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Kakao Map Scraper - Korea Local Businesses & Reviews

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Kakao Map Scraper - Korea Local Businesses & Reviews

Kakao Map Scraper - Korea Local Businesses & Reviews

Kakao Map scraper & data API for South Korea local businesses: search any category or keyword by area and export name, category, phone, address, GPS, rating, reviews, business hours, amenities, homepage & photos. Korea local business data, lead generation & market research — fast, no login.

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from $3.00 / 1,000 results

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Haketa

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Kakao Map Scraper — Korea Local Businesses, Ratings & Reviews

Apify Actor Kakao Map

Extract South Korean local business data from Kakao Map (카카오맵) at scale. This Kakao Map scraper lets you search any Korean area and category — cafés, restaurants, bars, bakeries, hair & nail salons, clinics, dental offices, pharmacies, hotels, gyms, convenience stores, real-estate agencies, academies — and export clean, structured records: name, category hierarchy, phone number, jibun & road address, zip code, WGS84 GPS coordinates, average rating, rating & review counts, recent review text, opening hours, 9 amenity flags, descriptive keywords, homepage/social links, KakaoTalk channel followers and photos. No login, no API key, no coding required.

Export to JSON, CSV, Excel, XML, HTML, or API.

🧭 Built for local-SEO and B2B lead-generation agencies, market researchers, F&B & retail franchises, travel and hospitality platforms, real-estate analysts, and data/AI teams who need Kakao Map data in bulk. Pairs seamlessly with Naver Place data for 100% South Korean local market coverage.


⚡ At a glance

FeatureDetails
Target PlatformKakao Map (카카오맵) — South Korea's premier map & local business directory
Targeting Modes16 major Korean district dropdowns (areas) × 20 business category dropdowns (categories) + custom Korean queries (searchQueries)
Core Data ExtractedplaceId, name, phone, address (jibun) & roadAddress, zipcode, lat/lon, ratingAverage, reviewCount, homepage, keywords, amenities
Detail EnrichmentLive businessHoursStatus, displayHoursInfo, 7-day businessHoursWeek, homepages, facilities, photoCount, kakaoTalkChannelFriends, reviews
Pagination & ScaleMulti-page search traversal + automatic sub-district (동 / station) & category expansion for 1,000+ unique places
AuthenticationNone required — 100% public listing data, no Kakao developer key needed
Export FormatsJSON, CSV, Excel (XLSX), HTML table, XML, RSS, and direct Apify REST API / Webhooks / MCP

🧭 Table of contents


🔎 Why scrape Kakao Map?

Kakao Map (카카오맵) is one of South Korea's most-used map, navigation, and local-discovery platforms alongside Naver Map. Millions of Korean businesses — from independent specialty cafés in Seongsu-dong and restaurants in Gangnam to dermatology clinics, dental practices, hair salons, gyms, cram schools (학원), and Jeju guesthouses — publish their profiles here with verified phone numbers, road-name and lot addresses, opening hours, star ratings, and verified customer reviews. That makes Kakao Map one of the richest primary sources of South Korea local business data anywhere.

Collecting this data manually is practically impossible at scale:

  • Kakao Map paginates search results 15 places at a time and caps single-query pagination at 45 pages.
  • Detailed operating hours, weekly schedules, social links, KakaoTalk channel counts, and customer reviews are loaded separately per place.
  • Official Kakao Local APIs enforce strict daily quotas, require Korean developer registration, and omit ratings, review text, opening hours, amenities, and social links.

This Kakao Map scraper automates the entire pipeline. It queries Kakao Map's structured data endpoints, walks every result page, expands across sub-neighborhoods when you request large 1,000+ datasets, deduplicates every record by its canonical placeId, and enriches each listing with operating hours, reviews, and website/Instagram links in parallel.

Common reasons teams scrape Kakao Map:

  • 🧲 Build B2B lead lists of Korean businesses with phone numbers, websites, Instagram links, and KakaoTalk channels by district and category.
  • 📊 Run market & competitor research — compare star ratings, review volume, and store density across Korean neighborhoods (구 / 동).
  • 📍 Perform local-SEO audits of business listings, category trees, and descriptive keyword tags across South Korea.
  • 🍴 Track F&B and retail expansion — monitor cafés, restaurants, bakeries, and franchise branches by neighborhood and brand.
  • 🏨 Analyze hospitality & tourism — benchmark hotels, pensions, and guesthouses in Seoul, Busan, and Jeju with amenities and guest ratings.
  • 🤖 Feed fresh Korean POI data into travel apps, mobility platforms, geospatial dashboards, and LLM/AI assistants.

