Pricing

from $4.00 / 1,000 qualified hotel (rules only)s

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Booking Hotel Finder & Scraper: AI best-value shortlist

Try for free

First 10 hotels free. Booking hotel finder: runs the Booking Scraper, drops sold-out and over-budget hotels free, ranks a hotel shortlist by value per night with AI brief match and hotel price drop alerts. Pay per result, per qualified hotel. Free demo on any plan; live search on your Apify account.

Pricing

from $4.00 / 1,000 qualified hotel (rules only)s

Rating

0.0

(0)

Developer

Rich Minds

Actor stats

Bookmarked

Total users

Monthly active users

5 days ago

Last modified

Categories

Travel

Automation

You can access the Booking Hotel Finder & Scraper: AI best-value shortlist programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in API & Integrations in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

1from apify_client import ApifyClient
2
3# Initialize the ApifyClient with your Apify API token
4# Replace '<YOUR_API_TOKEN>' with your token.
5client = ApifyClient("<YOUR_API_TOKEN>")
6
7# Prepare the Actor input
8run_input = {
9    "sourceMode": "list",
10    "maxDiscoveryChargeUsd": 0.5,
11    "travellerBrief": "Quiet hotel for a couple, walkable to the old town, with a pool and free cancellation",
12    "itemsList": [
13        {
14            "hotelId": "demo-1001",
15            "name": "Casa do Largo Boutique Hotel",
16            "url": "https://www.booking.com/hotel/pt/casa-do-largo-demo.html?checkin=2026-10-26&checkout=2026-10-28&group_adults=2",
17            "type": "Hotel",
18            "stars": 4,
19            "description": "Set in a restored 18th-century townhouse in Alfama, Casa do Largo Boutique Hotel offers a rooftop terrace with an outdoor swimming pool and views over the Tagus. The quiet side street is a 6-minute walk from Lisbon Cathedral.",
20            "price": 356,
21            "currency": "US$",
22            "rating": 9.1,
23            "ratingLabel": "Wonderful",
24            "reviews": 1284,
25            "checkIn": "From 15:00 to 23:00",
26            "checkOut": "Until 12:00",
27            "checkInDate": "2026-10-26",
28            "checkOutDate": "2026-10-28",
29            "location": {
30                "lat": "38.7112",
31                "lng": "-9.1312",
32            },
33            "address": {
34                "full": "Largo do Contador-Mor 7, Alfama, 1100-194 Lisbon, Portugal",
35                "city": "Lisbon",
36                "country": "Portugal",
37            },
38            "image": "https://cf.bstatic.com/xdata/images/hotel/max1024x768/demo-1001.jpg",
39            "rooms": [{
40                    "roomType": "Superior Double Room",
41                    "available": True,
42                    "roomsLeft": 2,
43                    "facilities": [
44                        "Air conditioning",
45                        "Free WiFi",
46                        "Soundproofing",
47                    ],
48                    "options": [{
49                            "price": 356,
50                            "persons": 2,
51                            "freeCancellation": True,
52                            "yourChoices": [
53                                "Breakfast included",
54                                "Free cancellation before 24 October 2026",
55                            ],
56                            "hasGeniusDiscount": True,
57                        }],
58                }],
59            "facilities": [
60                {
61                    "name": "Pool",
62                    "facilities": [{
63                            "name": "Outdoor swimming pool",
64                            "additionalInfo": { "requiresAdditionalCharge": False },
65                        }],
66                },
67                {
68                    "name": "Internet",
69                    "facilities": [{ "name": "Free WiFi" }],
70                },
71                {
72                    "name": "Parking",
73                    "facilities": [{
74                            "name": "Public parking is possible at a location nearby (reservation is not needed) and costs EUR 18 per day.",
75                            "additionalInfo": { "requiresAdditionalCharge": True },
76                        }],
77                },
78                {
79                    "name": "General",
80                    "facilities": [
81                        { "name": "Non-smoking rooms" },
82                        { "name": "Elevator" },
83                        { "name": "Soundproof rooms" },
84                    ],
85                },
86            ],
87            "categoryReviews": [
88                {
89                    "title": "Staff",
90                    "score": 9.6,
91                },
92                {
93                    "title": "Cleanliness",
94                    "score": 9.4,
95                },
96                {
97                    "title": "Location",
98                    "score": 9.3,
99                },
100                {
101                    "title": "Value for money",
102                    "score": 8.8,
103                },
104                {
105                    "title": "Free WiFi",
