SafeGraph Spend Dataset Update — Mid-October 2025 Panel Changes

Beginning with mid-October transactions, the SafeGraph Spend dataset reflects upstream changes in the provider’s panel.

What changed:

  • Branded spend coverage: Remained largely consistent.
  • Long-tail (non-branded) coverage: Experienced a noticeable drop-off toward the end of the month.

Recommended normalization (non-branded rows only):

To adjust for reduced long-tail coverage, SafeGraph recommends multiplying the following fields by 1.5: raw_num_transactions,raw_total_spend

All metrics derived from these columns (e.g., median_spend_per_transaction, spend_per_transaction_percentiles) should remain consistent and do not require additional adjustments.