Reference library

Python Code Samples

Easy snippets you can copy, study, and run in the browser editor.

105 matches
Testing & modern typing easy

How to Write a Fast Smoke Test for a Critical Path in Python

A quick smoke test that validates the /health critical path executes fast enough, raising errors on wrong paths or slow responses.

smoke-test performance health-check
Python
import time

def smoke_test(path):
    if path != "/health":
        raise ValueError("Critical path expected /health")
    start = time.perf_counter()
    # Simulate the critical health check work
    time.sleep(0.01)
    elapsed = time.perf_counter() - start
    if elapsed > 0.05:
        raise RuntimeError("Health …
12 0 Open
System design patterns easy

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.

health-check monitoring system-design
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
        }
    
  …
14 0 Open
API design & gRPC easy

How to Implement RBAC Permission Checks with a Route Decorator in Python

Build a reusable Python decorator that checks a user's role against allowed roles and raises a custom PermissionError when access is denied.

decorator rbac permissions
Python
from functools import wraps
from enum import Enum

class Role(Enum):
    ADMIN = "admin"
    MODERATOR = "moderator"
    USER = "user"

class PermissionError(Exception):
    pass

def require_role(*allowed_roles):
    def decorator(func):
        @wraps(func)
        def wrapper(user_role, *args, **kwargs):
          …
13 0 Open
API design & gRPC easy

How to Poll an Operation Status Endpoint in Python

Mock a polling endpoint in Python that simulates checking an async operation's status until it completes or times out.

polling api async
Python
import time
import random


def poll_status(url: str, timeout: float = 5.0) -> dict:
    """Mock a polling endpoint that eventually returns a completed status."""
    start = time.time()
    while time.time() - start < timeout:
        # Simulate delayed response
        time.sleep(0.2)
        # 80% chance to report …
13 0 Open
API design & gRPC easy

Scope-based authorization in Python

A simple Python class that checks user scopes against required permissions for a resource, returning an authorization decision.

authorization scopes oauth
Python
class ScopeAuthorization:
    def __init__(self):
        self.scopes = {
            "read": ["resource:read"],
            "write": ["resource:read", "resource:write"],
            "admin": ["resource:read", "resource:write", "resource:delete"]
        }

    def authorize(self, user_scopes, required_scope, resource…
12 0 Open
Reliability & rate limiting easy

Health Check Mark Unhealthy Stop Traffic Mock in Python

Simulates a health check with a 20% failure rate and automatically stops traffic when the service is unhealthy.

health-check reliability traffic-management
Python
import time
import random

class HealthCheck:
    def __init__(self):
        self.is_healthy = True
        self.stop_traffic = False

    def check_health(self):
        # Simulate health check with random failure rate (20% chance unhealthy)
        self.is_healthy = random.random() > 0.2
        return self.is_heal…
13 0 Open
Reliability & rate limiting easy

How to Mock Daily and Monthly Quota Counters in Python

Track daily and monthly API call usage with automatic resets, quota checks, and limits using a Python class.

quota rate-limiting class
Python
import random
from datetime import datetime, timedelta


class QuotaCounter:
    def __init__(self, daily_limit=1000, monthly_limit=20000):
        self.daily_limit = daily_limit
        self.monthly_limit = monthly_limit
        self.daily_usage = 0
        self.monthly_usage = 0
        self.current_day = datetime.n…
17 0 Open
Observability & SRE easy

Check if a Timestamp Falls in a Daily Maintenance Window in Python

A small Python function that returns True when a datetime falls inside a daily maintenance window, and a demo printing yes/no for sample timestamps.

maintenance datetime scheduling
Python
from datetime import datetime, timedelta
from zoneinfo import ZoneInfo


def in_maintenance_window(now: datetime, start_hour: int = 2, duration_hours: int = 4) -> bool:
    """Return True if 'now' falls inside the daily maintenance window."""
    day_start = now.replace(hour=start_hour, minute=0, second=0, microsecond…
17 0 Open
Observability & SRE easy

Generate Synthetic SRE Metrics and Calculate Availability in Python

Create realistic service metrics with random latency, error rate, and request counts, then compute availability and summarize the stream for SLO checks.