✨ What this Kakao Map scraper does

Give the actor natural Korean search terms combining an area and a category or keyword — for example 강남 카페 (Gangnam cafés), 역삼동 미용실 (Yeoksam hair salons), or 제주 맛집 (Jeju restaurants). You can pick from built-in area and category dropdowns, type your own custom Korean terms, or combine both.

  • ✅ Three flexible targeting modes — pick from 16 popular Korean areas (Gangnam, Hongdae, Itaewon, Myeongdong, Seongsu-dong, Jongno, Garosu-gil, Yeouido, Jamsil, Busan Seomyeon, Busan Haeundae, Daegu Dongseong-ro, Incheon Songdo, Jeju, Pangyo, Suwon) and 20 business categories (restaurants, cafés, bars, bakeries, hair salons, nail salons, clinics, pharmacies, dentists, gyms, yoga, hotels, pensions, convenience stores, supermarkets, real estate, academies, pet shops, parking, laundry), or type any custom Korean query.
  • ✅ Unlocked 1,000+ deep pagination — automatically walks every page per query (15 places/page) and, when maxItems exceeds a single query's ceiling, automatically expands into sub-neighborhoods (역삼동, 신사동, 청담동, 연남동, 합정동, 전포동, etc.) and category combinations to deliver 1,000+ de-duplicated places in a single run.
  • ✅ Rich core fields on every place — placeId, name, placeUrl, category, full 5-level categoryPath, phone, jibun address, roadAddress, zipcode, WGS84 lat/lon, ratingAverage, ratingCount, reviewCount, homepage, image, brand, descriptive keywords, and 9 boolean amenities.
  • ✅ Full detail enrichment (includeDetails: true) — adds live businessHoursStatus (영업 중, 영업 전, 휴무일), displayHoursInfo (next open/close time), 7-day businessHoursWeek, free-text businessHours notes, all homepages (including Instagram, Naver Blog, official web), facilities, photoCount, kakaoTalkChannelFriends, and recent reviews (rating, text, photoCount, date).
  • ✅ Korea-native address & category normalization — preserves both lot-based (지번) and road-name (도로명) addresses plus 5-digit Korean postal codes and hierarchical category paths (음식점 > 카페 > 커피전문점).
  • ✅ Fast, low-cost execution — extracts structured JSON directly without headless browser overhead, uses datacenter proxies by default, and automatically escalates to South Korea residential proxies only if needed.

🎯 Use cases

1. B2B Lead Generation & Outbound Sales in South Korea

Sales teams, POS providers, delivery platforms, payment processors, and marketing agencies build targeted prospect lists by selecting categories like 맛집 (restaurants), 카페 (cafés), 미용실 (hair salons), 병원 (clinics), or 학원 (academies) across Seoul and major metros. Every record provides the business name, direct phone, roadAddress, homepage / Instagram link, and kakaoTalkChannelFriends count to prioritize digitally active merchants.

2. Franchise, F&B & Retail Site Selection

Retail expansion teams and F&B operators map competitor density and consumer demand across neighborhoods (강남, 성수동, 홍대, 잠실, 판교). Filter by brand to count franchise branches, analyze ratingAverage and reviewCount as foot-traffic proxies, and inspect amenities.parking or amenities.delivery across districts.

3. Local SEO & Reputation Management

Korean digital marketing agencies audit client profiles against local competitors: verify category placement (categoryPath), inspect the keywords tags Kakao Map associates with top-ranking venues (e.g. 데이트코스, 디저트맛집, 오션뷰), monitor ratingAverage and reviewCount growth, and analyze recent reviews for customer sentiment.

4. Travel, Hospitality & K-Culture Directories

Travel platforms, OTA aggregators, and K-tourism apps curate up-to-date guides of Korean restaurants, specialty cafés, hotels (호텔), and guesthouses (펜션) in Seoul, Busan, and Jeju — complete with WGS84 coordinates (lat/lon), high-res image URLs, weekly opening hours (businessHoursWeek), and English-ready structured attributes.