106                    "score": 8.1,
107                },
108            ],
109            "reviewSummary": {
110                "summary": "Guests love the rooftop pool, the calm street and the breakfast; a few mention the steep walk up from the tram.",
111                "pros": [
112                    {
113                        "description": "Rooftop pool with river views",
114                        "numberOfMentions": 212,
115                    },
116                    {
117                        "description": "Quiet, spotless rooms",
118                        "numberOfMentions": 180,
119                    },
120                    {
121                        "description": "Generous breakfast",
122                        "numberOfMentions": 151,
123                    },
124                ],
125                "cons": [{
126                        "description": "Steep uphill walk from the tram stop",
127                        "numberOfMentions": 64,
128                    }],
129            },
130            "finePrint": "A city tax of EUR 4 per person per night is charged at the property for guests aged 13 and older, up to 7 nights.",
131            "policies": [
132                {
133                    "title": "Children and beds",
134                    "content": "Children of any age are welcome.",
135                },
136                {
137                    "title": "Pets",
138                    "content": "Pets are not allowed.",
139                },
140            ],
141            "startUrlOrQuery": "Lisbon",
142            "timeOfScrapeISO": "2026-09-26T08:14:02.000Z",
143        },
144        {
145            "hotelId": "demo-1002",
146            "name": "Hotel Miradouro da Graça",
147            "url": "https://www.booking.com/hotel/pt/miradouro-da-graca-demo.html?checkin=2026-10-26&checkout=2026-10-28&group_adults=2",
148            "type": "Hotel",
149            "stars": 3,
150            "description": "Hotel Miradouro da Graça sits next to the Graça viewpoint and tram 28. Rooms are simple and bright; the lounge serves breakfast with a view of the castle.",
151            "price": 248,
152            "currency": "US$",
153            "rating": 8.6,
154            "ratingLabel": "Excellent",
155            "reviews": 2410,
156            "checkIn": "From 14:00",
157            "checkOut": "Until 11:00",
158            "checkInDate": "2026-10-26",
159            "checkOutDate": "2026-10-28",
160            "location": {
161                "lat": "38.7166",
162                "lng": "-9.1310",
163            },
164            "address": {
165                "full": "Rua da Graça 88, 1170-167 Lisbon, Portugal",
166                "city": "Lisbon",
167                "country": "Portugal",
168            },
169            "image": "https://cf.bstatic.com/xdata/images/hotel/max1024x768/demo-1002.jpg",
170            "rooms": [{
171                    "roomType": "Standard Double Room",
172                    "available": True,
173                    "roomsLeft": 5,
174                    "facilities": [
175                        "Air conditioning",
176                        "Free WiFi",
177                    ],
178                    "options": [
179                        {
180                            "price": 248,
181                            "persons": 2,
182                            "freeCancellation": False,
183                            "yourChoices": [
184                                "Breakfast US$14 (optional)",
185                                "Non-refundable",
186                            ],
187                        },
188                        {
189                            "price": 276,
190                            "persons": 2,
191                            "freeCancellation": True,
192                            "yourChoices": [
193                                "Breakfast included",
194                                "Free cancellation before 25 October 2026",
195                            ],
196                        },
197                    ],
198                }],
199            "facilities": [
200                {
201                    "name": "Internet",
202                    "facilities": [{ "name": "Free WiFi" }],
203                },
204                {
205                    "name": "Parking",
206                    "facilities": [{
207                            "name": "Private parking is possible on site (reservation is needed) and costs EUR 20 per day.",
208                            "additionalInfo": { "requiresAdditionalCharge": True },
209                        }],
210                },
211                {
212                    "name": "General",
213                    "facilities": [
214                        { "name": "Air conditioning" },
215                        { "name": "24-hour front desk" },
216                        { "name": "Elevator" },
217                    ],
218                },
219            ],
220            "categoryReviews": [
221                {
222                    "title": "Staff",
223                    "score": 9,
224                },
225                {
226                    "title": "Cleanliness",
227                    "score": 8.7,
228                },
