How we do it
ShopHop tracks every advertised price at Woolworths, Coles and Aldi and keeps it current. This page documents how we detect misleading “specials,” how we cross-reference products across retailers, and how anyone can verify our findings.
Data collection
We capture the publicly visible product listings at Woolworths, Coles and Aldi on an ongoing basis. Each capture records the advertised price, any “special” or “was” price, the unit price, pack size, and category. Snapshots are timestamped and stored permanently — we never overwrite historical records.
Coverage as of 3 August 2026: 52,391+ products across 3 retailers, with over 5,177,189 price snapshots in our archive.
- Advertised price and any “was” / regular price
- Sale flag (whether the retailer marks it as a special)
- Unit price and pack size
- Brand, category, and product name exactly as shown online
- Timestamp in AEST
Cross-store matching
When the same product is sold at multiple retailers, we link the listings to a single canonical product. This powers our “where to buy” comparisons and cross-store price records.
A pair of products is only treated as the same item when they line up on every dimension that matters:
- Same brand
- Same size (a 500g pack is never merged with a 600g one)
- Same pack count (a multipack is never treated as a single)
- Same variant or flavour (Original ≠ Sour Cream & Chives)
- Same form (liquid ≠ powder, fresh ≠ frozen)
Matches are built by automated rules (barcode when available, brand + size + name similarity, hard vetoes for flavour/variant/pack conflicts). Ambiguous pairs go to a manual review queue — we do not hand-check every mapping. We deliberately err on the side of not matching when there is any doubt — a wrong match is worse than a missing one.
Every mapping is recorded with its source and confidence. Cross-store coverage is intentionally incomplete (private-label and ALDI exclusives often have no counterpart). Staples are prioritised for precision over raw match count.
How we flag fake specials
The Federal Court found in May 2026 that Coles made misleading representations about 245 Down Down promotions — prices were temporarily raised before promotions so the “discounted” price was the same as or higher than the original. ShopHop flags this pattern automatically.
Public “fake special” claims on ShopHop are gated by our own observation density — we will not call a special misleading until we have watched the product on enough days. The shipped consumer detector works like this:
Published tiers use neutral labels (observed special, limited “was” history, recurring pattern, price rose then fell). We cite exact dates and prices from our scrape history — verifiable on the product chart. Classifications below our confidence threshold are not shown; patterns that may reflect legitimate cost movement go to a human review queue first.
Detection becomes strongest once a full 90-day baseline is available. The current public baseline is 104-day price history.
How to verify our findings
Every product page on ShopHop shows the available price history as a chart. The dates and prices we cite in explainers are always verifiable from the chart on the product page — click any flagged special to see the underlying data.
Our scraping timestamps, price values, and sale flags are stored verbatim from the retailer's own product pages. We don't infer or adjust prices.
Limitations
We track online advertised prices, not in-store prices. These can differ. We don't capture loyalty pricing (Everyday Rewards, Flybuys), member-only discounts, or bulk-buy deals unless they are publicly advertised on the product page.
Our cross-store matching is high-accuracy but not perfect. Mappings flagged as uncertain are excluded from automatic comparisons until human-verified. If you spot an incorrect match, email us.
Prices are kept current. In-store prices may vary and are not verified by ShopHop.
For media and researchers
ShopHop is independent. We accept no payment from any retailer, brand, or industry body. All data presented on this site is derived from publicly available product listings.
Journalists, researchers, and government bodies can request the raw underlying snapshot data for analysis.