System design patterns
Sharding, load balancing, CAP tradeoffs, and scaling patterns — interview and production ready.
How to Implement CQRS with Separate Read and Write Models in Python
Implements Command Query Responsibility Segregation (CQRS) by splitting data into separate write and read models with dedicated repositories, using dataclasses for structure.
from dataclasses import dataclass, field
from typing import List, Dict, Optional
@dataclass
class OrderWriteModel:
order_id: int
customer: str
items: List[str] = field(default_factory=list)
def add_item(self, item: str) -> None:
self.items.append(item)
@dataclass
class OrderReadModel:
…
How to Implement the Flyweight Pattern in Python
Implements the Flyweight design pattern to share immutable intrinsic state (character + font) across many document objects, reducing memory usage.
class Character:
"""Flyweight - stores only intrinsic state (shared)."""
def __init__(self, char: str, font: str):
self.char = char
self.font = font
def render(self, size: int) -> str:
return f"{self.char}_{self.font}_{size}"
class CharacterFactory:
"""Flyweight factory - ma…
How to Structure a Three-Tier Layered Architecture in Python
A mock three-tier architecture with presentation, business, and data layers that process a user request from input to response.
class PresentationLayer:
def __init__(self, business_layer):
self.business = business_layer
def handle_request(self, user_id):
print(f"[Presentation] Received request for user {user_id}")
data = self.business.process_user(user_id)
print(f"[Presentation] Response: {data}")
…
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