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Production deployment patterns

Graceful shutdown, prod config, rollouts, readiness probes, and ship-with-confidence checks.

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Production deployment patterns medium

Zero Downtime Migration with Dual Write Pattern in Python

Implement a dual-write pattern that writes user data to both legacy and new systems simultaneously to enable zero-downtime migration.

migration dual-write zero-downtime
Python
from datetime import datetime
import json


class UserService:
    def __init__(self):
        self.legacy_db = {}
        self.new_db = {}
        self.migration_log = []

    def write_user(self, user_id, name, email):
        # Write to new system first
        user_record = {
            "id": user_id,
           …
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