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World Bank Data Scraper

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World Bank Data Scraper

World Bank Data Scraper

Scrape global development indicators from the World Bank covering 200+ countries. Get GDP, population, poverty rates, education, health metrics, and trade data with region, income level, and capital city metadata. Filter by country and indicator.

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from $5.00 / 1,000 results

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ParseForge

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🌍 World Bank Economic Data Scraper

πŸš€ Collect global development indicators from the World Bank covering 200+ countries. Get GDP, population, inflation, unemployment, literacy, life expectancy, CO2 emissions, poverty, and investment data with full country metadata.

πŸ•’ Last updated: 2026-04-23

Whether you are an economist comparing GDP across countries, a development researcher tracking poverty indicators, or a business analyst studying global markets, this scraper delivers structured economic data from the World Bank for every country in the world. Pick from 10 popular indicators or enter any custom indicator code.

No coding, no data portal navigation. Select your indicator, pick a country or all countries, and get enriched economic data as JSON, CSV, or Excel in seconds.

🎯 TargetWorld Bank Open Data API
πŸ”Ž Best forEconomic research, market expansion analysis, ESG reporting, academic studies

πŸ“‹ What it does

  • Collects time-series values for any World Bank indicator across 200+ countries
  • Returns 10 popular indicators including GDP per capita, population, inflation, unemployment, literacy, life expectancy, CO2 emissions, poverty, and foreign direct investment
  • Enriches every record with country metadata: region, income level, capital city, latitude, and longitude
  • Supports custom indicator codes for specialized datasets and filtering by country

🎬 Demo

🚧 Coming soon


βš™οΈ Input

FieldTypeDescription
IndicatorselectChoose from 10 popular indicators (GDP per capita, population, inflation, etc.) or enter a custom code.
Max ItemsintegerFree users: limited to 10 items. Paid users: up to 1,000,000.
Custom Indicator CodestringWorld Bank indicator code (only used when "Custom Indicator" is selected).
CountryselectFilter by country code or choose "All Countries". 50 popular countries plus custom code option.
Custom Country CodestringISO2 country code when Country is set to "Custom" (e.g. GH for Ghana).

Example 1: GDP per capita for all countries

{
"indicator": "NY.GDP.PCAP.CD",
"country": "all",
"maxItems": 200
}

Example 2: Inflation data for a specific country

{
"indicator": "FP.CPI.TOTL.ZG",
"country": "US",
"maxItems": 50
}

⚠️ Good to Know: Free users are limited to 10 records per run. The scraper uses the official World Bank API. You can find additional indicator codes at the World Bank data catalog. Some indicators may not have data for all countries or all years.


πŸ“Š Output

🧾 Schema

Each record includes the indicator value enriched with country metadata: region, income level, capital city, and geographic coordinates.


✨ Why choose this scraper

FeatureDetails
200+ countriesData for every World Bank member nation
10 popular indicators built inGDP, population, inflation, unemployment, literacy, and more
Custom indicator supportEnter any World Bank indicator code for specialized datasets
Country metadata enrichmentRegion, income level, capital city, and coordinates in every record
50 country filtersQuick selection for major economies plus custom code option
Fast API-based collectionResults returned in seconds
Export as JSON, CSV, or ExcelDownload structured data in the format you need

✨ Why choose this Actor

Capability
🎯Built for the job. Scoped specifically to this data source so you skip the parser engineering entirely.
πŸ”–Structured output. Clean, typed fields ready for analysis, dashboards, or downstream pipelines.
⚑Fast. Optimized request patterns return results in seconds, not minutes.
πŸ”Always fresh. Every run pulls live data, so the dataset reflects the source as of run time.
🌐No infra to manage. Apify handles proxies, retries, scaling, scheduling, and storage.
πŸ›‘οΈReliable. Battle-tested across many runs and edge cases, with graceful error handling.
🚫No code required. Configure in the UI, run from CLI, schedule via cron, or call from any language with the Apify SDK.

πŸ“Š Production-grade structured data without the engineering overhead of building and maintaining your own scraper.


πŸ“ˆ How it compares

CapabilityThis scraperManual World Bank browsing
Batch collectionUp to 1M records in one runBrowse charts one at a time
All countries at once200+ countries in a single requestSelect one by one
Country metadataRegion, income, coordinates includedSeparate lookups
Custom indicatorsEnter any code directlyComplex navigation
Structured outputJSON, CSV, ExcelCharts and PDFs
Automated schedulingMonthly or yearly updatesManual visits
API integrationProgrammatic run and retrievalBrowser only

πŸš€ How to use

  1. Create a free Apify account (includes $5 credit)
  2. Search for World Bank Scraper in the Apify Store
  3. Select an indicator, pick a country or choose all countries
  4. Click Start and wait for results
  5. Download your data as JSON, CSV, or Excel

πŸ’Ό Business cases

Use caseHow it helps
Investment researchCompare GDP growth, inflation, and FDI flows across countries for emerging market analysis
Academic researchGather time-series data on development indicators for cross-country economic studies
ESG and sustainability reportingMonitor CO2 emissions, poverty rates, and health metrics for corporate responsibility reports
Market expansion planningAnalyze population, income levels, and economic growth to identify new opportunities


πŸ’Ό Business use cases

πŸ“Š Data & Analytics

  • Build trend reports and dashboards from live source data
  • Feed BI tools, warehouses, and ML pipelines with structured records
  • Run periodic snapshots to track changes over time
  • Compare segments, regions, or categories with consistent fields

