Use Sheets for quick ETL, sharing, and simple modeling; connect to Looker Studio for free, fast visuals. With named ranges, query formulas, and scheduled refresh via Apps Script, you gain a collaborative, auditable pipeline that non-technical teammates can actually extend.
Self-host Metabase or Apache Superset on a tiny VM to query Postgres and visualize without cost. Save questions, add email pulses, and permission access by collection. Start with read-only connections and documented SQL so knowledge persists beyond any single person.
Grafana shines for operational metrics and uptime. Point it at Prometheus or simple CSV-backed data sources, set sane thresholds, and build quiet alerts. Pair panels with runbooks in descriptions so on-call responders can identify issues and act within minutes, confidently.
A neighborhood café tracked cups sold, average ticket, and waste in a shared sheet. Morning huddles cut waste by labeling milk jugs and timing grinds. Within two weeks, margin improved three points, and the team felt proud, informed, and energized.
A two-person SaaS pulled product events into BigQuery’s free tier, summarized in Sheets, and visualized in Looker Studio. Weekly active teams became the North Star. Focusing experiments on activation and team invites lifted retention, reducing churn enough to comfortably fund hiring.
A small nonprofit struggled with conflicting numbers across grants. They created a one-page dictionary for donors served, engagements, and outcomes, then built a simple Metabase dashboard. Confusion dropped, reporting time halved, and volunteers felt respected because counts finally matched lived reality.