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Python Code Samples

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

240 matches
Reliability & rate limiting medium

Mock Distributed Rate Limiter with Dict in Python

Simulates a distributed token-bucket rate limiter with a thread-safe dict, useful for testing before moving to Redis.

rate-limiting token-bucket threading
Python
import time
import threading
from collections import defaultdict


class DistributedRateLimiter:
    """
    A mock distributed rate limiter using a dict with thread-safe access.
    Implements a token bucket algorithm per user.
    """

    def __init__(self, rate_per_second=5, burst_capacity=10):
        self.rate_p…
13 0 Open
Reliability & rate limiting medium

Mock a Two-Phase Commit Coordinator in Python

Simulates a two-phase commit protocol where a coordinator asks participants to prepare, then commits or aborts based on unanimous readiness.

two-phase commit distributed systems transactions
Python
import random
import time
from typing import Dict, List


class TwoPhaseCommitCoordinator:
    def __init__(self, participants: List[str]):
        self.participants = participants
        self.participant_state: Dict[str, bool] = {}

    def prepare(self) -> bool:
        print("[Coordinator] Phase 1: Prepare")
     …
12 0 Open
Reliability & rate limiting medium

Saga Compensating Transaction Mock in Python

Simulates a distributed transaction using a saga pattern with compensating actions that roll back steps on failure.

saga transaction compensation
Python
import random
import time


class OrderService:
    def __init__(self):
        self.orders = {}

    def create_order(self, order_id):
        print(f"[Order] Creating order {order_id}...")
        time.sleep(0.1)
        if random.random() < 0.3:  # 30% chance of failure
            raise RuntimeError(f"Order {order…
12 0 Open
Observability & SRE medium

Export Metrics with OTLP Mock in Python

Simulates system metric collection and exports them as an OTLP-like JSON payload using only Python's standard library.

otlp metrics observability
Python
from dataclasses import dataclass, asdict
import json
import random
import time


@dataclass
class Metric:
    name: str
    value: float
    timestamp: int
    unit: str = "1"


def collect_system_metrics() -> list[Metric]:
    """Mock metric collection for OTLP export simulation."""
    now = int(time.time())
    re…
14 0 Open
Observability & SRE medium

How to Build a Python Latency Histogram with Mock Buckets

This code implements a mock latency histogram that records request durations into configurable buckets and outputs counts, total, and average latency.

histogram latency metrics
Python
import time
import random
from collections import Counter


class LatencyHistogram:
    def __init__(self, buckets):
        self.buckets = sorted(buckets)
        self.counts = Counter()
        self.total = 0
        self.sum_latency = 0

    def record(self, latency_ms):
        for i, boundary in enumerate(self.bu…
13 0 Open
Observability & SRE medium

How to Check Uptime with a Synthetic HTTP Mock in Python

Run a mock HTTP server locally and probe it with urllib to measure synthetic uptime and response times, perfect for testing monitoring logic without external dependencies.

uptime http-server monitoring
Python
import http.server
import threading
import time
import urllib.request


class MockHandler(http.server.BaseHTTPRequestHandler):
    def do_GET(self):
        if self.path == "/health":
            self.send_response(200)
            self.send_header("Content-Type", "application/json")
            self.end_headers()
   …
14 0 Open
Observability & SRE medium

How to Create a Mock OpenTelemetry Trace in Python

Create a mock OpenTelemetry trace in memory to test span creation, attributes, and parent-child relationships without exporting to a backend.

opentelemetry tracing testing
Python
from opentelemetry import trace
from opentelemetry.sdk.trace import TracerProvider
from opentelemetry.sdk.trace.export import SimpleSpanProcessor
from opentelemetry.sdk.trace.export.in_memory_span_exporter import InMemorySpanExporter


def create_mock_trace():
    tracer_provider = TracerProvider()
    span_exporter =…
13 0 Open
Observability & SRE medium

How to Create a StatsD UDP Metric Mock Server in Python

Run a lightweight mock UDP server that captures StatsD metrics over a short window for local testing.

statsd udp sockets
Python
import socket
import threading
import time


def start_mock_statsd_server(host="127.0.0.1", port=8125, timeout=3):
    """Run a mock StatsD UDP server that captures metrics for a short window."""
    sock = socket.socket(socket.AF_INET, socket.SOCK_DGRAM)
    sock.bind((host, port))
    sock.settimeout(timeout)
    me…
13 0 Open
Observability & SRE medium

