Automated Data-Quality Checks — Interactive Impact Demo

HEXA VPN · app_version 1.13.5 · flip the checks and watch the headline numbers move
SYNTHETIC DATA · DEMO
Product dashboards report a headline success rate — but many "successes" aren't genuine: connections that drop in seconds, land on a fallback route, hit corrupt records, or come from users who never return. Toggle the data-quality checks below to reclassify those inflated successes and see how the true picture changes. Start: all checks on (After DQ). Turn them all off to see the raw dashboard. All numbers are synthetic, for demonstration only.

Data-quality checks

Each check reclassifies a set of fake successes to failures. Toggle any on or off.

Per-check contribution

How much of the success drop each enabled check accounts for.

Users left with no clean successCount
One-and-done (Type A · single session)—
One-and-done (Type B · single day)—
Retained (2+ days — worth acting on)—
Total users lost—
Method, not production data. This is a static, synthetic illustration of an automated data-quality framework (SELECT-only, version-scoped). Each check owns a distinct set of records, so their contributions add up. No live database is connected and no real HEXA VPN figures are shown.