A solo founder kept a disciplined monolith with modular boundaries for nine months, serving thousands of daily users. By deferring service extraction, infrastructure stayed simple, uptime stayed high, and deployment remained one command. When organic growth demanded decoupling, they extracted a reporting service cleanly in a weekend, saving months of earlier yak-shaving and several thousand dollars in unnecessary cloud sprawl.
A small nonprofit connected forms, Airtable, and email through Make, automatically triaging requests and scheduling volunteers. Staff time reclaimed each week funded outreach instead of admin. They versioned flows, added idempotency checks, and later replaced one brittle step with a tiny webhook service. The hybrid approach balanced speed and reliability, proving that thoughtful automation can stretch scarce resources meaningfully.
A fully remote team profiled slow endpoints, added Redis caching, and pushed static assets behind a CDN with aggressive cache headers. Median response times dropped, and database load stabilized during promotions. Cloud costs fell roughly forty percent, eliminating the need for larger instances. Their postmortem emphasized measurement first, then small, layered changes that quietly deliver outsized savings and calmer on-call hours.