Agree on what terms mean before you calculate anything. Is a qualified lead someone who booked a call or met a score threshold? Does on-time shipping mean carrier scan or doorstep delivery? Write definitions, keep examples, and version changes. Consistent meaning ensures every chart reflects reality, not spreadsheet folklore or wishful thinking.
Eliminate manual exports and error-prone copy‑paste. Use connectors to pull from your POS, CRM, accounting, and support systems on a schedule. Staging tables and simple checks catch anomalies early. The time you reclaim can fund deeper analysis, thoughtful experiments, and more conversations with customers instead of wrestling with files and columns.
Real-time is powerful for dispatching, stockouts, or monitoring service queues, but daily batches may be perfect for finance, fulfillment, and marketing. Choose the cadence that matches decisions. Aim for fast enough to act, not expensive overkill. Right-time delivery balances cost, reliability, and urgency so your team always has the context it needs.
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