Observe · Regulate · Protect — since 2007. 19th OIMAP General Assembly: Singapore, 10–12 June 2026. Programme
Market

Databases

The Observatory's open databases: series, formats, API, dictionary of variables and licence.

Updated : October 28, 2026· 3 min read

Market figures, in open access

Bookplate:  Boylston Medical Library, George Girdler Smith (1806–39)
Bookplate: Boylston Medical Library, George Girdler Smith (1806–39)

The Observatory's open databases bring together fifteen years of series on the art market: index, volumes, number of lots, median prices, unsold rate, by segment and by region.

They are published under an open licence, in CSV format and through a programming interface, with a dictionary of variables and methodological notes. They are updated every quarter.

This page presents the content of the databases, the available formats and good reuse practices.

  • Open data
  • API
  • Series

Databases in figures

15 yearsOf history
11Main series
4Updates per year
46%Share of downloads

Source: OIMAP Observatory.

Breakdown

Global index31%
Volumes and lots27%
Median prices22%
Sales rankings20%

Most downloaded series.

What the databases contain

The databases contain eleven main series: global index, indices by segment and by region, transaction volumes, number of lots sold, median prices, unsold rates, annual rankings of the biggest sales, number of certificates issued, breakdown by type of operator, digital market volumes and regulation indicators.

Each series comes with a sheet: definition, source, period, frequency, unit, margin of error, date of last update. A revision log makes it possible to find the values as they were published on a given date.

Left side of a double-page album folio: Outside a Royal Encampment (recto) and Calligraphy, Persian Verses (verso), Bihzad (c. 1485)
Left side of a double-page album folio: Outside a Royal Encampment (recto) and Calligraphy, Persian Verses (verso), Bihzad (c. 1485)
Sweet Melancholy, Joseph-Marie Vien (1756)
Sweet Melancholy, Joseph-Marie Vien (1756)
A Manuscript of Five Sections of a Qur'an (18th century)
A Manuscript of Five Sections of a Qur'an (18th century)

Formats and access

The data are offered in CSV, XLSX and JSON format. A programming interface makes it possible to query the series by code, period and filter, with a limit of 100 requests per minute. A free key is issued on simple registration.

For heavier needs, a complete file is made available every quarter. The dictionary of variables describes each field and its possible values.

Data in the service of research

The open databases have enabled about a hundred academic works to see the light since 2019. They are also used by insurers to calibrate their premiums, by banks to assess guarantees, and by journalists to verify information.

The Observatory lists the works that use its data and presents them in an online bibliography. Users are invited to declare their publications there.

Main series

Available series
SeriesFrequencyStartFormat
Global indexMonthly2015CSV, JSON
Indices by segmentMonthly2015CSV, JSON
Indices by regionMonthly2018CSV, JSON
Volumes and lotsQuarterly2010CSV, XLSX
Sales rankingsAnnual2010CSV

Landmarks

  1. First series

    Global index.

  2. Open licence

    Release of the data.

  3. API

    Programmatic access.

  4. 11 series

    Quarterly updates.

Citing a series

File or API

A Lady Reading, Francis Seymour Haden (1833–1910)

File

CSV, XLSX
  • Simple
  • Ideal for a spreadsheet
  • Frozen file

For one-off use.

Bifolium from a Bible: Initial E[t factum est] with Ezekiel (c. 1290)

API

Programmatic interface
  • Automatic updates
  • Targeted queries
  • Requires a key

For regular use.

Letter Box, Ogata Kōrin (1700s)
Letter Box, Ogata Kōrin (1700s)
Miniature from a Manuscript of the Apocalypse: The War in Heaven (c. 1295)
Miniature from a Manuscript of the Apocalypse: The War in Heaven (c. 1295)
St. Anthony Reading, Albrecht Dürer (1519)
St. Anthony Reading, Albrecht Dürer (1519)

Using the databases

  1. Choose

    Select the series.

  2. Read

    Consult the sheet.

  3. Download

    Retrieve the file or the API key.

  4. Analyse

    Process the data.

  5. Cite

    State the source and the version.

Good practices

A developer

Leaf from a Missal: The Crucifixion (recto) and Text (verso) (c. 1330–40)
« The API is well documented and stable. I built the index into a dashboard in one afternoon. »
Tomás Rivera, developer

Vocabulary of data

API
Interface for accessing data programmatically.
Dictionary
Description of the fields of a database.
Series
Sequence of values over time.
Revision
Correction of a value already published.

Frequently asked questions

Do I need to register?

Only to obtain an API key.

Is the data free?

Yes, under an open licence.

Can they be used commercially?

Yes, with mention of the source.

How do I report an error?

Through the contact form.

Useful documents

Contacts

Eighteen Views of Rome: The Piazza Farnese (recto); Cartouche (verso), Lievin Cruyl (1664)
Eighteen Views of Rome: The Piazza Farnese (recto); Cartouche (verso), Lievin Cruyl (1664)
OIMAP ObservatoryParis — Headquarters+33 1 00 00 01 00observatoire@oimap.exampleMonday to Friday, 9 am – 5 pm

Back to publications

Seal of Doge Michele Steno (reverse) (1400–1409)

See all the Observatory's publications.

Studies and publications
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