System design patterns
Sharding, load balancing, CAP tradeoffs, and scaling patterns — interview and production ready.
How to Build a Health Check System with Instance Up and Down Status in Python
Track instance health by marking them up or down and simulating health checks with a mock class in Python.
from datetime import datetime
import random
class HealthChecker:
def __init__(self):
self.status = {}
def mark_up(self, instance_id):
self.status[instance_id] = {
"state": "up",
"last_check": datetime.now().isoformat(),
"healthy": True
}
…
How to Build an Append-Only Event Store in Python
Implement a simple append-only event store class that stores events in a list and supports retrieval by index range.
class EventStore:
def __init__(self):
self._events = []
def append(self, event):
"""Append an event to the store."""
self._events.append(event)
def get_events(self, start=0, end=None):
"""Return events from start index to end (exclusive)."""
return self._events[sta…
How to Implement the Abstract Factory Pattern in Python
Implements the Abstract Factory pattern to create families of related GUI objects (buttons, checkboxes) without specifying their concrete classes.
from abc import ABC, abstractmethod
class Button(ABC):
@abstractmethod
def render(self):
pass
class Checkbox(ABC):
@abstractmethod
def render(self):
pass
class WindowsButton(Button):
def render(self):
return "Rendering Windows-style button"
class WindowsCheckbox(Chec…
How to Take Periodic Snapshots of Aggregate State in Python
Build a Python class that accumulates values and periodically captures immutable snapshots of total, count, and average for later analysis.
import time
import random
from collections import defaultdict
class SnapshotAggregator:
def __init__(self):
self.total = 0
self.count = 0
self.history = []
def add(self, value):
self.total += value
self.count += 1
def snapshot(self):
avg = self.total / se…
Round Robin Load Balancer in Python
This code simulates round robin load balancing by distributing a list of requests evenly across a list of servers.
def round_robin_servers(requests: list[str], servers: list[str]) -> dict[str, list[str]]:
assignments = {server: [] for server in servers}
for idx, request in enumerate(requests):
server = servers[idx % len(servers)]
assignments[server].append(request)
return assignments
if __name__ == "_…
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