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How I built a full-featured SaaS work tracking platform from scratch — architecture decisions, the 80+ REST API endpoints, API token system, AI insights integration, and the CI/CD pipeline that keeps it reliable.

Data-driven decisions are only as good as the data and the reasoning behind them. Here is how I think about analytics in software products — from collection to insight.

MongoDB gives you schema flexibility but that does not mean schema-less. Here are the patterns I use in production to design MongoDB schemas that stay maintainable as requirements change.