Data Structures20 min read
Linked List Concept
Understand linked lists conceptually in Python: nodes, pointers, and when linked lists help or hurt, with a clean implementation and diagrams.
David Miller
September 20, 2025
5.8k241
Python uses dynamic arrays for lists, but linked lists are still important to understand.
What is a linked list?
A chain of nodes:
- each node holds a value
- each node points to the next node
Why learn it?
- helps you understand pointers and memory ideas
- useful in interviews and some system designs
Node and list implementation
class Node:
def __init__(self, value, next=None):
self.value = value
self.next = next
class LinkedList:
def __init__(self):
self.head = None
def add_front(self, value):
self.head = Node(value, self.head)
def to_list(self):
out = []
cur = self.head
while cur:
out.append(cur.value)
cur = cur.next
return out
ll = LinkedList()
ll.add_front(3)
ll.add_front(2)
ll.add_front(1)
print(ll.to_list()) # [1,2,3]
Graph: linked list
flowchart LR
A[Node 1] --> B[Node 2]
B --> C[Node 3]
C --> D[None]
Remember
- Linked lists excel at insert/remove at head
- Random access (indexing) is slow
- Python list is usually better in real Python apps
#Python#Advanced#Linked List