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Python Code Samples

Copy-ready Python snippets by topic and difficulty — short, focused, and runnable in the browser editor.

321 matches
Database scaling & optimization easy

Broadcast a Small Reference Table in Python

Simulates SQL-style broadcasting of a small lookup table against a larger fact table in memory for mockups or load tests.

broadcast mock-data data-engineering
Python
import random

def broadcast_mock(target, source, columns):
    result = {}
    for col in columns:
        if col in target and col in source:
            result[col] = target[col] + [source[col][i % len(source[col])] for i in range(len(target[col]))]
        elif col in target:
            result[col] = target[col]
…
18 0 Open
Database scaling & optimization easy

How to Avoid SELECT * and Mock SQL Column Queries in Python

Mock a SQLite cursor to verify that queries specify explicit columns instead of using SELECT *.

sqlite mock testing
Python
import sqlite3
from unittest.mock import Mock, patch


def get_user_emails(connection):
    """Fetch only the required columns instead of SELECT *."""
    cursor = connection.cursor()
    cursor.execute("SELECT email FROM users")
    return [row[0] for row in cursor.fetchall()]


def test_get_user_emails_specific_colu…
14 0 Open
Database scaling & optimization medium

How to Mock SQLite executemany When Batch Inserting in Python

Batch insert many rows into SQLite with executemany and mock the cursor for isolated tests.

sqlite3 executemany mock
Python
import sqlite3
from unittest.mock import Mock, patch

def insert_users(conn, users):
    """Insert multiple user records using executemany."""
    cursor = conn.cursor()
    cursor.executemany(
        "INSERT INTO users (name, age) VALUES (?, ?)",
        users
    )
    conn.commit()
    return cursor.rowcount

if _…
16 0 Open
Database scaling & optimization easy

How to Mock a Function Call in Python with unittest.mock

Use unittest.mock.Mock to wrap a function and spy on its call count and arguments in Python.

mock unittest spy
Python
import random
from unittest.mock import Mock, patch


def select_n_plus_one(numbers: list[int]) -> int:
    """Return the first number that appears more than once, if any."""
    seen = set()
    for num in numbers:
        if num in seen:
            return num
        seen.add(num)
    return -1


def detect_mock(se…
15 0 Open
Database scaling & optimization medium

How to Mock a Hot Shard Split in Python

Simulate a database hot shard splitting into two shards by key ranges when it exceeds a threshold, with a mock class for testing.

sharding databases mock
Python
import random
from collections import defaultdict


class HotShardMock:
    """Mock implementation of a hot shard split in a distributed database."""

    def __init__(self, shard_id="shard_1", max_entries=5):
        self.shard_id = shard_id
        self.max_entries = max_entries
        self.entries = {}

    def ad…
17 0 Open
Database scaling & optimization medium

How to mock batch commit of transactions in Python

Simulate a transaction batch writer with commit, rollback, and summary logic to test database write patterns without a real database.

transactions mock batch
Python
import json
from datetime import datetime, timezone

class TransactionBatch:
    def __init__(self):
        self.pending = []
        self.committed = []
        self._log = []

    def add(self, operation):
        self.pending.append(operation)

    def commit(self):
        if not self.pending:
            return …
17 0 Open
Database scaling & optimization medium

Idempotent Writes for Sharded Databases in Python

Implement a mock shard with idempotent write support using request IDs to prevent duplicate writes and track the latest value per key.

idempotency sharding distributed-systems
Python
import json


class ShardMock:
    """Mock distributed shard with idempotent write support."""

    def __init__(self, shard_id):
        self.shard_id = shard_id
        self._store = {}

    def write(self, key, value, request_id):
        """Write value only if request_id not yet processed; idempotent."""
        i…
14 0 Open
Auth & security at scale medium

ACME LetsEncrypt Mock Challenge Server in Python

A minimal HTTP server that serves key authorizations for ACME/Let's Encrypt DNS-01 or HTTP-01 challenges during testing and validation.

acme letsencrypt http-server
Python
from http.server import HTTPServer, BaseHTTPRequestHandler
import json

# In-memory store simulating the ACME challenge token -> key authorization pair
challenge_store = {
    "token_example": "token_example.key_authorization"
}

class AcmeChallengeHandler(BaseHTTPRequestHandler):
    def do_GET(self):
        # Extra…
18 0 Open
Auth & security at scale easy

Build a Mock OIDC Userinfo Endpoint in Python with Flask

Create a local mock OIDC userinfo endpoint in Flask that returns a standard JSON user payload, ideal for testing auth flows without a real identity provider.

