Refresh cadence: real-time matters for operational exception use (logistics ETAs, manufacturing downtime); daily suits most SMB KPIs; refresh frequency drives cost (Power BI Pro 8/day vs Premium Per User 48/day)

reference · Scope: business · Status: current

data-pipeline-maintenance dashboards bi-tools-landscape

Created 2026-06-20

Summary

Claim: Real-time / near-real-time genuinely matters for operational exception management (logistics ETAs, manufacturing downtime alerts); daily / periodic suffices for most SMB KPI and financial review. Refresh frequency drives cost — e.g., Power BI Pro caps scheduled refreshes at 8/day while Premium Per User allows 48/day.

Source: Microsoft Power BI documentation; practitioner literature.

Confidence: Verified.

Why this matters for Candid: Most SMB "we need real-time" requests are actually "we need daily." Pushing back on the real-time framing saves 10×+ in licensing costs without losing decision value.

Related entries

reference Dashboard vs static report: dashboard is live + queryable + interactive; report is a point-in-time snapshot for documentation / compliance / shared "version of truth"

Referenced by (1)

reference Research brief: dashboards for SMBs — what's worth showing, and when an embedded one earns its keep (June 2026) · relates-to