229                {
230                    "title": "Location",
231                    "score": 8.9,
232                },
233                {
234                    "title": "Value for money",
235                    "score": 8.9,
236                },
237                {
238                    "title": "Comfort",
239                    "score": 8.2,
240                },
241            ],
242            "reviewSummary": {
243                "summary": "Great value near the tram with a castle view at breakfast; rooms are on the small side.",
244                "pros": [
245                    {
246                        "description": "Next to tram 28 and the viewpoint",
247                        "numberOfMentions": 301,
248                    },
249                    {
250                        "description": "Great value for Lisbon",
251                        "numberOfMentions": 188,
252                    },
253                ],
254                "cons": [
255                    {
256                        "description": "Small rooms",
257                        "numberOfMentions": 97,
258                    },
259                    {
260                        "description": "Street noise on weekends",
261                        "numberOfMentions": 41,
262                    },
263                ],
264            },
265            "finePrint": "A damage deposit of EUR 100 is required on arrival and refunded at check-out. Check-in after 22:00 carries a surcharge of EUR 20.",
266            "policies": [{
267                    "title": "Cancellation/ prepayment",
268                    "content": "Cancellation and prepayment policies vary according to accommodation type.",
269                }],
270            "startUrlOrQuery": "Lisbon",
271            "timeOfScrapeISO": "2026-09-26T08:14:05.000Z",
272            "sampleMemory": {
273                "price": 272,
274                "firstSeenAt": "2026-09-19T07:02:11+00:00",
275                "note": "sample memory — the free demo's price drop",
276            },
277        },
278        {
279            "hotelId": "demo-1003",
280            "name": "Baixa Garden Suites",
281            "url": "https://www.booking.com/hotel/pt/baixa-garden-suites-demo.html?checkin=2026-10-26&checkout=2026-10-28&group_adults=2",
282            "type": "Apartment",
283            "stars": 4,
284            "description": "Baixa Garden Suites offers apartments with a kitchenette and a shared rooftop pool, 300 metres from Rossio Square. Each suite has a washing machine.",
285            "price": 298,
286            "currency": "US$",
287            "rating": 8.9,
288            "ratingLabel": "Fabulous",
289            "reviews": 640,
290            "checkIn": "From 16:00 to 20:00",
291            "checkOut": "Until 11:00",
292            "checkInDate": "2026-10-26",
293            "checkOutDate": "2026-10-28",
294            "location": {
295                "lat": "38.7127",
296                "lng": "-9.1388",
297            },
298            "address": {
299                "full": "Rua dos Correeiros 112, Baixa, 1100-167 Lisbon, Portugal",
300                "city": "Lisbon",
301                "country": "Portugal",
302            },
303            "image": "https://cf.bstatic.com/xdata/images/hotel/max1024x768/demo-1003.jpg",
304            "rooms": [{
305                    "roomType": "One-Bedroom Apartment",
306                    "available": True,
307                    "roomsLeft": 1,
308                    "facilities": [
309                        "Kitchenette",
310                        "Washing machine",
311                        "Air conditioning",
312                    ],
313                    "options": [{
314                            "price": 298,
315                            "persons": 2,
316                            "freeCancellation": True,
317                            "yourChoices": [
318                                "Free cancellation before 23 October 2026",
319                                "No prepayment needed",
320                            ],
321                        }],
322                }],
323            "facilities": [
324                {
325                    "name": "Pool",
326                    "facilities": [
327                        { "name": "Rooftop pool" },
328                        { "name": "Outdoor swimming pool" },
329                    ],
330                },
331                {
332                    "name": "Kitchen",
333                    "facilities": [
334                        { "name": "Kitchenette" },
335                        { "name": "Washing machine" },
336                    ],
337                },
338                {
339                    "name": "Internet",
340                    "facilities": [{ "name": "Free WiFi" }],
341                },
342                {
343                    "name": "Parking",
344                    "facilities": [{
345                            "name": "Public parking is possible at a location nearby and costs EUR 25 per day.",
346                            "additionalInfo": { "requiresAdditionalCharge": True },
347                        }],
348                },
349            ],
350            "categoryReviews": [
