Reference library

A/B testing & experimentation

User bucketing, experiment metrics, statistical comparison, and rollout guardrails.

3 matches
A/B testing & experimentation easy

How to Evaluate Feature Flags in Python

A Python function that evaluates boolean feature flags with user-specific overrides, returning whether a flag is enabled and the reason for the decision.

feature flags ab testing experimentation
Python
import json

def evaluate_feature_flag(feature_name, context, flag_configs):
    """
    Evaluates a boolean feature flag given a context dictionary.

    Args:
        feature_name: The name of the feature flag.
        context: A dictionary of user/request context (e.g., {"user_id": "123"}).
        flag_configs: A …
14 0 Open
A/B testing & experimentation medium

How to Mock Time for Cache TTL Testing in Python

This code demonstrates how to test a cache's TTL expiration logic by mocking time.time with unittest.mock to control the passage of time.

caching ttl unit-testing
Python
import time
from unittest.mock import patch

class ConfigCache:
    def __init__(self, ttl=60):
        self.ttl = ttl
        self._store = {}
        self._timestamps = {}

    def get(self, key):
        if key not in self._store:
            return None
        if time.time() - self._timestamps[key] > self.ttl:
  …
17 0 Open
A/B testing & experimentation easy

How to Mock a Remote Config Fetch in Python

Simulate a remote config API response with metadata, timestamps, and mock data for testing or local development.

mock config testing
Python
import json
from datetime import datetime
from typing import Any, Dict

def fetch_remote_config(mock_data: Dict[str, Any]) -> Dict[str, Any]:
    """Simulate fetching a remote config with metadata and timestamps."""
    return {
        "status": "success",
        "source": "mock",
        "fetched_at": datetime.utcn…
14 0 Open

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A/B testing & experimentation — Python code examples

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This page collects a/b testing & experimentation snippets — short, copy-ready Python you can paste into our free online IDE and run without installing anything. Each sample includes a plain-English explanation and the full source code.

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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.