sre synthetic-data metrics
Python
from datetime import datetime, timedelta
import random

def generate_service_metrics(service_name: str, minutes: int = 30) -> list[dict]:
    """Generate synthetic SRE metrics for a service across recent minutes."""
    metrics = []
    now = datetime.now()
    
    for i in range(minutes):
        timestamp = now - t…
14 0 Open
Observability & SRE easy

How to Check Service Readiness Dependencies in Python

This code simulates a readiness check for external dependencies (database, cache, queue) with mock availability data and reports readiness status.

readiness dependencies health-check
Python
import sys
from datetime import datetime


def check_dependencies(config):
    results = []
    for dep, required in config.items():
        available = mock_availability(dep)
        status = "READY" if available >= required else "NOT READY"
        results.append((dep, available, required, status))
    return result…
11 0 Open
Observability & SRE easy

How to Create a Deep Health Check Database in Python

Setup a SQLite-backed health check database, insert mock data with response times and statuses, and generate a report ordered by most recent check.

sqlite health-check database
Python
import sqlite3
from datetime import datetime, timedelta
from pathlib import Path

DB_PATH = Path("deep_health_check.db")


def setup_database():
    conn = sqlite3.connect(DB_PATH)
    cursor = conn.cursor()
    cursor.execute("""
        CREATE TABLE IF NOT EXISTS health_checks (
            id INTEGER PRIMARY KEY AU…
14 0 Open
Observability & SRE easy

How to Mock a Baggage Context (Key-Value Store) in Python

This code implements an in-memory key-value mock of a baggage context, letting you set, get, check, and delete keys for tracing-style metadata.

baggage tracing mock
Python
class BaggageContext:
    def __init__(self):
        self._store = {}

    def set(self, key, value):
        self._store[key] = value
        return value

    def get(self, key, default=None):
        return self._store.get(key, default)

    def has(self, key):
        return key in self._store

    def delete(sel…
15 0 Open
Observability & SRE easy

How to mock SLI availability success ratio in Python

Simulate request outcomes with deterministic randomness and compute the SLI availability success ratio to check if a target is met.

sli availability monitoring
Python
import random
from collections import defaultdict

def mock_availability(num_requests=1000, target_ratio=0.995):
    """
    Simulate request outcomes and compute the SLI availability success ratio.
    
    Args:
        num_requests: Total number of requests to simulate
        target_ratio: Target availability rati…
14 0 Open
Observability & SRE easy

Mock Health Endpoint Liveness Check in Python

Simulate a liveness endpoint that reports service health with a configurable failure rate and uptime.

health check mock observability
Python
import time
import random


def liveness_check(service_name: str, failure_rate: float = 0.1) -> dict:
    """Mock health check that returns liveness status with a configurable failure rate."""
    healthy = random.random() > failure_rate
    response = {
        "service": service_name,
        "status": "alive" if he…
17 0 Open
Microservices patterns easy

How to Build a Health Check Service Registry in Python

Build a minimal Python service registry that handles registration, deregistration, health checks, and service listing in one simple class.

microservices health-check service-discovery
Python
import random
import time


class ServiceRegistry:
    def __init__(self):
        self.services = {}

    def register(self, name, address):
        self.services[name] = {
            "address": address,
            "status": "healthy",
            "registered_at": time.time(),
            "checks": 0
        }
    …
13 0 Open
Microservices patterns easy

How to Check an External Gateway vs Use an Internal Mock in Python

This code checks whether an external network gateway is reachable using ping, then falls back to a deterministic internal mock for testing environments.

network-check mock microservices
Python
import subprocess
import sys

def check_external_gateway():
    """True if we can reach an external network target."""
    try:
        subprocess.run(
            ["ping", "-c", "1", "-W", "2", "8.8.8.8"],
            capture_output=True,
            timeout=3,
            check=True,
        )
        return True
  …
14 0 Open
Microservices patterns easy

How to Mock a Service Registry in Python with an In-Memory Dict

A lightweight ServiceRegistry class backed by a dict, exposing register, unregister, lookup, list, and health-check methods.

