Reference library

Caching & Redis

Cache-aside, TTL, invalidation, hot keys, and in-memory lookup patterns at scale.

2 matches
Caching & Redis medium

Cache Stampede Prevention with SingleFlight in Python

Implements a SingleFlight pattern in Python to deduplicate concurrent cache-miss computations and prevent cache stampede.

caching concurrency singleflight
Python
import threading
import time
from functools import wraps


class SingleFlight:
    def __init__(self):
        self._lock = threading.Lock()
        self._inflight = None

    def do(self, key, fn):
        with self._lock:
            if self._inflight is not None:
                return self._inflight[1]
           …
15 0 Open
Caching & Redis medium

How to Implement Probabilistic Early Expiration in Python

A Python mock of probabilistic early expiration for caches, using a heap-based expiry queue and random eviction to approximate cache stampede protection.

caching expiration heap
Python
import heapq
import random
import time


class ProbabilisticEarlyExpirationMock:
    def __init__(self, capacity=1024, expiration_probability=0.1):
        self.capacity = capacity
        self.expiration_probability = expiration_probability
        self._items = {}
        self._expiry_heap = []
        self._next_id…
14 0 Open

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Caching & Redis — Python code examples

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