Ranked shortlist · 10 of 77 fashion and apparel shops
Best fashion and apparel shops in Aurangabad
The 10 most notable fashion and apparel shops in Aurangabad, 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
Malshetwar Opticals
Tapadiya City Centre
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.535, percentile 100 of 77
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2
Vishal Opticals
Shop No.105-106, Nirala Bazar Rd
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.99 · rank score 2.506, percentile 98.68 of 77
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3
Sonpari Gold
Jalna Rd
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.99 · rank score 2.473, percentile 97.37 of 77
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4
Rajdarbar next - Best Night Wear In Aurangabad | Best Mens Trousers | Best Traditional And Casual Mens Clothing
listed by Meta and Overture Maps Foundation · record has a website and a phone · Overture confidence 0.99 · rank score 2.462, percentile 96.05 of 77
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5
Juniors Kids Wear Store
Jay Plaza, beside Mahi Ladies Wear
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.343, percentile 94.74 of 77
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6
Deepak Collection
Trimurti Chowk, Jawahar Colony
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.319, percentile 93.42 of 77
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7
Opti Guru Optical Factory Direct
Shop No 9, Samarth Sankul Complex, near Bank Of Maharashtra
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.96 · rank score 2.286, percentile 92.11 of 77
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8
Aarzoo Jewellers
Shop No 103, Tapadiya City Center
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.96 · rank score 2.250, percentile 90.79 of 77
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9
Raymond
Pathen Gate
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 2.214, percentile 89.47 of 77
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10
Arhan Gold & Diamonds
Markaz Chowk, Sarafa Road, Lotakaranja
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.95 · rank score 2.196, percentile 88.16 of 77
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).