Data pipelines don’t need to be complex

At one client, data-heavy endpoints were causing latency and high infra costs.
Instead of scaling servers, we pre-computed results nightly and stored them on S3.
Impact: faster API, lower costs, happier users.
Simple pipelines beat complex real-time systems when real-time isn’t necessary.