Every city › Houston › superstores
Ranked shortlist · 10 of 11 superstores
Best superstores in Houston
The 10 most notable superstores in Houston, 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
Sam's Club
19091 IH 45
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 3.164, percentile 100 of 11
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2
Costco
3500 Business Center Drive
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.918, percentile 90 of 11
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3
Sam's Club
325 E Richey Rd
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.884, percentile 80 of 11
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4
Target
8500 Main St
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.655, percentile 70 of 11
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5
Walmart Supercenter
21150 Kuykendahl Rd
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.572, percentile 60 of 11
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6
Walmart Supercenter
2391 S Wayside Dr
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.96 · rank score 2.422, percentile 50 of 11
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7
Walmart
10505 Broadway St
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.385, percentile 40 of 11
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8
Walmart
155 Louetta Xing
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.384, percentile 30 of 11
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9
Target
19511 N Freeway I-45
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.309, percentile 20 of 11
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10
Target
6801 FM 1960 Rd W
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.309, percentile 10 of 11
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.
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).