World Bank Indicator Normalizer

Fetch and normalize the World Bank indicator catalog for World Development Indicators.

World Bank Indicators Scraper

scrapers_lat/world-bank-indicators-scraper

Scrape World Bank development indicators with country, indicator name, year, value and unit for every country. Choose the indicator code and year range. Export to JSON, CSV or Excel.

Fetch World Bank development indicators (GDP, population, inflation, and 1,400+ more) for any country and year range into clean JSON: country, indicator, year and value. Powered by the official World Bank API. No API key.

Fetch World Bank development indicators (GDP, population, inflation...) for any country and year range as clean data. Free, official World Bank Open Data.

World Bank Indicators Scraper

parseforge/worldbank-indicators-scraper

Scrapes World Bank development indicators by code, country, and year range. Returns each observation as a flat row with indicator, country, year, and value fields.

Fetch and normalize the World Bank indicator catalog for Africa Development Indicators.

Download structured country and time-series development indicators from the official World Bank API without an API key.

World Bank Data Scraper

parseforge/world-bank-scraper

Scrapes World Bank economic indicators by country codes and indicator code. Returns each observation as a flat row with country, indicator, year, and value.

Fetch and normalize the World Bank indicator catalog for Jobs.

World Bank Indicators Scraper - Global Development Data

benthepythondev/world-bank-indicators-scraper

Scrape World Bank indicator metadata: indicator IDs, names, sources, topics and descriptions for development data workflows.