flask oidc userinfo
Python
from flask import Flask, jsonify

app = Flask(__name__)

@app.route("/userinfo")
def userinfo():
    mock_user = {
        "sub": "1234567890",
        "name": "John Doe",
        "email": "john@example.com",
        "email_verified": True,
        "groups": ["admin", "dev"]
    }
    return jsonify(mock_user)

if __n…
16 0 Open
Auth & security at scale medium

How to Mock Environment Variables in Python

A context manager that injects and restores environment variables for isolated testing of config-dependent code.

env vars context manager testing
Python
import os

class EnvInjector:
    def __init__(self, mock_vars=None):
        self.mock_vars = mock_vars or {}
        self.original = {}

    def __enter__(self):
        for key, value in self.mock_vars.items():
            if key in os.environ:
                self.original[key] = os.environ[key]
            os.env…
15 0 Open
Auth & security at scale medium

How to Mock Environment Variables in Python for 12-Factor Config

Read 12-factor config from env vars and test/mock them with unittest.mock.patch.dict without touching the real environment.

environment-variables 12-factor testing
Python
import os
import json
from unittest.mock import patch

def load_config(env_prefix="APP"):
    """Read 12-factor style config from env vars"""
    required = ["DATABASE_URL", "API_KEY"]
    optional = {"PORT": "8080", "DEBUG": "false"}
    
    config = {}
    for key in required:
        full_key = f"{env_prefix}_{key…
14 0 Open
Auth & security at scale medium

How to Mock HTTP Responses to Verify HSTS Headers in Python

This code demonstrates how to use unittest.mock to intercept and capture HTTP response headers, specifically the Strict-Transport-Security header, from a mocked HTTPServer handler for security validation.

hsts mock security
Python
from http.server import BaseHTTPRequestHandler, HTTPServer
from unittest.mock import patch

class StrictTransportMock(BaseHTTPRequestHandler):
    def do_GET(self):
        self.send_response(200)
        self.send_header("Strict-Transport-Security", "max-age=31536000; includeSubDomains")
        self.end_headers()
  …
15 0 Open
Auth & security at scale medium

How to Mock OAuth 2.0 Device Code Flow in Python

A mock implementation of the OAuth 2.0 device authorization grant for testing authentication flows without a real provider.

oauth2 device-flow mock
Python
import hashlib
import time
import uuid


class DeviceCodeFlowMock:
    def __init__(self):
        self.device_codes = {}

    def request_device_code(self, client_id, scope="read write"):
        device_code = uuid.uuid4().hex
        user_code = str(uuid.uuid4().int)[:8].upper()
        expires_in = 300
        inte…
15 0 Open
Auth & security at scale easy

How to Mock a Content Security Policy Header in Python

Mock a Content-Security-Policy header locally and verify it's served correctly using Python's built-in HTTP server.

csp http-server security-headers
Python
import json
from http.server import BaseHTTPRequestHandler, HTTPServer

CSP_HEADER = "default-src 'self'; script-src 'self'; style-src 'self' 'unsafe-inline'"

class MockServer(BaseHTTPRequestHandler):
    def do_GET(self):
        if self.path == "/":
            self.send_response(200)
            self.send_header("…
16 0 Open
Auth & security at scale medium

How to Mock a Redis Session Store in Python

An in-memory RedisSessionStore class with TTL-based expiry, get/set/delete/exists methods, and JSON field support—perfect for testing and prototyping without a live Redis.

redis session mock
Python
import time
import json
from collections import defaultdict


class RedisSessionStore:
    """In-memory mock of a Redis-backed session store."""

    def __init__(self, ttl=3600):
        self._data = defaultdict(dict)
        self._expires = {}
        self._ttl = ttl

    def set(self, session_id, field, value):
   …
13 0 Open
Auth & security at scale medium

How to Mock an mTLS Client Certificate in Python

Create a self-signed client certificate and key with OpenSSL, load them into an SSL context, and simulate an mTLS handshake in Python for testing.

mtls ssl certificates
Python
import ssl
import socket
import subprocess
import tempfile
from pathlib import Path

def create_mock_certificates():
    """Generate self-signed client certificate and key for mTLS testing."""
    with tempfile.TemporaryDirectory() as tmpdir:
        cert_path = Path(tmpdir) / "client.crt"
        key_path = Path(tmpd…
15 0 Open
Auth & security at scale easy

