Datasetpublic

editorwire11/marbella-price-data

Marbella price data Open datasets from Marbella Wire, an independent price tracker for Marbella, Spain. Every figure here is published on marbellawire.com first; this dataset is the machine-readable copy, regenerated from the same data files that render the pages. It mirrors the canonical GitHub repository shiftdylson1/marbella-price-data. Config What it is Rows Canonical page sunbed-index High-season price of two sunbeds plus minimum spend at Marbella beach venues… See the full description on the dataset page: https://huggingface.co/datasets/editorwire11/marbella-price-data.

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Marbella price data

Open datasets from Marbella Wire, an independent price tracker for Marbella, Spain. Every figure here is published on marbellawire.com first; this dataset is the machine-readable copy, regenerated from the same data files that render the pages. It mirrors the canonical GitHub repository shiftdylson1/marbella-price-data.

Config	What it is	Rows	Canonical page
`sunbed-index`	High-season price of two sunbeds plus minimum spend at Marbella beach venues, season 2026	8 priced + 4 unpublished	https://marbellawire.com/prices/sunbeds/
`chiringuitos`	Census of Marbella chiringuitos (beach restaurants) with menu-sourced prices, season 2026	43 venues	https://marbellawire.com/prices/chiringuitos/
`beach-clubs`	Beach club sunbed, bed and minimum-spend prices, season 2026	14 clubs	https://marbellawire.com/prices/beach-clubs/

All prices are euros; every CSV row carries its unit, source page and licence so a row quoted on its own stays traceable. Empty cell = not published by the venue, never zero and never a guess.

Loading

python

from datasets import load_dataset
beach_clubs = load_dataset("editorwire11/marbella-price-data", "beach-clubs", split="train")

python

import pandas as pd
df = pd.read_csv("hf://datasets/editorwire11/marbella-price-data/beach-clubs/beach-clubs.csv")

Each folder also holds the same data as JSON, a PROVENANCE.md, a COLUMNS.md data dictionary, and (for the censuses) a DATA.md with one anchored section per venue.

Columns

`sunbed-index/sunbed-index.csv`

column	type	meaning
`venue`	string	Venue name as published on the index
`area`	string	Area of Marbella
`status`	string	'priced' or 'unpublished' (listed but deliberately not priced; see note)
`price_eur`	number	Two sunbeds plus minimum spend, EUR, high season, weekday. EMPTY for unpublished rows, never zero
`price_unit`	string	Restates the unit for the row
`yoy_pct`	number	Year-on-year change of price_eur, percent
`note`	string	Pricing caveat, or the reason a row is unpublished
`season`	number	Season year
`measured_on`	date	When the price was read (unpublished rows: when checked)
`price_source_url`	url	The venue's own price source
`price_source_via`	string	Booking platform name when the source is the venue's booking system
`index_average_eur`	number	Index-wide average, repeated on every row so a row travels with its headline
`index_average_unit`	string	Unit of the average
`index_yoy_pct`	number	Index-wide year-on-year change, percent
`source_url`	url	Canonical index page
`attribution`	string	Requested credit line
`license`	url	CC BY 4.0

`chiringuitos/chiringuitos.csv`

column	type	meaning
`slug`	string	Stable id; also the venue page path segment
`name`	string	Venue name
`area`	string	Area of Marbella
`beach`	string	Beach the venue sits on, where recorded
`business_status`	string	'operating' at last verification
`opened_year`	number	Opening year, where recorded
`price_display`	string	Headline price as shown on the page, EUR
`price_basis`	string	What the price is read from (e.g. 'menu')
`price_kind`	string	What the price buys (e.g. 'espeto', 'mains')
`price_note`	string	Caveat on the price
`price_level`	string	Relative bracket, € to €€€€
`signature_dish`	string	Signature dish, where one is published
`signature_dish_eur`	number	Its menu price, EUR
`espeto_eur`	number	Espeto de sardinas menu price, EUR, where published
`official_site`	url	Venue's own website
`menu_url`	url	Venue's own published menu (menuispdf says if it is a PDF)
`menu_is_pdf`	boolean	Whether menu_url is a PDF
`address`	string	Street address
`phone`	string	Published business phone
`google_place_id`	string	Google Place ID, for joining
`google_maps_url`	url	Google Maps listing
`verified`	date	Last per-venue verification
`url`	url	The venue's page on marbellawire.com
`currency`	string	All prices are EUR
`source_page`	url	Canonical dataset page
`attribution`	string	Requested credit line
`license`	url	CC BY 4.0

