Every city › Monterrey › shopping
Ranked shortlist · 10 of 48 shopping
Best shopping in Monterrey
The 10 most notable shopping in Monterrey, in rank order. The order is curation quality — how well attested and how complete each record is — not popularity, and no place on this list paid to be on it.
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1
TUMI Fashion Drive
Av. Diego Rivera 1000
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.99 · rank score 2.372, percentile 100 of 48
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2
Mar Amoli Cosmética Natural
Francisco Siller 164
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 2.306, percentile 97.87 of 48
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3
Molteni&C Shop In Shop
Calzada del Valle 111, Colonia del Valle
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 2.272, percentile 95.74 of 48
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4
Forrajera la Gavia
Benito Juárez 6020 A
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 2.245, percentile 93.62 of 48
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5
Tramex Ambiental SA de CV
Paseo Llavale 1205A
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.232, percentile 91.49 of 48
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6
Castillo de Zoe
Modesto Arreola Ote. 202 Pte
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.231, percentile 89.36 of 48
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7
Plaza Forum Leones
Av. Paseo de los Leones
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.201, percentile 87.23 of 48
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8
Don Colchón Cumbres
Ave. Leones #8901
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.191, percentile 85.11 of 48
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9
Papelera Panamericana
Serafín Peña 620
552 m from Central, rail
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 2.183, percentile 82.98 of 48
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10
Salas Monterrey
Av. Paseo de los Leones 110 B1
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.162, percentile 80.85 of 48
How this list is made
Every place in this group was scored by the same model, with each term z-normalised inside the group and capped, so a famous chain cannot win by being famous everywhere. The weights, verbatim:
- attestation by independent providers
- +0.35
- record completeness (website, phone, address)
- +0.25
- Overture existence confidence
- +0.20
- Michelin designation (Wikidata, CC0)
- +0.40
- brand fame (Wikidata sitelinks)
- −0.15
- same-name chain collision
- −0.30
Curation quality, not popularity: how well attested and how complete a record is.
No licensable popularity signal; this ranks curation quality, not taste
Independent check: 5,951 places listed in Wikivoyage (CC BY-SA 4.0; validation only, never published or scored) were matched to our records by name within 250 m. Across the 5,651 that fall in groups of at least 10, the median matched place sits at percentile 73 and 24.2% are in the top decile, against 10% by chance; five families have enough anchors to report (arts, food and drink, lodging, shopping, sport), while health care (5), lifestyle services (17), travel (26) have too few and are not validated. A match needs both the guide and the catalogue to name the same place, which favours well-attested places — a term this rank itself rewards — so these are lower bounds; Michelin's 528 in-group anchors have a median percentile of 100, but that is partly circular: across the Wikivoyage matches, the 17 that also carry the designation term this rank scores sit at 99.93, against 72.55 for the 5,934 without it.
The catalogue carries no rating, review count, price or opening hours, so this file has none.
Station locations from Wikidata (CC0-1.0). Nearest station, not service: no frequency, timetable or departures.
Nobody paid for placement: no ads, no sponsored results, no ratings for sale.
Data: AllThePlaces (CC0-1.0), BrightQuery (CDLA-Permissive-2.0), DAC (CDLA-Permissive-2.0), Foursquare Open Source Places (Apache-2.0), Meta (CDLA-Permissive-2.0), Microsoft (CDLA-Permissive-2.0), Overture Maps Foundation (CDLA-Permissive-2.0), PinMeTo (CDLA-Permissive-2.0), RenderSEO (CDLA-Permissive-2.0).