Every city › Osaka › fast food restaurants
Ranked shortlist · 10 of 471 fast food restaurants
Best fast food restaurants in Osaka
The 10 most notable fast food restaurants in Osaka, 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
なか卯 163号守口店
大阪府守口市南寺方東通1丁目11−17
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.702, percentile 100 of 471
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2
フレッシュネスバーガー 上本町店
天王寺区上本町6丁目3-31
209 m from Ōsaka Uehommachi Station, rail
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.699, percentile 99.79 of 471
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3
なか卯大正千島店
大正区千島3丁目19-7
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.697, percentile 99.57 of 471
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4
マクドナルド 中環松原店
大阪府松原市別所3丁目21−30
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.695, percentile 99.36 of 471
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5
ロッテリア ショップ南海初芝店
東区日置荘西町2丁1-1
11 m from Hatsushiba Station, rail
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.695, percentile 99.15 of 471
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6
Taco Bell Hankyu Sanbangai
Shibata, 1 Chome−1−3 阪急三番街北館 フェスティブコート1F
67 m from Osaka-Umeda Station (Hankyu), rail
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.691, percentile 98.94 of 471
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7
ロッテリア ショップ南海住吉
住吉区長峡町3-14
22 m from Sumiyoshitaisha Station, rail
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.688, percentile 98.72 of 471
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8
ミスタードーナツ ベルマージュ堺ショップ
大阪府堺市堺区田出井町1−1
130 m from Sakaishi Station, rail
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.680, percentile 98.51 of 471
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9
ロッテリア 京阪大和田駅店
宮野町1-6
58 m from Ōwada Station, rail
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.679, percentile 98.3 of 471
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10
マクドナルド 空港線走井店
大阪府豊中市山ノ上町10−44
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.672, percentile 98.09 of 471
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).