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World Bank Indicators Scraper - Countries & Time Series

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from $2.00 / 1,000 results

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World Bank Indicators Scraper - Countries & Time Series

World Bank Indicators Scraper - Countries & Time Series

Export official World Bank development indicators by country and year. Collect GDP, population, inflation, trade, poverty, health, education, and other time-series data. Built for research, diligence, and market intelligence.

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from $2.00 / 1,000 results

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Thirdwatch

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World Bank Indicators Scraper

Export World Bank indicators by country and year, including GDP, population, inflation, trade, health, education, and development data.

What you get

Collect comparable country-year observations from the World Bank's development indicator catalog. Combine multiple countries and indicators in one run, choose a historical range, and export values with names, units, update dates, and source links for analysis or monitoring.

Output fields

FieldDescription
country_codeISO alpha-3 or World Bank country code
country_nameCountry or aggregate name
world_bank_country_idWorld Bank country identifier
indicator_codeIndicator code
indicator_namePublished indicator name
yearObservation year
valuePublished observation value
unitUnit when supplied
observation_statusSource observation status when supplied
decimalPublished decimal precision
source_idWorld Bank source collection identifier
last_updatedDate the source series was last updated
source_urlWorld Bank indicator page for the country
sourceSource name

Example output

{
"country_code": "IND",
"country_name": "India",
"indicator_code": "NY.GDP.MKTP.CD",
"indicator_name": "GDP (current US$)",
"year": 2024,
"value": 3909892000000,
"unit": null,
"last_updated": "2026-06-30",
"source_url": "https://data.worldbank.org/indicator/NY.GDP.MKTP.CD?locations=IND"
}

Input parameters

ParameterRequiredDescription
countriesNoISO alpha-2, ISO alpha-3, or World Bank codes such as IND, USA, BRA, or WLD. Defaults to India and the United States.
indicatorsNoIndicator codes such as NY.GDP.MKTP.CD or SP.POP.TOTL. Defaults to current-price GDP.
yearFromNoEarliest year to include.
yearToNoLatest year to include.
includeEmptyValuesNoKeep country-years whose published value is null. Defaults to false.
maxResultsPerSeriesNoMaximum years per country and indicator combination. Defaults to 10.

Use cases

  • Market researchers: compare GDP, population, trade, or income across target countries.
  • Economists and journalists: build reproducible historical series with source links.
  • Strategy teams: enrich country-market models with official development indicators.
  • Developers: schedule indicator refreshes for dashboards, reports, and data warehouses.

Limitations

Countries report indicators on different schedules, and recent years may be missing or provisional. Units and methodologies differ across indicators. World Bank aggregates such as WLD are not countries. Store last_updated and confirm definitions on the linked indicator page before drawing consequential conclusions.

Compared to alternatives

Compared with parseforge/world-bank-scraper, this Actor accepts multiple indicator codes as well as multiple countries in one run and lets you choose an explicit historical range. Compared with crawlergang/world-bank-scraper, it focuses on a simple country-by-indicator export rather than requiring a mode switch, making saved monitoring Tasks easier to review. Review live Store inputs and pricing as competing Actors evolve.

FAQ

Where can I find indicator codes?

Search the World Bank Data catalog. Codes appear on indicator pages, such as SP.POP.TOTL for total population.

Can I compare several countries and indicators?

Yes. Every selected country is combined with every selected indicator, subject to maxResultsPerSeries.

Why are some years missing?

The source may not publish that indicator for the selected country and year. Enable includeEmptyValues if you need explicit null rows.

Explore more data products at thirdwatch.dev. Related Thirdwatch Actors: Trade Data Scraper, SEC EDGAR Scraper, and Google News Scraper.

Last verified: 2026-07