📊 Pipeline Dashboard

Freshness, source coverage, market depth, retailer coverage, and category quality.

10941
promotion prices since 2026-05-02
1205
live shelf prices since 2026-05-02
9
retailers with real data
10
normalized categories

Quality flags

missing category
80
missing retailer
0
missing market
0
non positive price
0

Lower is better. Unknown categories are expected to shrink as normalization gets deeper.

Sources

flipp_promotion
10941
retailer_live_scrape
1205

Latest by source: {'flipp_promotion': '2026-08-20T02:08:41.688398', 'retailer_live_scrape': '2026-08-20T01:58:20+00:00', 'unknown': '2026-04-27T14:43:34.504477', 'web_search': '2026-04-24T14:35:01.623393'}

Categories

dairy
4723
meat
2938
pantry
2009
bakery
1222
beverages
514
produce
401
eggs
190
unknown
80
frozen
38
pet
31

Retailers

Walmart Canada
2874
No Frills
1526
Loblaws
756
Real Canadian Superstore
2014
Metro
1124
Sobeys
1823
FreshCo
790
Food Basics
658

Markets

Cambridge
2616
Toronto
928
Vancouver
2555
Montreal
1046
Calgary
1517
Winnipeg
663
Halifax
1583