📈 WHO GHO Data Scraper

🚀 Export observed values for a chosen WHO GHO indicator code.

🕒 Last updated 2026-06-05 · 📊 9 fields per record · public data · ready in seconds

One row per data point with country, year, value, dimension and comments.

🎯 Target Audience	💡 Primary Use Cases
🔬 Researchers	Bulk export reference data for analysis
📊 Data analysts	Build clean datasets without writing client code
🧪 Bioinformaticians	Snapshot public API responses on a schedule
🏢 Health and life-science teams	Mirror public reference data into a warehouse
👩‍💻 Developers	Skip writing yet another REST client

📋 What this scraper does

• Calls the public source endpoint and parses the response.
• Normalises each record into a flat row with stable field names.
• Streams results straight into the dataset for instant export.
• Surfaces upstream errors as a single error record instead of crashing.

💡 Why it matters Public data is often locked behind awkward shapes, pagination tricks, and rate limits. This actor handles all of that and hands you a clean table.

🎬 Full Demo

🚧 Coming soon.

⚙️ Input

Field	Type	Required	Description
indicatorCode	string	No	GHO indicator code (e.g. WHOSIS_000001 for life expectancy).
maxItems	integer	No	Free users 10. Paid users up to 1,000,000. Prefill 10.

Example

{
  "indicatorCode": "WHOSIS_000001",
  "maxItems": 10
}

⚠️ Good to Know Free runs return up to 10 records. Upgrade for full datasets.

📊 Output

Each record is a flat object.

Field	Type	Description
🏷️ IndicatorCode	string	GHO indicator code.
🌍 SpatialDim	string	Spatial dimension (country or region code).
📅 TimeDim	number	Year.
🔢 NumericValue	number	Observed numeric value.
🏷️ Dim1	string	Optional secondary dimension.
💬 Comments	string	Comments.
🔗 url	string	GHO data URL.
🕒 scrapedAt	string	When this row was fetched.
❌ error	string	Set if upstream returned an error.

Sample record

{
  "IndicatorCode": "example",
  "SpatialDim": "example",
  "TimeDim": 1,
  "NumericValue": 1,
  "Dim1": "example",
  "Comments": "example",
  "url": "example",
  "scrapedAt": "2026-06-05T00:00:00.000Z",
  "error": null
}

✨ Why choose this Actor

| 🆓 | Works with the source's public endpoint. No login required. | | 🧹 | Clean snake_case field names. | | 🔢 | Numeric fields cast to numbers. | | 🛟 | Upstream errors surfaced as a clean error record. | | 💾 | One click export from the Apify dataset UI. |

📈 How it compares to alternatives

Approach	Setup time	Clean fields	Rate-limit handling
Roll your own client	30 min +	❌	❌
Public dashboards	Limited filters	partial	❌
This Actor	5 sec	✅	✅

🚀 How to use

1. Click Try for free.
2. Fill in the inputs or accept the prefilled defaults.
3. Click Start. Your dataset is ready in seconds.

💼 Business use cases

📊 Reporting. Schedule a daily run and pipe the results to your BI tool.

🤖 ML feature engineering. Use this dataset as a reference table joined to your training data.

🔍 Research. Snapshot the public source for reproducible analyses.

🏢 Internal mirrors. Mirror public data into your own warehouse on a schedule.

🔌 Automating WHO GHO Data Scraper

• Make and Zapier trigger a run on a schedule and push results to Airtable, Google Sheets, or Slack.
• Cron schedule native Apify scheduler.
• Webhooks receive a POST when a run finishes.
• Warehouse pipes push straight into BigQuery, Snowflake, or Postgres.

🌟 Beyond business use cases

🎓 Education. Teach a class without paying for licensed data.

🧪 Personal research. Build your own dashboards.

🤝 Non profit and open data. Power public dashboards.

🧰 Tinkering and prototyping. Spin up reference data in seconds.

🤖 Ask an AI assistant about this scraper

Paste this README into your AI assistant and ask it to map your workflow to the actor's inputs.

❓ Frequently Asked Questions

❓ Do I need an account? Yes, an Apify account. The source itself is public.

❓ Is there a rate limit? The source's public rate limits apply. The actor surfaces any errors as records.

❓ How fresh is the data? Every run hits the live source.

❓ Can I schedule runs? Yes, use Apify's scheduler.

❓ Can I filter? Yes, see the input fields above.

❓ What export formats are available? Every standard Apify dataset format.

❓ Will the schema change? Field names listed above are stable.

❓ Is this scraping or API? Public API.

❓ Can I run it once for free? Yes, a small preview run.

❓ Where do I get help? Open a ticket in the actor page.

🔌 Integrate with any app

Apify ships native integrations with Make, Zapier, Slack, Discord, Google Drive, Google Sheets, Gmail, Airbyte, Keboola, Telegram, GitHub, and any REST or webhook endpoint.

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Disclaimer This actor scrapes only publicly available data. ParseForge is not affiliated with, endorsed by, or sponsored by any of the third-party services referenced. Users are responsible for complying with the target site's terms of service and applicable law. Create a free account w/ $5 credit.