
*args
: variable number of positional arguments.**kwargs
: variable number of keyword arguments.
- What is a lambda function?
- Anonymous function:
lambda x: x + 1
.
- What is recursion in Python?
- A function calling itself.
- What is the purpose of
pass
,break
,continue
?
pass
: do nothing,break
: exit loop,continue
: skip current loop.
- What is the scope of variables in Python?
- Local, enclosing, global, built-in (LEGB).
- How are default arguments handled in functions?
- They are evaluated only once when defined.
OOP in Python
- What is a class and object in Python?
- A class is a blueprint; an object is an instance of a class.
- What is inheritance?
- A class can inherit attributes and methods from another class.
- What is polymorphism?
- Same method name can have different behaviors.
- What is encapsulation?
- Hiding internal state and requiring all interaction to be performed through an object’s methods.
- What is
__init__
?
- Constructor method called when an object is created.
- What are class and static methods?
@classmethod
takes class as first arg,@staticmethod
doesn’t take implicit first arg.
- What is operator overloading?
- Using special methods like
__add__
,__eq__
to change default behavior of operators.
Exception Handling
- What is exception handling?
- Mechanism to handle runtime errors using
try
,except
,finally
.
- What is the difference between
except Exception
andexcept
?
- The former is specific, the latter is a catch-all.
- How to raise a custom exception?
- Use
raise
with a custom class:raise MyError("message")
.
- What is the use of
finally
block?
- Code that always runs after try/except, for cleanup.
File Handling
- How to read a file in Python?
open('file.txt').read()
or usewith open()
.
- What are file modes in Python?
'r'
,'w'
,'a'
,'rb'
,'wb'
,'r+'
.
- What is the difference between
read()
,readline()
, andreadlines()
?
read()
: entire file,readline()
: one line,readlines()
: list of lines.
Advanced Topics
- What are Python modules and packages?
- Modules are
.py
files; packages are folders with__init__.py
.
- How to import modules in Python?
import module
,from module import func
.
- What is
__name__ == '__main__'
?
- Allows code to run only when file is executed directly.
- What is a decorator in Python?
- A function that modifies the behavior of another function.
- What is a generator?
- Function with
yield
that returns an iterator.
- What is the difference between iterator and iterable?
- Iterable: can be looped. Iterator: has
__next__()
.
- What is a context manager?
- Used with
with
statement, handles setup and teardown.
- What is a virtual environment in Python?
- Isolated Python environment using
venv
orvirtualenv
.
- How is memory managed in Python?
- Automatic via reference counting and garbage collector.
Libraries & Frameworks
- What is NumPy used for?
- Numerical operations and array manipulation.
- What is Pandas used for?
- Data analysis and manipulation using DataFrames.
- What is Django?
- High-level Python web framework.
- What is Flask?
- Lightweight web framework for building APIs.
- What is
pip
?
- Python package installer.
- How do you install a package using pip?
pip install package-name
Testing & Debugging
- What is unit testing in Python?
- Testing small units of code using
unittest
orpytest
.
- How to debug Python code?
- Using
pdb
, IDE debugger, orprint()
.
- What is
assert
statement used for?
- For debugging; checks if condition is True.
Interview Coding Concepts
- Reverse a string in Python.
s[::-1]
- Check for palindrome.
s == s[::-1]
- Find factorial using recursion.
def fact(n): return 1 if n==0 else n*fact(n-1)
- Check if number is prime.
- Fibonacci sequence generation.
- Sort dictionary by value.
- Count vowels in a string.
- Find duplicates in a list.
- Merge two sorted lists.
- Check anagram strings.
- Find second largest number.
- Flatten a nested list.
- List all permutations of a string.
- Implement a stack using list.
- LRU cache using
OrderedDict
.
Databases
- How to connect to MySQL in Python?
- Using
mysql-connector
orPyMySQL
.
- How to connect to SQLite?
- Using
sqlite3
module.
- What is ORM in Python?
- Object Relational Mapper (like Django ORM).
Multithreading & Concurrency
- What is GIL in Python?
- Global Interpreter Lock: prevents multiple native threads from executing Python bytecodes at once.
- How do you achieve multiprocessing?
- Using
multiprocessing
module.
- What is the difference between threading and multiprocessing?
- Threading: shared memory, Multiprocessing: separate memory.
Miscellaneous
- What are Python namespaces?
- What is duck typing?
- What is monkey patching?
- What is slicing in Python?
- What are Python magic methods? (
__str__
,__len__
) - What is
zip()
function? - What is the use of
enumerate()
? - What is the
map()
function? - Difference between
deepcopy
andcopy
?
Data Science / AI Focused
- What is Scikit-learn used for?
- How is Python used in Machine Learning?
- What is a DataFrame in Pandas?
- Difference between
.loc
and.iloc
in Pandas? - How to handle missing values in Pandas?
- Basic steps to build a ML model using Python?
Web / API Focused
- How to create an API using Flask?
- Difference between GET and POST requests?
- How to parse JSON in Python?
- What is
requests
library?
Python Versions and Updates
- What are some features added in Python 3.10 / 3.11?
- Structural pattern matching, exception groups, soft keywords.
Tricky / Theory
- Why is Python slow?
- What are metaclasses in Python?
- Explain memory leaks in Python.
- What is the difference between
isinstance()
andtype()
? - What are Python Weak References?
- What are dunder methods?
- What is the walrus operator
:=
?