`beach-clubs/beach-clubs.csv`

column	type	meaning
`slug`	string	Stable id; also the club page path segment
`name`	string	Club name
`area`	string	Area of Marbella
`season_year`	number	Season the prices belong to
`sunbed_price`	number	Cheapest sunbed/lounger, EUR, high season, per day
`bed_or_vip_price`	number	Top bed or VIP package, EUR, per day, where published
`minimum_spend`	string	Minimum-consumption terms, as published
`entry_policy`	string	How entry actually works
`price_level`	string	Relative bracket
`source_url`	url	The club's own rate card or booking page the prices were read from
`rates_url`	url	Published rates document (ratesispdf says if PDF)
`rates_is_pdf`	boolean	Whether rates_url is a PDF
`booking_url`	url	Club's booking system
`official_site`	url	Club's own website
`menu_url`	url	Published menu, where one exists
`menu_is_pdf`	boolean	Whether menu_url is a PDF
`opened_year`	number	Opening year, where recorded
`business_status`	string	'operating' at last verification
`address`	string	Street address
`phone`	string	Published business phone
`google_place_id`	string	Google Place ID, for joining
`google_maps_url`	url	Google Maps listing
`verified`	date	Last per-venue verification
`notes`	string	Sourcing note
`url`	url	The club's page on marbellawire.com
`currency`	string	All prices are EUR
`source_page`	url	Canonical dataset page
`attribution`	string	Requested credit line
`license`	url	CC BY 4.0

Provenance and method

Prices come from venues' own published menus, rate cards and booking systems, never from third-party aggregators; each row links its source. One number in the source is one number here: nothing is estimated or interpolated. A venue that publishes no rate anywhere of its own is listed as unpublished, never estimated.

—Sunbed Index — 8 priced venues + 4 listed as unpublished, season 2026. Last data update 2026-08-11; last per-venue verification 2026-08-11. Prices read from each venue's own website, published rate card, or the booking platform the venue itself sells through (labelled in price_source_via). The files are byte-for-byte copies of the live endpoints https://marbellawire.com/data/sunbed-index.csv and https://marbellawire.com/data/sunbed-index.json, fetched at export time.
—Chiringuito census — 43 published venues (of a 100-venue census) + 5 recorded closures, season 2026. Last data update 2026-07-25; last per-venue verification 2026-08-17. Google listing checked per venue; kept only operating venues with their own website publishing a menu. All euro figures are read from each venue's own published menu (menu_url on every row).
—Beach club census — 14 clubs, season 2026. Last data update 2026-07-24; last per-venue verification 2026-08-17. Prices read from each club's own published rate card or booking system (source_url on every row); sunbed_price and bed_or_vip_price are euros, high season, per day.

Exported from the same data files that render the canonical pages; the export script copies figures only. Editorial text, photographs and Google Places content (ratings, review counts, coordinates) are deliberately not included: the CC BY 4.0 grant covers Marbella Wire's figures, not the site's prose, not venue photos, and not Google's data. Full per-dataset detail is in each folder's PROVENANCE.md.

Updates

Regenerated manually, roughly once a season, from the Marbella Wire data pipeline. The live pages update first; if a figure here disagrees with marbellawire.com, the site is current and this mirror is awaiting its seasonal refresh. Corrections: open an issue on the GitHub repository with a source URL from the venue itself.

License and attribution

CC BY 4.0. Free to use, share and adapt with credit to Marbella Wire and a link to the dataset's canonical page:

—Sunbed Index: https://marbellawire.com/prices/sunbeds/
—Chiringuitos: https://marbellawire.com/prices/chiringuitos/
—Beach clubs: https://marbellawire.com/prices/beach-clubs/

The grant covers the figures in this dataset only; the site's editorial text and its credited photographs are not included here and are not CC-licensed.

Citation

In prose: "Marbella Wire, https://marbellawire.com/prices/sunbeds/". Or:

bibtex

@misc{marbellawire2026prices,
  author = {{Marbella Wire}},
  title  = {Marbella price data},
  year   = {2026},
  url    = {https://marbellawire.com/prices/sunbeds/},
  doi    = {10.5281/zenodo.22094846},
  note   = {CC BY 4.0. Mirror of https://github.com/shiftdylson1/marbella-price-data}
}