Ranked shortlist · 10 of 69 specialty shops
Best specialty shops in Johannesburg
The 10 most notable specialty shops in Johannesburg, 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
Cash Crusaders Alberton
37 Clinton Rd, Shop 4, Alberton Mall
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.222, percentile 100 of 69
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2
Cash Crusaders Kempstar
20 Old Pretoria Rd, Shops 31-33, Kempstar Shopping Centre
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.221, percentile 98.53 of 69
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3
Cash Crusaders Lambton Mall
Cnr Webber & Beacon Rd, Shop 19, Lambton Court Centre
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.216, percentile 97.06 of 69
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4
Cash Crusaders Darras Centre
Cnr Juno St & Kitchener Ave
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.215, percentile 95.59 of 69
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5
Cash Crusaders Edenvale
Van Riebeeck Ave, Shop 2, Van Riebeeck Mall
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.211, percentile 94.12 of 69
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6
Cash Crusaders Primrose
Cnr Churchill & Shamrock Rd, Shop 2, Primrose Square
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.208, percentile 92.65 of 69
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7
Cash Crusaders Bel Air
Bellairs Dr, Bel Air Shopping Centre
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.203, percentile 91.18 of 69
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8
Cash Crusaders Melville
Cnr Kingsway & University Wy, Shop 41, Campus Square
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.199, percentile 89.71 of 69
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9
Cash Crusaders Steeledale
9 Linroy St, Shop 47A, Steeledale Mall
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.99 · rank score 2.194, percentile 88.24 of 69
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10
Vape King Craighall Megastore
Shop 24, The Valley Center, c/o of Jan Smuts and Burnside Avenue
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.99 · rank score 2.188, percentile 86.76 of 69
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).