How to Create a TCP DNS Mock Server in Python

This code creates a mock TCP DNS server that listens on a specified port, accepts probe connections, and returns a fixed DNS response header to simulate a live DNS service for testing and observability.

socket dns tcp
Python
import socket
import threading


def handle_client(client_socket, address):
    print(f"[+] Connection from {address}")
    try:
        while True:
            data = client_socket.recv(1024)
            if not data:
                break
            print(f"[*] Received {len(data)} bytes (TCP DNS probe)")
          …
16 0 Open
Observability & SRE medium

How to Implement an Error Budget Policy in Python

This code implements a mock error budget policy that decides whether to freeze deployments based on a simulated error rate and monthly freeze limits.

error-budget sre deploy-freeze
Python
from datetime import datetime, timedelta

class ErrorBudgetPolicy:
    FREEZE_WINDOW_HOURS = 24
    MAX_FREEZES_PER_MONTH = 3

    def __init__(self, budget_percentage=99.9):
        self.budget_percentage = budget_percentage
        self.freeze_count = 0
        self.last_freeze_start = None
        self.freeze_enabl…
13 0 Open
Observability & SRE medium

Summary Quantile Mock Sketch in Python

Build a memory-efficient sketch that stores sorted bins of data points to answer approximate quantile queries like median without keeping all values in memory.

quantile sketch statistics
Python
import random
import statistics
from collections import Counter

class SummaryQuantileSketch:
    """
    A simple sketch that stores a fixed-size summary of data (min, max, deciles)
    using sorted bins, then answers approximate quantile queries.
    """
    def __init__(self, bins=10):
        self.bins = bins
    …
13 0 Open
Microservices patterns medium

Backward Compatible Schema Evolution in Python

A mock schema validator that evolves JSON schemas while preserving backward compatibility by keeping old fields and validating required ones.

schema-evolution json microservices
Python
import json
from copy import deepcopy


class SchemaValidator:
    def __init__(self, schema):
        self.schema = schema

    def evolve(self, new_schema):
        """Evolve mock schema while keeping backward compatibility."""
        for field in self.schema:
            if field not in new_schema:
               …
17 0 Open
Microservices patterns medium

Bulkhead Thread Pool per Service Mock in Python

Simulates a bulkhead pattern with per-service thread pools and semaphore-based rejection to isolate failures between dependent services.

bulkhead threadpool semaphore
Python
import threading
import time
import random
from concurrent.futures import ThreadPoolExecutor

class ServiceBulkhead:
    def __init__(self, name, max_threads, max_queue):
        self.name = name
        self.executor = ThreadPoolExecutor(max_workers=max_threads)
        self.semaphore = threading.Semaphore(max_thread…
14 0 Open
Microservices patterns medium

Consumer Driven Contract Pact Mock in Python

Define and verify consumer-driven contracts using Pact's Consumer and Provider classes, mocking the provider to assert expected interactions.

pact contract testing microservices
Python
from pact import Consumer, Provider

pact = Consumer('OrderService').has_pact_with(Provider('InventoryService'))

@Pact.verify()
class TestInventoryContract:
    def test_get_inventory(self):
        expected = {"item": "widget", "quantity": 100}
        (pact
         .given('inventory exists for widget')
         .u…
17 0 Open
Microservices patterns medium

Distributed tracing with contextvars in Python

Propagate trace and span IDs across function calls using contextvars to mock distributed tracing in a single process.

tracing contextvars microservices
Python
import contextvars
import uuid
import time

_trace_context = contextvars.ContextVar("trace_context", default=None)


class TraceContext:
    def __init__(self, trace_id, parent_span_id):
        self.trace_id = trace_id
        self.parent_span_id = parent_span_id
        self.span_id = uuid.uuid4().hex[:16]
        s…
14 0 Open
Microservices patterns medium

Fallback cached response mock in Python

Wraps a mock function with a fallback to a real service and caches results to mask transient failures.

microservices caching fallback
Python
import time
from functools import wraps

class CachedMock:
    def __init__(self, cache_ttl=5):
        self.cache = {}
        self.cache_ttl = cache_ttl

    def get(self, key):
        cached = self.cache.get(key)
        if cached and time.time() - cached["timestamp"] < self.cache_ttl:
            return cached["v…
14 0 Open
Microservices patterns medium