How to Set X-Frame-Options DENY in Flask with a Mock Response

Set the X-Frame-Options header to DENY in a Flask response to prevent clickjacking, and verify it with Flask's test client.

flask security headers
Python
from flask import Flask, Response

app = Flask(__name__)

@app.route("/")
def index():
    response = Response("Hello, World!")
    response.headers["X-Frame-Options"] = "DENY"
    return response

if __name__ == "__main__":
    with app.test_client() as client:
        resp = client.get("/")
        print(resp.get_da…
13 0 Open
Auth & security at scale medium

How to Test X-Content-Type-Options nosniff in Python with Mocks

Mock httpx responses and verify that a server's X-Content-Type-Options header includes nosniff to prevent MIME sniffing.

security httpx mocking
Python
import httpx
from unittest.mock import Mock, patch

def fetch_headers(url: str) -> dict:
    response = httpx.get(url)
    return dict(response.headers)

def mock_nosniff_check(response) -> bool:
    content_type = response.headers.get("content-type", "")
    x_content_type_options = response.headers.get("x-content-ty…
14 0 Open
Production deployment patterns easy

How to Create a Liveness Probe HTTP Mock in Python

Build a lightweight HTTP server in Python that mimics a Kubernetes-style liveness endpoint, returning JSON health status for local testing.

http healthcheck mock-server
Python
import http.server
import threading
import time


class LivenessHandler(http.server.BaseHTTPRequestHandler):
    def do_GET(self):
        if self.path == "/healthz":
            self.send_response(200)
            self.send_header("Content-Type", "application/json")
            self.end_headers()
            self.wfi…
16 0 Open
Production deployment patterns easy

How to Implement a Data Helper Class in Python for Production Deployments

Build an environment-aware data helper in Python that loads config, extracts, transforms, and reports on JSON data using small, testable functions.

data-helper production json
Python
"""Production-style data helper for beginners.

Demonstrates:
- environment-aware config
- central data extraction
- small, testable functions
"""

import os
import json
from pathlib import Path
from typing import List, Dict, Any


def load_config(env: str = os.getenv("APP_ENV", "development")) -> Dict[str, Any]:
    …
13 0 Open
Production deployment patterns medium

How to Mock Kubernetes Secret Mounts in Python

Create and inspect a mock Kubernetes secret volume mount using the official client library and unittest.mock.

kubernetes mock testing
Python
import json
from kubernetes import client, config, watch
from unittest.mock import Mock, patch

def create_mock_mount_spec():
    """Create a mock Kubernetes secret volume mount."""
    mock_client = Mock()
    mock_client.api_version = "v1"
    mock_client.kind = "Secret"
    mock_client.metadata = {"name": "my-secre…
15 0 Open
Production deployment patterns medium

How to Mock Kubernetes Services with a ClusterIP Registry in Python

Simulate Kubernetes service discovery by assigning ClusterIP addresses to dataclass-defined services, with JSON export for inspection or testing.

kubernetes clusterip mock
Python
import json
from dataclasses import dataclass, asdict
from typing import Dict, Optional


@dataclass
class Service:
    name: str
    namespace: str
    cluster_ip: str
    selector: Dict[str, str]
    port: int
    target_port: Optional[int] = None


class ClusterIPServiceRegistry:
    _ip_counter = 0

    def __init…
14 0 Open
Production deployment patterns easy

How to Mock a CI Pipeline with Build, Test, and Deploy Stages in Python

Simulate a three-stage CI pipeline (build, test, deploy) in Python with random pass/fail logic, early exit on failure, and measured stage durations.

ci-cd simulation dataclasses
Python
import time
import random
from dataclasses import dataclass


@dataclass
class StageResult:
    name: str
    status: str
    duration: float


def run_stage(name: str, success_chance: float = 0.9) -> StageResult:
    """Simulate a pipeline stage with random success/failure."""
    start = time.time()
    time.sleep(r…
16 0 Open
Production deployment patterns easy

How to Mock a Container Registry in Python

Build an in-memory container registry mock with push, tag listing, and manifest retrieval logic for testing deployment tooling.

containers testing mocking
Python
import json
from collections import defaultdict


class MockRegistry:
    def __init__(self):
        self.repositories = defaultdict(dict)

    def push_image(self, repo: str, tag: str, layers: list[str]) -> None:
        self.repositories[repo][tag] = {
            "layers": layers,
            "size": sum(len(layer…
16 0 Open

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Samples are quick reference — one concept per page. For step-by-step teaching, use our Python tutorials. To test yourself, try quizzes or coding challenges. Clean up style with the Python formatter.