351                {
352                    "title": "Staff",
353                    "score": 8.8,
354                },
355                {
356                    "title": "Cleanliness",
357                    "score": 9.1,
358                },
359                {
360                    "title": "Location",
361                    "score": 9.6,
362                },
363                {
364                    "title": "Value for money",
365                    "score": 8.6,
366                },
367            ],
368            "reviewSummary": {
369                "summary": "Central apartments with a pool; check-in closes at 20:00.",
370                "pros": [
371                    {
372                        "description": "Unbeatable central location",
373                        "numberOfMentions": 140,
374                    },
375                    {
376                        "description": "Kitchenette and washing machine",
377                        "numberOfMentions": 66,
378                    },
379                ],
380                "cons": [{
381                        "description": "Early check-in cut-off",
382                        "numberOfMentions": 38,
383                    }],
384            },
385            "finePrint": "Guests arriving after 20:00 must contact the property in advance; late check-in carries an extra charge of EUR 30. This property only accepts cash for the city tax.",
386            "policies": [{
387                    "title": "Parties",
388                    "content": "Parties/events are not allowed.",
389                }],
390            "startUrlOrQuery": "Lisbon",
391            "timeOfScrapeISO": "2026-09-26T08:14:07.000Z",
392        },
393        {
394            "hotelId": "demo-1004",
395            "name": "Avenida Liberdade Grand",
396            "url": "https://www.booking.com/hotel/pt/avenida-liberdade-grand-demo.html?checkin=2026-10-26&checkout=2026-10-28&group_adults=2",
397            "type": "Hotel",
398            "stars": 5,
399            "description": "A five-star hotel on Avenida da Liberdade with an indoor pool, spa and fitness centre. Valet parking is available.",
400            "price": 780,
401            "currency": "US$",
402            "rating": 9,
403            "ratingLabel": "Wonderful",
404            "reviews": 3120,
405            "checkIn": "From 15:00",
406            "checkOut": "Until 12:00",
407            "checkInDate": "2026-10-26",
408            "checkOutDate": "2026-10-28",
409            "location": {
410                "lat": "38.7201",
411                "lng": "-9.1460",
412            },
413            "address": {
414                "full": "Avenida da Liberdade 185, 1250-141 Lisbon, Portugal",
415                "city": "Lisbon",
416                "country": "Portugal",
417            },
418            "image": "https://cf.bstatic.com/xdata/images/hotel/max1024x768/demo-1004.jpg",
419            "rooms": [{
420                    "roomType": "Deluxe King Room",
421                    "available": True,
422                    "facilities": [
423                        "Air conditioning",
424                        "Free WiFi",
425                        "Bathtub",
426                    ],
427                    "options": [{
428                            "price": 780,
429                            "persons": 2,
430                            "freeCancellation": True,
431                            "yourChoices": [
432                                "Breakfast included",
433                                "Free cancellation before 24 October 2026",
434                            ],
435                        }],
436                }],
437            "facilities": [
438                {
439                    "name": "Pool",
440                    "facilities": [{ "name": "Indoor swimming pool" }],
441                },
442                {
443                    "name": "Wellness",
444                    "facilities": [
445                        {
446                            "name": "Spa",
447                            "additionalInfo": { "requiresAdditionalCharge": True },
448                        },
449                        { "name": "Fitness centre" },
450                    ],
451                },
452                {
453                    "name": "Parking",
454                    "facilities": [{
455                            "name": "Valet parking",
456                            "additionalInfo": { "requiresAdditionalCharge": True },
457                        }],
458                },
459                {
460                    "name": "Internet",
461                    "facilities": [{ "name": "Free WiFi" }],
462                },
463            ],
464            "categoryReviews": [
465                {
466                    "title": "Staff",
467                    "score": 9.4,
468                },
469                {
470                    "title": "Cleanliness",
471                    "score": 9.3,
472                },
473                {
474                    "title": "Location",
475                    "score": 9.1,
476                },
477                {
478                    "title": "Value for money",
479                    "score": 8,
480                },
