Tag: patterns

Stop Deducting Credits Immediately — Your Billing System Is a Ticking Time Bomb

Why naive credit deduction causes race conditions, phantom charges, and support nightmares — and how the hold-confirm-release pattern with automatic TTL expiration eliminates an entire category of billing bugs.