Clay Reliability Patterns Overview Production reliability patterns for Clay data enrichment pipelines. Clay's async enrichment model, credit-based billing, and dependency on 150+ external data providers require specific resilience strategies: credit budget circuit breakers, webhook delivery tracking, dead letter queues for failed batches, and graceful degradation when Clay is unavailable. Prerequisites - Clay integration in production or pre-production - Redis or similar for state tracking - Understanding of Clay's async enrichment model - Monitoring infrastructure (see ) Instructions Step 1:…