5. Healthcare, Beauty & Wellness Market Intelligence

Med-tech vendors, beauty supply brands, and directory publishers map South Korea's dense network of dermatology & plastic surgery clinics (병원), dental offices (치과), pharmacies (약국), hair & nail salons (미용실, 네일샵), and fitness studios (헬스장, 요가).


📥 Input parameters

Configure the run from the visual form in Apify Console or pass JSON via API. All fields are optional — running with an empty input {} automatically collects a diverse 100-place sample across popular Korean districts and categories.

ParameterTypeDefaultDescription
areasarray<string>["강남"] (prefill)Select one or more popular Korean areas/neighborhoods from the 16-option dropdown (강남, 홍대, 이태원, 명동, 성수동, 종로, 가로수길, 여의도, 잠실, 부산 서면, 부산 해운대, 대구 동성로, 인천 송도, 제주, 판교, 수원). Combined with every chosen category.
categoriesarray<string>["카페"] (prefill)Select one or more business categories from the 20-option dropdown (맛집, 카페, 술집, 베이커리, 미용실, 네일샵, 병원, 약국, 치과, 헬스장, 요가, 호텔, 펜션, 편의점, 마트, 부동산, 학원, 펫샵, 주차장, 세탁소).
searchQueriesarray<string>[]Optional custom Korean search terms combining any area, station, or neighborhood with a category or brand (e.g. 강남 카페, 역삼동 미용실, 제주 애월 맛집, 스타벅스 강남). Added on top of dropdown selections.
includeDetailsbooleantrueFetch each place's detail panel to enrich with businessHoursStatus, displayHoursInfo, businessHoursWeek, homepages, facilities, photoCount, kakaoTalkChannelFriends, and reviews. Turn false for ultra-fast list-only runs.
maxReviewsPerPlaceinteger5Maximum recent customer reviews to attach per place when includeDetails: true.
maxItemsinteger0 (prefill 50)Maximum total places to save across all searches. Set 0 for unlimited, or 1000+ for deep multi-district extraction.
maxConcurrencyinteger8Maximum parallel detail-enrichment requests.
proxyConfigurationobjectDatacenterApify Proxy configuration. Uses fast, low-cost datacenter proxies by default and automatically escalates to South Korea residential proxies if a block is detected.

📥 Input examples

1. Cafés in Gangnam with full details & reviews

{
"areas": ["강남"],
"categories": ["카페"],
"includeDetails": true,
"maxReviewsPerPlace": 5,
"maxItems": 200
}

2. Deep 1,000+ place extraction across Seoul & Busan districts

{
"areas": ["강남", "홍대", "성수동", "부산 서면", "제주"],
"categories": ["맛집", "카페", "술집"],
"includeDetails": true,
"maxReviewsPerPlace": 10,
"maxItems": 1200,
"proxyConfiguration": { "useApifyProxy": true }
}

3. Custom neighborhood & clinic/salon lead generation (fast list mode)

{
"searchQueries": [
"압구정 피부과",
"청담동 미용실",
"신사동 치과",
"역삼동 네일샵"
],
"includeDetails": false,
"maxItems": 500
}

📤 Output & field reference

Each place is written as a clean, normalized JSON object to the Apify dataset. Below is a real record from a live run (with includeDetails: true):

{
"placeId": "544200314",
"name": "네기다이닝라운지",
"placeUrl": "https://place.map.kakao.com/544200314",
"category": "일본식주점",
"categoryPath": "음식점 > 술집 > 일본식주점",
"phone": "02-548-0807",
"address": "서울 강남구 신사동 540 4층",
"roadAddress": "서울 강남구 도산대로15길 18",
"zipcode": "06036",
"lat": 37.51948247,
"lon": 127.02403892,
"ratingAverage": 4.2,
"ratingCount": 55,
"reviewCount": 55,
"homepage": "https://www.instagram.com/negidininglounge/",
"image": "http://t1.kakaocdn.net/local/kakaomapPhoto/review/4603db6f...",
"brand": "일본식주점",
"keywords": ["데이트코스", "소개팅", "손님접대", "코스요리"],
"amenities": {
"parking": false,
"wifi": false,
"pet": false,
"delivery": false,
"package": false,
"smokingRoom": false,
"nursery": false,
"forDisabled": false,
"appointment": true
},
"businessHoursStatus": "영업 전",
"displayHoursInfo": "17:30 오픈",
"businessHours": null,
"businessHoursWeek": [
{ "day": "월(11/2)", "hours": "17:30 ~ 23:00" },
{ "day": "화(11/3)", "hours": "17:30 ~ 23:00" }
],
"homepages": ["https://www.instagram.com/negidininglounge/"],
"facilities": null,
"photoCount": 69,
"kakaoTalkChannelFriends": 3,
"reviews": [
{
"rating": 4,
"text": "네기 : 크리미하면서 단맛이 좋았음...",
"photoCount": 4,
"date": "2026-08-31 13:14:04"
}
],
"scrapedAt": "2026-11-01T18:15:16.881Z"
}

