You can access the World Bank Indicators Scraper 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 = { "indicators": ["NY.GDP.MKTP.CD"] }
9
10# Run the Actor and wait for it to finish
11run = client.actor("vxc1104/worldbank-indicators-scraper").call(run_input=run_input)
12
13# Fetch and print Actor results from the run's dataset (if there are any)
14print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
15for item in client.dataset(run.default_dataset_id).iterate_items():
16    print(item)
17
18# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

World Bank Indicators Scraper API in Python

The Apify API client for Python is the official library that allows you to use World Bank Indicators Scraper API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

World Bank Indicators Scraper API in JavaScript

World Bank Indicators Scraper API through CLI

World Bank Indicators Scraper OpenAPI definition

World Bank Indicators Scraper API

World Bank Indicators Scraper

solidcode/world-bank-indicators-scraper

[💰 $1.6 / 1K] Extract World Bank Open Data statistics — GDP, population, inflation, health, education, climate and 29,000+ more indicators — for 200+ countries from 1960 to today. Search indicators by name or code, pick countries, regions or income groups, set any year range.

SolidCode

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.

Ben

World Bank Indicator Scraper

enfex/world-bank-indicator-scraper

Scrape bounded World Bank Indicators API observations for explicit countries, one indicator, and a date range.

Marcel K

World Bank Economic Indicators Scraper

chrisp1211/worldbank-scraper-max

World Bank Economic Indicators Scraper. No API key required. Pay only per result; empty or failed runs cost nothing.

Christian Pichichero

World Bank Indicators Scraper

velvety_bedbug/world-bank-indicators-scraper

Fetches economic indicator data from the World Bank API. Access GDP, population, trade, health, and hundreds of other development indicators for any country. Free, no API key required.

Peters Bugs

World Bank Indicators Scraper

gio21/worldbank-scraper

Scrape World Bank Open Data. 1,500+ indicators (GDP, population, inflation, literacy, life expectancy, CO2 emissions...) for 200+ countries, time series 1960+. Free, no API key. For economics research, dashboards, comparative analysis.

Gio

World Bank Indicators Scraper — GDP, Population & More

devilscrapes/world-bank-indicators-scraper

Fetch World Bank Open Data indicators (GDP, population, CO2, poverty and 20,000+ others) across any countries and years, flattened into one clean row per country, indicator and year.

DevilScrapes

World Bank Indicators Scraper — GDP, Inflation & More

hipersoft/worldbank-indicators-scraper

Fetch World Bank development indicators in bulk by country and year: GDP, population, inflation, unemployment, trade and thousands more. Pick any indicator codes and ISO country codes (or all countries), set a year range, and get one clean row per country, indicator and year as JSON, CSV or Excel.

hiper soft

World Bank Indicators Scraper | Any Code, All Countries

themineworks/worldbank-indicators

Scrape World Bank development indicators (GDP, inflation, unemployment, trade, population plus 1,400 more) for any country and year as clean JSON or CSV. No API key. Works in Claude, ChatGPT and any MCP agent for economic data analysis.

The Mine Works

World Bank Development Indicators Scraper

crawlerbros/world-bank-development-indicators

Scrape World Bank development indicators - GDP, population, literacy, child mortality, electricity access and 16,000+ more indicators for 200+ countries spanning 60+ years of data.

Crawler Bros

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.