Every city › Ludhiana › cafes
Ranked shortlist · 10 of 18 cafes
Best cafes in Ludhiana
The 10 most notable cafes in Ludhiana, 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
Bistro Flamme Bois
SCO 16 -17, Ground Floor, Pakhowal Rd
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 2.473, percentile 100 of 18
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2
MCCB
2nd floor
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.338, percentile 94.12 of 18
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3
The Meeting Point(TMP Food Hut)
Bus Stand Rd
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.95 · rank score 2.210, percentile 88.24 of 18
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4
Grace Print Shop
B/S Reliance Market, Jalandhar Byepass
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.95 · rank score 2.200, percentile 82.35 of 18
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5
The Cubo Phagwara
Phagwara Chandigarh bypass near Cambridge International school
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.93 · rank score 2.055, percentile 76.47 of 18
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6
Cafe Coffee Day
Apollo Hospital, Sherpur Chowk, Grand Trunk Rd
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 1.883, percentile 70.59 of 18
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7
Cafe Coffee Day
Shop No 5, Carnival Complex, Centre, The Mall Rd
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 1.879, percentile 64.71 of 18
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8
Abbott's Cafe and Bistro
Ground Floor, SCO 34
listed by Meta and Overture Maps Foundation · record has a phone and an address · Overture confidence 0.96 · rank score 1.826, percentile 58.82 of 18
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9
Hot N Chilll
Jalandhar Bypass Chownk
listed by Meta and Overture Maps Foundation · record has a phone and an address · Overture confidence 0.96 · rank score 1.769, percentile 52.94 of 18
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10
Cafe Aura
Omaxe Market, Pakhowal Road
listed by Meta and Overture Maps Foundation · record has a phone and an address · Overture confidence 0.97 · rank score 1.759, percentile 47.06 of 18
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).