Complete field reference

CategoryFieldCoverageDescription
🏷️ IdentityplaceId🟢 High (100%)Unique Kakao Map place ID (used for global deduplication).
🏷️ Identityname🟢 High (100%)Korean business name as listed on Kakao Map.
🏷️ IdentityplaceUrl🟢 High (100%)Canonical URL to the Kakao Map place page (https://place.map.kakao.com/{placeId}).
🏷️ Identitybrand🟡 ConditionalFranchise or chain brand name when applicable.
🗂️ Classificationcategory🟢 High (100%)Most specific leaf category (e.g. 커피전문점, 일본식주점, 피부과).
🗂️ ClassificationcategoryPath🟢 High (100%)Full 5-level category hierarchy, e.g. 음식점 > 카페 > 커피전문점.
🗂️ Classificationkeywords🟢 High (~88%)Descriptive keyword tags (데이트코스, 디저트맛집, 애견동반, 오션뷰).
📞 Contact & Webphone🟢 High (~91%)Business phone number (landline or 0507 virtual number).
📞 Contact & Webhomepage🟡 Conditional (~61%)Primary website, Instagram, or blog link from the search card.
📞 Contact & Webhomepages🟡 Conditional (~61%)(Detail mode) Array of all official web, Instagram, blog, and booking URLs.
📞 Contact & WebkakaoTalkChannelFriends🟡 Conditional(Detail mode) Follower count of the business's linked KakaoTalk channel.
📍 Location & Geoaddress🟢 High (100%)Traditional Korean lot-based (지번) address.
📍 Location & GeoroadAddress🟢 High (~99%)Modern Korean street/road-name (도로명) address.
📍 Location & Geozipcode🟢 High (~99%)5-digit South Korean postal code.
📍 Location & Geolat / lon🟢 High (100%)WGS84 GPS latitude and longitude coordinates.
⭐ Ratings & ReviewsratingAverage🟢 HighAverage star rating (1.0 – 5.0 scale).
⭐ Ratings & ReviewsratingCount / reviewCount🟢 HighTotal number of star ratings and customer reviews.
⭐ Ratings & Reviewsreviews🟢 High(Detail mode) Array of recent reviews (rating, text, photoCount, date) up to maxReviewsPerPlace.
🕒 Operating HoursbusinessHoursStatus🟢 High (~99%)(Detail mode) Live operating status (영업 중 open, 영업 전 before open, 휴무일 closed).
🕒 Operating HoursdisplayHoursInfo🟢 High (~99%)(Detail mode) Next opening or closing time summary (e.g. 17:30 오픈, 22:00에 영업 종료).
🕒 Operating HoursbusinessHoursWeek🟢 High (~99%)(Detail mode) Structured per-day opening hours array ({ day, hours }).
🕒 Operating HoursbusinessHours🟡 Conditional(Detail mode) Additional free-text hours note (break time, last order, holiday closures).
🛎️ Amenities & Mediaamenities🟢 High (100%)9 boolean flags: parking, wifi, pet, delivery, package, smokingRoom, nursery, forDisabled, appointment.
🛎️ Amenities & Mediafacilities🟢 High (~82%)(Detail mode) Raw facility map from the detail panel.
🛎️ Amenities & Mediaimage / photoCount🟢 HighRepresentative thumbnail URL and total photo count on the listing.
⏱️ MetadatascrapedAt🟢 High (100%)ISO 8601 UTC timestamp when the record was scraped.

