Reviewing member data export before selecting a platform

Request sample member and transaction exports before selecting loyalty software. Check whether the files can explain a current balance, resolve a dispute and supply the fields a future platform would need. An export button alone does not establish that the records are complete or portable.

Start with support cases

Consider a missing-points claim, a refunded order that used a reward and a disputed tier. For each case, identify the member ID, order or refund reference, event time, point change, point status, reward details and adjustment reason needed to explain it. Ask which fields appear in a file and which are available only on screen.

LoyaltyLion lists separate Customers and customer-transactions exports, as well as Tier exports; inspect the available columns in a sample. Yotpo describes a customer CSV with email addresses, names, current points balances and referral links, plus separate earning-history and redemptions-history reports.

These examples do not establish that one report contains a complete account history.

Data availability across leading loyalty platforms

Inspect a sample

Use permitted sample data and check:

Check the time zone of timestamps and whether reports cover the same snapshot. A filtered export may answer one question yet omit records needed for migration. Keep field definitions with each file.

For each redemption, check whether the export records enough detail to explain the event and its outcome, including any related order reference or usage status. Verify the fields in an actual sample rather than treating every redemption row as a completed purchase.

Map the exit route

Map each material field to the proposed replacement platform. Importing a current balance does not, by itself, prove that tier progress, historical redemptions or opt-in status will move with it. Ask which fields the proposed import supports, whether additional attributes require vendor assistance and what will need another migration route.

Ask when exports remain available and what happens to data if you cancel or uninstall the app. Obtain and verify the required files before uninstalling; confirm the terms that apply to your account.

Handle personal data carefully

Use the smallest sample needed and restrict access to copies. For an Australian business, distinguish a merchant's operational export from an individual's request to access or correct personal information. OAIC guidance describes those duties for entities to which the Australian Privacy Principles apply; a platform CSV does not determine whether an organisation has met them.

The export is suitable when a sample answers the support cases and the field map identifies every material migration gap. Record any missing data and vendor assistance needed before committing.

Australian privacy considerations when handling member data