How We Built a Community-Driven Platform Without a Data Warehouse (and Still Got Useful Insights)
Building a community-driven product is messy-in a good way. People post at odd hours, content spikes unexpectedly, and "success" can mean anything from more thoughtful replies to fewer mod escalations. When we started, the common advice was: "Set up a data warehouse early." We didn't. Instead, we asked a simpler question: what decisions do we actually need to make in the next 90 days, and what's the minimum data setup that supports those decisions? Why we skipped the warehouse (on purpose) We weren't anti-analytics. We were anti-premature analytics infrastructure. At our stage, a warehouse would have added (1) extra pipelines to babysit, (2) new failure modes, and (3) a lot of "maybe someday" data modeling. We had two engineers and a growing community-our bottleneck was shipping improvements and responding to users, not running cross-domain BI. So we defined a "decision list," not a "dashboard list." Examples: Are new member...