🔁 Pagination & scale (1,000+ places)

Kakao Map paginates search results 15 places per page up to a server-side ceiling of 45 pages (~675 places) for a single query string. This scraper handles both page-level and multi-region scale automatically:

  1. Full 45-page traversal per query: For every search term, the actor pages from page=1 through page=45 (stopping early only if a page returns fewer than 15 results or maxItems is reached).
  2. Automatic sub-district & multi-query expansion for 1,000+ runs: When you set maxItems above 300 (e.g. 1000, 2500, or 0 for unlimited), the actor automatically expands your selected areas into their constituent neighborhoods and subway station zones (for example, 강남 expands into 강남역, 역삼동, 신사동, 논현동, 청담동, 삼성동, 압구정, 대치동, 도곡동, 선릉역; 홍대 expands into 홍대입구, 연남동, 합정동, 상수동, 망원동, 서교동; 제주 expands into 제주시, 서귀포시, 애월, 함덕, 성산, 중문, 협재) and pairs them with your categories.
  3. Zero-duplicate guarantee: Every place across all pages, sub-districts, and categories is de-duplicated in memory by placeId before detail enrichment, so you never pay for or receive duplicate places.

⚙️ How to use

  1. Open Kakao Map Scraper in the Apify Console and click Try for free.
  2. Choose one or more Areas / neighborhoods (강남, 홍대, 성수동, 부산 서면, 제주…) and Business categories (맛집, 카페, 미용실, 병원…), or enter your own Korean terms in Custom search terms.
  3. Keep Include details enabled if you want opening hours, recent review text, all website/Instagram links, and KakaoTalk channel counts; uncheck it for ultra-fast contact & geo lists.
  4. Set Max results (maxItems) — e.g. 50 for a quick preview, or 1000+ for a comprehensive regional pull.
  5. Click Start ▶️ and download your dataset in JSON, CSV, Excel (XLSX), HTML, or XML.

💻 API quick start (Python & Node.js)

Python (apify-client)

from apify_client import ApifyClient
client = ApifyClient("YOUR_APIFY_TOKEN")
run_input = {
"areas": ["강남", "성수동"],
"categories": ["카페", "베이커리"],
"includeDetails": True,
"maxReviewsPerPlace": 5,
"maxItems": 500,
}
run = client.actor("haketa/kakao-map-scraper").call(run_input=run_input)
for place in client.dataset(run["defaultDatasetId"]).iterate_items():
print(f"{place['name']} ({place['category']}) | ⭐ {place['ratingAverage']} | 📞 {place['phone']} | {place['roadAddress']}")

Node.js / TypeScript (apify-client)

import { ApifyClient } from 'apify-client';
const client = new ApifyClient({ token: 'YOUR_APIFY_TOKEN' });
const run = await client.actor('haketa/kakao-map-scraper').call({
searchQueries: ['홍대 맛집', '연남동 카페', '이태원 술집'],
includeDetails: true,
maxItems: 1000,
});
const { items } = await client.dataset(run.defaultDatasetId).listItems();
console.log(`Extracted ${items.length} unique Kakao Map places`);

🔌 Workflow integrations

  • Google Sheets & Airtable: Sync newly discovered Korean cafes, clinics, or retail stores directly into a live spreadsheet after each scheduled run.
  • Make, Zapier & n8n: Trigger automated B2B outreach, CRM enrichment (HubSpot / Salesforce / Pipedrive), or Slack notifications whenever new places appear in a target district.
  • BigQuery, Snowflake & PostgreSQL: Stream structured WGS84 coordinates, ratings, and store counts into your geospatial or BI warehouse via Apify webhooks.
  • AI Agents & MCP: Expose live Korean POI search and review lookups to LLM agents via Apify's Model Context Protocol (MCP) server.

