Make

Automation tools like Zapier experience silent failures where workflows break without notification, leading to weeks of manual data cleanup, data corruption, and lost opportunities. The issue is not setup but ongoing maintenance and reliability.

GitHub Actions are stateless, making it difficult to reuse computation within VMs without relying on external tools like Make or Just. Even with caching layers, developers cannot reliably persist state between runs, forcing redundant rebuilds and slowing feedback loops.