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Top Alternatives to Numerator for Transaction Data in 2025
Vendor Reviews:
Top Alternatives to Numerator for Transaction Data in 2025
Key Highlights:
Use Cases by Function
7 Key Selection Criteria
Numerator pioneered the blend of line‑item receipt uploads and shopper surveys, giving brands a rare peek into both what shoppers bought and why. Its promo‑uplift curves, Trip Mission flags, and coupon‑redemption metrics remain staples in CPG war rooms. Yet 2025 analytics stacks demand more: day‑zero sales confirmation, debit‑inclusive coverage, open‑feed delivery, and scalable privacy compliance. Those requirements expose three structural constraints—opt‑in bias, lag, and closed delivery models—prompting many teams to pair Numerator’s attitudinal colour with census‑balanced, one‑day‑lag transaction feeds such as Facteus.
This guide follows our seven‑point evaluation framework, deepens each criterion with reviewer quotes and audit stats, and then compares Numerator to the most common complementary providers.
Why Teams Supplement or Replace Numerator
- Opt‑in coverage (~4 % of grocery trips)—receipt uploads and surveys capture only a sliver of total spend
- 2–4‑day processing lag—receipt OCR, survey matching, and UPC mapping delay day‑zero insights
- Path‑to‑purchase partiality—in‑store returns, curbside pickups, and B2B orders often go missing
- Debit, prepaid, and cash blind spot—opt‑in panel skews credit and loyalty heavy
- Income & region skew—coupon enthusiasts and urban shoppers over‑represented
- Dashboard‑first delivery—CSV caps, premium API tiers, no Snowflake share
- Compliance hurdles—survey metadata triggers IRB-style reviews in sensitive verticals
Comparing Numerator Alternatives
Facteus
Receipt Panels (Numerator)
Survey Data (Numerator)
Mobile Location Data
Data Source
Includes sales transactions, surveys, GPS
Sales Transaction
Sales Transaction
Survey
GPS, cell tower ping
Retailer Breadth
5M physical locations
1M online retailers
44k physical locations
NA
Similar
Consumer Breadth
180M active cardholders
1M receipt panelists
500-1000 panelists
Large
Includes demos, affinities, cross-shopping
Good
Good
Good
Mediocre
Transaction Depth
Includes store vs. UPC
Store, UPC
UPC
Can be product level
Store
Time Granularity
Includes day part, day, week
Good
Good
Poor
Good
Speed
<48hrs
Typically >7 days
Slow
7-21 days
Custom Questions
NA
Sometimes an add’tl service
Yes
NA
Facteus
Facteus ingests 185 M+ credit, debit, prepaid, and commercial cards with 1‑day lag, tagging merchants, stores, and UPC (≈72 % attach rate). Synthetic generation strips PII while preserving demographic fidelity, allowing cross‑functional usage without privacy delays. Delivery options—REST, S3/Parquet, Snowflake Secure Share—fit modern ELT and dbt workflows. Teams keep Numerator for why and promo nuance while relying on Facteus for the what and how much—UPC‑level dollars that confirm promo ROI and feed demand‑planning models.
Who Should Switch — or Augment — Numerator
Use Case
Numerator Limitation
Facteus (or Other) Advantage
Day‑zero promo lift
48–72‑hour lag
1‑day SKU dollars (Facteus)
Debit & prepaid share
Opt‑in credit‑heavy panel
Balanced debit/prepaid (Facteus, Yodlee)
Income‑bias correction
Over‑represents $75 k–$125 k incomes
Census‑balanced synthetic panel (Facteus)
Open ML pipelines
Dashboard, CSV caps, premium API
Parquet/Snowflake feeds, dbt‑ready (Facteus)
Long‑run continuity
Panel churn, OCR changes
Stable synthetic card feed (Facteus)
Final Take
Numerator excels at telling brands why a shopper bought: coupon triggers, promo uplift, mission context. But when teams need how much, how fast, and how widespread—across debit, prepaid, and non‑loyalty channels—Numerator alone falls short. Facteus closes those gaps with 1‑day, UPC‑rich, PII‑free transaction feeds that plug straight into lakehouses and ML. Modern CPG and retail teams run Numerator for promotional colour and shopper intent while relying on Facteus for revenue validation and predictive modelling.
→ Request a demo to see how Facteus complements or replaces Numerator in your stack.
Explore Alternatives for Other Providers
Facteus is the only provider combining store-level, SKU-level, and B2B transaction data—safely, scalably, and in near real time.
Not sure which data is right for you?
Request a Demo and we’ll walk you through the best-fit solutions for your team.