481            ],
482            "reviewSummary": {
483                "summary": "Luxury on the avenue with an excellent spa; pricey for Lisbon.",
484                "pros": [
485                    {
486                        "description": "Excellent spa and indoor pool",
487                        "numberOfMentions": 260,
488                    },
489                    {
490                        "description": "Attentive staff",
491                        "numberOfMentions": 233,
492                    },
493                ],
494                "cons": [{
495                        "description": "Expensive extras",
496                        "numberOfMentions": 88,
497                    }],
498            },
499            "finePrint": "A resort fee of EUR 25 per room per night applies. A credit card pre-authorisation is taken at check-in.",
500            "policies": [{
501                    "title": "Pets",
502                    "content": "Pets are allowed on request. Charges may apply.",
503                }],
504            "startUrlOrQuery": "Lisbon",
505            "timeOfScrapeISO": "2026-09-26T08:14:09.000Z",
506        },
507        {
508            "hotelId": "demo-1005",
509            "name": "Rossio Budget Hostel",
510            "url": "https://www.booking.com/hotel/pt/rossio-budget-hostel-demo.html?checkin=2026-10-26&checkout=2026-10-28&group_adults=2",
511            "type": "Hostel",
512            "stars": 1,
513            "description": "Dorms and private rooms on Rossio Square.",
514            "price": 96,
515            "currency": "US$",
516            "rating": 7.6,
517            "ratingLabel": "Good",
518            "reviews": 512,
519            "checkInDate": "2026-10-26",
520            "checkOutDate": "2026-10-28",
521            "location": {
522                "lat": "38.7141",
523                "lng": "-9.1398",
524            },
525            "address": {
526                "full": "Praça Dom Pedro IV 40, 1100-200 Lisbon, Portugal",
527                "city": "Lisbon",
528                "country": "Portugal",
529            },
530            "rooms": [{
531                    "roomType": "Private Double Room",
532                    "available": True,
533                    "options": [{
534                            "price": 96,
535                            "persons": 2,
536                            "freeCancellation": False,
537                            "yourChoices": ["Non-refundable"],
538                        }],
539                }],
540            "startUrlOrQuery": "Lisbon",
541            "timeOfScrapeISO": "2026-09-26T08:14:11.000Z",
542        },
543        {
544            "hotelId": "demo-1006",
545            "name": "Tejo Riverside Lofts",
546            "url": "https://www.booking.com/hotel/pt/tejo-riverside-lofts-demo.html?checkin=2026-10-26&checkout=2026-10-28&group_adults=2",
547            "type": "Apartment",
548            "stars": 4,
549            "description": "Loft apartments on the riverfront in Cais do Sodré.",
550            "currency": "US$",
551            "rating": 9.3,
552            "ratingLabel": "Superb",
553            "reviews": 208,
554            "checkInDate": "2026-10-26",
555            "checkOutDate": "2026-10-28",
556            "location": {
557                "lat": "38.7060",
558                "lng": "-9.1440",
559            },
560            "address": {
561                "full": "Rua da Ribeira Nova 12, 1200-370 Lisbon, Portugal",
562                "city": "Lisbon",
563                "country": "Portugal",
564            },
565            "rooms": [{
566                    "roomType": "Loft",
567                    "available": False,
568                    "options": [],
569                }],
570            "startUrlOrQuery": "Lisbon",
571            "timeOfScrapeISO": "2026-09-26T08:14:13.000Z",
572        },
573    ],
574    "discoveryInput": {},
575}
576
577# Run the Actor and wait for it to finish
578run = client.actor("rich_minds/booking-hotel-finder-ai").call(run_input=run_input)
579
580# Fetch and print Actor results from the run's dataset (if there are any)
581print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
582for item in client.dataset(run.default_dataset_id).iterate_items():
583    print(item)
584
585# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

Booking Hotel Finder & Scraper: AI best-value shortlist API in Python

The Apify API client for Python is the official library that allows you to use Booking Hotel Finder & Scraper: AI best-value shortlist API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

Booking Hotel Finder & Scraper: AI best-value shortlist API in JavaScript

Booking Hotel Finder & Scraper: AI best-value shortlist API through CLI

Booking Hotel Finder & Scraper: AI best-value shortlist OpenAPI definition

Booking Hotel Finder & Scraper: AI best-value shortlist API

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Booking.com Hotels - Search, Prices & Reviews

s-r/booking-hotels

Search Booking.com or look up individual hotels. Search returns name, price in two currencies, review score, room type and location per property. Detail mode adds the review score broken down by category, full postal address and nearby landmarks.