🗺️ Major Korean commercial districts covered

Area (areas value)City / RegionCommercial Profile
강남 (Gangnam)SeoulDense F&B, dermatology/plastic surgery clinics, flagship retail, corporate offices
홍대 (Hongdae)SeoulYouth culture, indie cafés, bars, hair/nail salons, fashion retail
이태원 (Itaewon)SeoulInternational dining, cocktail bars, specialty coffee, boutique retail
명동 (Myeongdong)SeoulTourism hub, hotels, cosmetics, exchange & shopping
성수동 (Seongsu-dong)SeoulSpecialty coffee roasters, bakery flagships, pop-up stores, creative studios
종로 (Jongno)SeoulHistoric dining, traditional tea houses, pharmacies, central business district
가로수길 (Garosu-gil)SeoulDesigner boutiques, brunch cafés, beauty & aesthetic clinics
여의도 (Yeouido)SeoulFinancial district dining, executive clinics, department store retail
잠실 (Jamsil)SeoulSongnidan-gil cafés, family dining, entertainment & sports complexes
부산 서면 (Seomyeon)BusanBusan's primary commercial, medical-beauty, and nightlife hub
부산 해운대 (Haeundae)BusanOceanfront hotels, seafood restaurants, resort cafés
대구 동성로 (Dongseong-ro)DaeguCentral shopping, salons, clinics, and F&B
인천 송도 (Songdo)IncheonInternational business district, family restaurants, academies (학원)
제주 (Jeju)Jeju IslandOceanview cafés, black-pork restaurants, pensions (펜션), resort hotels
판교 (Pangyo)SeongnamKorea's Silicon Valley — tech-campus dining, fitness studios, clinics
수원 (Suwon)GyeonggiHaenggung-dong café street, regional retail & medical hubs

💡 Tips & best practices

  • Combine Korean area + category: Queries in Korean (강남 카페, 제주 맛집, 역삼동 병원) match Kakao Map's native index directly.
  • Turn off includeDetails for rapid bulk contact lists: Phone number, road/jibun addresses, postal code, GPS coordinates, star rating, review count, primary homepage, and 9 amenity flags are all returned by the search layer alone — disabling includeDetails makes 1,000-place runs finish in seconds.
  • Use keywords for hyper-segmentation: Tags like 데이트코스 (date spot), 애견동반 (pet-friendly), 디저트맛집 (dessert spot), or 오션뷰 (ocean view) make it easy to filter venues for niche directories.
  • Keep default proxy settings: Datacenter proxies are fast and economical; the scraper automatically switches to South Korea residential proxies only if needed.

❓ FAQ

What should I enter as a search query? Pick any combination of Areas and Business categories from the dropdowns, or type Korean search phrases combining a location and category/keyword (such as 강남 카페, 역삼동 미용실, or 제주 맛집) into searchQueries.

How many places can I scrape in one run? As many as you need. While Kakao Map caps a single query string at 45 pages (~675 places), this scraper automatically expands across sub-neighborhoods (동 / station zones) and categories when maxItems is set to 1000+ (or 0 for unlimited), returning thousands of unique, de-duplicated places in a single run.

Do I need a Kakao API key or account login? No. This actor works out of the box with no Kakao developer key, no OAuth token, and no login.

Can I extract phone numbers, websites, and Instagram links? Yes. In our 500-place benchmark, phone was populated on ~91% of businesses and homepage / homepages (often Instagram, Naver Blog, or official web URLs) on ~61%, alongside kakaoTalkChannelFriends counts.

Do I get opening hours and customer reviews? Yes — when includeDetails: true (the default), every record is enriched with live open/closed status (businessHoursStatus), next open/close time (displayHoursInfo), a 7-day schedule (businessHoursWeek), and up to maxReviewsPerPlace recent customer reviews with star ratings and dates.

Why are some fields occasionally null? Fields like homepage, brand, businessHours (free-text note), or kakaoTalkChannelFriends are only populated when the business owner has published them on Kakao Map. Core identity, category, address, GPS, and rating fields have ~99–100% coverage.



🏷️ Keywords

Kakao Map scraper, scrape Kakao Map, 카카오맵 크롤러, 카카오맵 스크래퍼, Kakao Map data extractor, Kakao Map API alternative, South Korea business directory scraper, Korea local business leads, Korean restaurant cafe dataset, Korea POI data, B2B lead generation Korea, local SEO South Korea, 1,000+ results pagination, bulk export JSON CSV Excel API.


📋 Changelog

VersionDateHighlights
v1.22026-11Unlocked 1,000+ deep pagination via automatic sub-district (동 / station) and multi-category query expansion past Kakao's 45-page per-query ceiling; tuned prefill to 50 items for rapid execution.
v1.12026-11Verified 500 enriched places with 0 duplicates and 100% core field coverage; added areas and categories dropdowns plus automatic empty-run sample seeding.
v1.02026-05Initial release — Kakao Map keyword search pagination, panel3 detail enrichment (hours, reviews, homepages, KakaoTalk channel), and datacenter-to-KR-residential proxy escalation.

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