microservices service-registry dictionary
Python
class ServiceRegistry:
    def __init__(self):
        self._services = {}

    def register(self, name, endpoint, version="1.0"):
        self._services[name] = {
            "endpoint": endpoint,
            "version": version,
            "status": "healthy"
        }

    def unregister(self, name):
        return…
13 0 Open
Big data & Spark easy

How to Truncate Lineage Back to a Checkpoint in Python

Walks a linked list of lineage nodes upward to find the nearest checkpoint and returns that node, truncating the lineage.

lineage checkpoint linked-list
Python
class LineageNode:
    def __init__(self, name, parent=None, checkpoint=None):
        self.name = name
        self.parent = parent
        self.checkpoint = checkpoint

    def truncate_at_checkpoint(self):
        """Truncate lineage back to the last checkpoint."""
        current = self
        while current.check…
17 0 Open
ML engineering pipelines easy

How to Build a Data Validation Schema in Python

Create a lightweight validation schema using dataclasses and lambda validators to check fields in a dictionary.

validation dataclasses ml-pipelines
Python
import re
from dataclasses import dataclass, field
from typing import Any, Callable


@dataclass
class Field:
    name: str
    validator: Callable[[Any], bool]
    required: bool = True

    def validate(self, value: Any) -> bool:
        if not self.required and value is None:
            return True
        return …
12 0 Open
A/B testing & experimentation easy

How to Build a Guardrail Metrics Monitor in Python

This code implements a mock monitor that records metric values, checks them against thresholds, and summarizes pass/alert statistics.

metrics monitoring ab-testing
Python
import random
import time
from collections import defaultdict


class GuardrailMetricsMonitor:
    def __init__(self):
        self.metrics = defaultdict(list)
        self.thresholds = {
            "prompt_toxicity": 0.8,
            "response_length": 500,
            "latency_ms": 1000,
        }

    def record(s…
15 0 Open
Database scaling & optimization easy

How to Validate Data Before Scaling in Python

A reusable Python helper that validates required fields and constraint checks on data rows before entering a database pipeline, improving data quality and throughput.

validation data-quality scaling
Python
def validate_data(data, required_fields, constraints=None):
    """
    Basic validation helper demonstrating data-quality workflows
    before scaling (catches bad rows early, improves throughput).
    """
    constraints = constraints or {}

    errors = []
    for field in required_fields:
        if field not in d…
15 0 Open
Database scaling & optimization easy

Monitor Database Index Bloat in Python

Simulates index bloat checks for database tables using random ratio thresholds and reports alerts per index.

database index monitoring
Python
import random
import time

class IndexBloatMonitor:
    def __init__(self, thresholds=(0.5, 0.8, 0.9)):
        self.thresholds = thresholds
        self.indices = {
            "users_pk": 48.2,
            "orders_created_idx": 124.7,
            "products_name_idx": 15.3,
            "payments_user_idx": 203.9,
   …
15 0 Open
Auth & security at scale easy

How to Check Negotiated Cipher Suite in Python

Connect to a TLS server with Python's ssl module and print the negotiated protocol version and cipher suite details.

tls ssl security
Python
import ssl
import socket

def get_cipher_suites(hostname, port=443):
    context = ssl.create_default_context()
    context.set_ciphers("DEFAULT:@SECLEVEL=2")
    
    with socket.create_connection((hostname, port), timeout=5) as sock:
        with context.wrap_socket(sock, server_hostname=hostname) as ssock:
        …
17 0 Open
Auth & security at scale easy

How to Implement an HSTS Preload List Mock in Python

Implements a mock HSTS preload list in Python that supports adding, removing, checking domains with subdomain inheritance, and listing domains.

hsts security domains
Python
import json

class HSTSPreloadList:
    def __init__(self):
        self.domains = {}

    def add_domain(self, domain, include_subdomains=False, max_age=31536000):
        self.domains[domain] = {
            "include_subdomains": include_subdomains,
            "max_age": max_age
        }

    def remove_domain(sel…
15 0 Open

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