How to Build an OAuth Client Credentials Mock Server in Python

A minimal HTTP mock server implementing the OAuth 2.0 client credentials grant for local testing and microservice development.

oauth mock-server microservices
Python
from http.server import HTTPServer, BaseHTTPRequestHandler
import json

TOKENS = {"valid_token": "demo_access_token", "client_id": "my_service"}

class OAuthHandler(BaseHTTPRequestHandler):
    def do_POST(self):
        if self.path == "/oauth/token":
            length = int(self.headers.get("Content-Length", 0))
  …
14 0 Open
Microservices patterns medium

How to Implement a Two-Phase Commit Mock in Python

Simulate a distributed two-phase commit with prepare, commit, and abort phases, including deterministic failure injection for testing.

2pc transaction microservices
Python
import random
from dataclasses import dataclass
from typing import Dict, List, Optional


@dataclass
class Transaction:
    tx_id: int
    data: Dict[str, str]


class TwoPhaseCommitMock:
    """Simple two-phase commit mock with prepare and commit phases."""

    def __init__(self) -> None:
        self.prepared: List…
13 0 Open
Microservices patterns medium

How to Mock Service Call Timeouts in Python

Simulate service calls with configurable timeouts using Mock to patch sleep and randomness, covering success and timeout cases.

microservices testing timeout
Python
import time
from unittest.mock import Mock, patch

# Simulate a service call with configurable timeout
def call_service(service_name, timeout=5):
    """Mock a service call that may time out."""
    start = time.time()
    print(f"Calling {service_name}...")
    
    # Simulate service latency (randomized for realism)…
16 0 Open
Microservices patterns medium

How to Mock a Choreography Saga in Python

Simulate a choreography-based saga with event envelopes, status tracking, and compensating actions to model distributed transactions.

saga microservices events
Python
import json
from dataclasses import dataclass, asdict
from typing import List, Optional
from enum import Enum


class SagaStatus(Enum):
    PENDING = "PENDING"
    COMPLETING = "COMPLETING"
    COMPLETED = "COMPLETED"
    FAILED = "FAILED"


@dataclass
class EventEnvelope:
    event_type: str
    order_id: str
    sta…
13 0 Open
Microservices patterns medium

How to Mock mTLS Between Services in Python

Simulate mutual TLS authentication between two services using Python's ssl module with self-signed certificates.

mtls ssl security
Python
import ssl
import socket
import threading
import tempfile
from pathlib import Path
import subprocess

def create_test_cert(cert_path: Path, key_path: Path, common_name: str = "localhost"):
    """Generate a self-signed certificate using openssl."""
    subprocess.run([
        "openssl", "req", "-x509", "-newkey", "rs…
15 0 Open
Microservices patterns medium

JWT Service-to-Service Authentication Mock in Python

Create and verify HS256 JWTs for service-to-service authentication without external libraries.

jwt authentication hmac
Python
import hashlib
import hmac
import base64
import json
import time


class JWTMock:
    """Minimal JWT service-to-service mock using HS256."""
    
    def __init__(self, secret):
        self.secret = secret.encode()
    
    @staticmethod
    def _b64url_encode(data):
        return base64.urlsafe_b64encode(data).rstr…
15 0 Open
Microservices patterns medium

Python Saga Compensating Steps Mock

Mock a distributed transaction saga with forward steps and compensating actions that reverse partial progress on failure.

saga microservices compensation
Python
from datetime import datetime


def make_payment(user_id, amount):
    print(f"[{datetime.now():%H:%M:%S}] Payment of ${amount} processed for user {user_id}")
    return {"step": "payment", "status": "ok", "details": f"${amount} charged"}


def deduct_inventory(order_id, items):
    print(f"[{datetime.now():%H:%M:%S}]…
14 0 Open
Microservices patterns medium

Zero Trust Service Auth Mock in Python

A simple HMAC-based token issuance and validation mock that enforces zero trust between microservices.

microservices authentication hmac
Python
import hmac
import hashlib
import json
import time

class ZeroTrustAuth:
    def __init__(self, secret_key):
        self.secret_key = secret_key
        self.service_tokens = {}

    def issue_token(self, service_name, ttl=300):
        payload = {
            "service": service_name,
            "issued_at": int(tim…
10 0 Open

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