🏒 Operations & Strategy

  • Monitor competitor moves, pricing, and inventory shifts
  • Build internal directories and lookup tools backed by current data
  • Power workflows that depend on fresh source records
  • Cut manual data-gathering time from hours to minutes

🎯 Marketing & Growth

  • Identify market opportunities and trending topics
  • Research target audiences and customer personas at scale
  • Power lead-generation pipelines with verified records
  • Track sentiment, reviews, or social signals over time

πŸ› οΈ Engineering & Product

  • Prototype features that need real-world data without owning a crawler
  • Replace fragile in-house scrapers with a managed Actor
  • Wire datasets into your apps via the Apify API or webhooks
  • Skip the proxy, retry, and parsing maintenance entirely

🌟 Beyond business use cases

Data like this powers more than commercial workflows. The same structured records support research, education, civic projects, and personal initiatives.

πŸŽ“ Research and academia

  • Empirical datasets for papers, thesis work, and coursework
  • Longitudinal studies tracking changes across snapshots
  • Reproducible research with cited, versioned data pulls
  • Classroom exercises on data analysis and ethical scraping

🎨 Personal and creative

  • Side projects, portfolio demos, and indie app launches
  • Data visualizations, dashboards, and infographics
  • Content research for bloggers, YouTubers, and podcasters
  • Hobbyist collections and personal trackers

🀝 Non-profit and civic

  • Transparency reporting and accountability projects
  • Advocacy campaigns backed by public-interest data
  • Community-run databases for local issues
  • Investigative journalism on public records

πŸ§ͺ Experimentation

  • Prototype AI and machine-learning pipelines with real data
  • Validate product-market hypotheses before engineering spend
  • Train small domain-specific models on niche corpora
  • Test dashboard concepts with live input

πŸ€– Ask an AI assistant about this scraper

Open a ready-to-send prompt about this ParseForge actor in the AI of your choice:

πŸ’° How much does it cost?

Apify gives you $5 in free monthly credits on the Apify Free plan, enough to test World Bank Economic Data Scraper and pull a real sample dataset. For ongoing usage:

  • Starter plan ($49/month) β€” Recommended for individuals running World Bank Economic Data Scraper regularly. Includes higher concurrency and larger datasets.
  • Scale plan ($499/month) β€” Recommended for teams running World Bank Economic Data Scraper at production scale.

Pay-Per-Event pricing means you only pay for what you actually use. Failed runs are never charged. See the Pricing tab on this Actor's page for exact event prices.

πŸ’‘ Tips for using World Bank Economic Data Scraper

  • Start with a small maxItems (3-10) to validate output format before running larger jobs.
  • Use Apify Schedules to run World Bank Economic Data Scraper on a recurring basis and keep your dataset fresh.
  • Export via Integrations: Apify connects to Google Sheets, Airbyte, Make, Zapier, and direct webhooks β€” pipe your data anywhere.
  • Monitor with webhooks: trigger downstream workflows the moment a run finishes.
  • Re-run failed items: if any individual records error out, re-run with their inputs only. Failed events are not charged.

Yes. World Bank Economic Data Scraper only collects publicly available data. Web scraping public data has been confirmed as legal by US courts (see hiQ Labs v. LinkedIn) and is widely used for research, market analysis, and business intelligence.

However, you are responsible for:

  • Respecting the source website's Terms of Service.
  • Complying with GDPR, CCPA, and other applicable data-protection laws when personal data is involved.
  • Not republishing copyrighted content without permission.

If you have specific compliance concerns, consult your legal team. See the Apify legal docs for more.

❓ Frequently Asked Questions

πŸ”Œ Automating runs

Schedule the World Bank Scraper to run monthly or quarterly to track indicator changes over time. Connect with Make or Zapier to trigger runs when new World Bank data is released. Pair with Google Sheets for automatic database updates or build data pipelines with Airbyte for research infrastructure.

πŸ”Œ Integrate with your tools

  • Make - Automate economic data collection
  • Zapier - Connect with 5,000+ apps
  • Slack - Deliver economic updates to your team
  • Google Sheets - Export to spreadsheets
  • Airbyte - Build data pipelines
  • Webhooks - Trigger workflows on run completion

πŸ”Œ Integrate with any app

World Bank Economic Data Scraper connects to any cloud service via Apify integrations:

  • Make - Automate multi-step workflows
  • Zapier - Connect with 5,000+ apps
  • Slack - Get run notifications in your channels
  • Airbyte - Pipe results into your warehouse
  • GitHub - Trigger runs from commits and releases
  • Google Drive - Export datasets straight to Sheets

You can also use webhooks to trigger downstream actions when a run finishes. Push fresh data into your product backend, or alert your team in Slack.


ActorWhat it does
FRED Economic Data ScraperCollect economic time series from the Federal Reserve
US Census Bureau ScraperGather US demographic and population data
USASpending ScraperExtract federal spending and award data
Yahoo Finance ScraperCollect stock and crypto price data
Data.gov ScraperGather US open government datasets

πŸ†˜ Need help?

Contact us through our support form to request a new scraper, report an issue, or propose a custom project.


Disclaimer: This Actor is an independent tool and is not affiliated with, endorsed by, or connected to the World Bank Group, the International Bank for Reconstruction and Development, or any international organization. It accesses only publicly available data through the official World Bank API.


πŸ’‘ Pro Tip: browse the complete ParseForge collection for more reference-data scrapers.