R1 — Rent (or use free) for data ABOUT THE OUTSIDE WORLD; you will never out-collect the Census Bureau
Rule: When the data describes the outside world — demographics, exchange rates, weather, transit, average labor costs, industry benchmarks — recommend renting it (the cheapest decent vendor) or using the free public version. Do not build it.
Why: You will never out-collect the Census Bureau, the Bank of Canada, OpenET, NASA, or NOAA. Vendor benchmarks that tell a café owner their food cost is 5 points above industry norm are worth far more than the few hundred dollars they cost. The free public sources (FRED API (St. Louis Fed) — free with API key; covers GDP, inflation, employment, interest rates, Bank of Canada Valet API — free, no key required; ~500,000 daily public requests across ~12,500 series and ~4.5M observations, Census Business Builder — free US Census tool; pick business type + location → demographics, consumer spending, competition, GTFS — open transit data standard created Google + TriMet 2005; 10,000+ operators, 100+ countries; MobilityData stewardship, NASA / USDA OpenET — free Landsat-based evapotranspiration data via API for automated irrigation decision-support) are higher quality than any SMB could build.
How to apply:
- Default recommendation for any "we need data about X (where X is external)": free first, then the cheapest credible commercial source.
- Reserve build effort for the R2 — Build only on data you already own — transaction history, CRM, scheduling, no-show patterns; that is the only category with native defensibility case.
- Honest test: if the data is about the outside world, someone else already gathers it better than you can.
Depends on
- reference FRED API (St. Louis Fed) — free with API key; covers GDP, inflation, employment, interest rates
- reference Bank of Canada Valet API — free, no key required; ~500,000 daily public requests across ~12,500 series and ~4.5M observations
- reference GTFS — open transit data standard created Google + TriMet 2005; 10,000+ operators, 100+ countries; MobilityData stewardship
- reference Census Business Builder — free US Census tool; pick business type + location → demographics, consumer spending, competition
- reference NASA / USDA OpenET — free Landsat-based evapotranspiration data via API for automated irrigation decision-support
- reference Andreessen Horowitz, "The Empty Promise of Data Moats" (Casado & Lauten, 2019) — most "data network effects" are really scale effects that diminish
Referenced by (4)
- reference Research brief: live data and data-driven tools for SMBs — when it's an edge, when it's overkill (June 2026) relates-to
- reference Article (draft): Before you buy that data tool, ask one question — would your competitor's version look exactly like yours? relates-to
- rule R1 — Default to BUY, not build, for client portals; recommend a horizontal platform ($19-79/mo) or the bundled vertical-SaaS portal relates-to
- rule R2 — For internal dashboards, default to the cheapest tool that fits the existing stack: Power BI Pro for M365 shops, free Looker Studio for Google/marketing data, Metabase for SQL-comfortable / future-embedding relates-to