ParseForge Scrapers

Weather Underground Observations Scraper

parseforge/wunderground-observations-scraper

Other

Scrapes current weather observations from Weather Underground personal weather stations by station ID. Returns temperature, humidity, wind, pressure, and more as flat rows.

Run this scraper See the API call
Total users
2
Monthly active
1
Total runs
21
Bookmarked
0
Rating
Not rated yet
Last modified
12 days ago

Overview

ParseForge

Weather Underground Observations Scraper

Scrape Weather Underground personal weather station observations by station ID, with imperial or metric units. Get temperature, humidity, wind, pressure, and more for any PWS. Export to CSV, JSON, Excel, or XML.

Weather Underground's official API requires an API key and has rate limits. This Actor reads public personal weather station (PWS) observation pages directly, so you can pull current conditions for any station ID without registration. It returns each observation as a flat row with all available weather metrics.

Who uses it What they scrape Weather Underground for
Weather enthusiasts Monitor hyperlocal conditions from their own or nearby personal weather stations
Researchers Collect real-time weather data for climate studies or model validation
Smart home integrators Pull local weather data to trigger automations based on current conditions
App developers Get current weather observations for a specific location without API keys

What it does

This Actor collects current weather observations from Weather Underground personal weather stations by station ID, and returns each observation as a flat row with temperature, humidity, wind, pressure, and other metrics.

  • ๐ŸŒก๏ธ Current conditions: temperature, feels like, humidity, dew point, and more.
  • ๐Ÿ’จ Wind and pressure: wind speed, direction, gusts, and barometric pressure.
  • ๐ŸŒง๏ธ Precipitation: rain rate and daily accumulation where available.
  • ๐Ÿ“Š Flexible units: choose imperial (F, mph, inHg) or metric (C, km/h, hPa).
  • ๐Ÿ“ฆ Bulk export: get up to 1,000,000 observations per run for paid users.

Results export to CSV, JSON, Excel, or XML, or straight from the API.

What you can do with Weather Underground data

๐ŸŒฆ๏ธ Monitor hyperlocal weather.

A weather enthusiast tracks conditions from their backyard station and several nearby stations to understand microclimates.

๐Ÿ“ˆ Feed data to models.

A researcher collects current observations from multiple stations to validate a short-term forecast model.

๐Ÿ  Automate smart home.

A homeowner pulls temperature and wind data from a local station to control irrigation or window shades.

๐Ÿ“ฑ Power a weather app.

A developer uses station observations to display current conditions for user-selected locations without API overhead.

Why choose this scraper

What you get
No API key Scrape public station pages without registering for Weather Underground API access
Multiple stations Fetch observations from many station IDs in a single run
Unit flexibility Get data in imperial or metric units to match your needs
Flat output Each observation is a single row, ready for analysis or export

How it compares

This Actor focuses on current observations from personal weather stations on Weather Underground, while competitors may cover forecasts, historical data, or official NWS stations.

Feature ParseForge Weather Data Scraper NWS Weather Station Observations: Resolution-Grade Daily Highs Prediction Market Resolution Evidence Checker
Scrapes Weather Underground personal weather stations Yes Not listed Not listed Not listed
Current observations by station ID Yes Not listed Yes Yes
Historical data Not listed Yes Yes Not listed
Forecast data Not listed Yes Not listed Not listed
Imperial and metric units Yes Not listed Not listed Not listed
Bulk export up to 1,000,000 items Yes Not listed Not listed Not listed

Configure the run

Drive the Actor with a list of personal weather station IDs, choose your units, and set a maximum number of observations to return. The Input tab lists every parameter.

A first run with the defaults:

{
  "stationIds": [
    "KCASANFR1753"
  ],
  "units": "e",
  "maxItems": 10
}

A larger pull:

{
  "stationIds": [
    "KCASANFR1753"
  ],
  "units": "e",
  "maxItems": 200
}

Pricing

Pay-per-result: $0.004 per result collected. You pay only for the results written to your dataset.

Results collected Approximate cost
100 results $0.40
1,000 results $4.00
10,000 results $40.00

New Apify accounts start with $5 in free credit.

Free users

Free-plan runs return up to 10 results as a preview. Upgrade your Apify plan to collect up to 1,000,000 results per run.

Run it

  1. Create a free Apify account with $5 in credit.
  2. Open the Weather Underground Observations Scraper.
  3. Set your inputs and any filters, then click Start.
  4. Export the results as CSV, Excel, JSON, or XML from the Dataset tab.

Run it programmatically through the Apify API (run-sync-get-dataset-items) or the ApifyClient for JavaScript and Python.

Use with AI agents (MCP)

Give an AI agent live access to Weather Underground through the Model Context Protocol. Add the Actor to Claude, Cursor, or any MCP client:

claude mcp add --transport http apify "https://mcp.apify.com?tools=parseforge/wunderground-observations-scraper"

Then prompt it in plain language to run the scraper and read back the results.

Troubleshooting

Why am I getting no results?

Check that the station IDs are correct and active. Some stations may be offline or no longer reporting. Try a known ID like KCASANFR1753.

Why is the data incomplete?

Not all stations report all metrics. Weather Underground may not have every field for every station. Check the station's page to see what it reports.

Why am I limited to 10 items?

Free Apify users are limited to 10 items as a preview. Upgrade to a paid plan to increase maxItems up to 1,000,000.

Why did the run fail?

The website may be blocking requests or the station ID is invalid. Try again later or verify the ID. If the issue persists, contact support.

FAQ

Question Answer
What is a personal weather station ID? It's a unique identifier for a station on Weather Underground, like KCASANFR1753. You can find it in the URL of a station's page or by searching on the site.
Do I need an API key? No, this Actor scrapes the public station pages directly, so no API key or registration is required.
How many observations can I get? Free users are limited to 10 items as a preview. Paid users can set maxItems up to 1,000,000.
Can I get historical data? This Actor focuses on current observations. For historical data, consider a different scraper or the official API.
What units are available? You can choose imperial (F, mph, inHg) or metric (C, km/h, hPa) via the units input.
How do I find station IDs? Search for a location on Weather Underground, click on a personal weather station, and the ID is in the URL or page header.
Can I scrape multiple stations at once? Yes, provide a list of station IDs in the stationIds input field.
What output formats are supported? You can export the results to CSV, JSON, Excel, or XML from the Apify dataset.
Is this legal? Scraping public data is generally allowed, but you should review Weather Underground's terms of service and respect robots.txt.
How often can I run this? You can schedule runs as frequently as you need, but be mindful of the website's load and your Apify plan limits.

Related actors

Browse the full ParseForge collection for more scrapers.

๐Ÿ†˜ Need help? Email parseforge@protonmail.com with your run ID, your input, and what you expected.

โš ๏ธ Disclaimer. This Actor is unofficial and is not affiliated with, endorsed by, or sponsored by Weather Underground, Inc. It collects only publicly available data. You are responsible for using the collected data in compliance with the source's terms of service and applicable data-protection laws, including GDPR, CCPA, and PIPL. Do not use it to collect personal data unlawfully.

Input

FieldTypeWhat it doesDefault
stationIds array List of personal weather station IDs to fetch observations for. Example: KCASANFR1753. ["KCASANFR1753"]
units string (2 options) Measurement units for the weather data. e
maxItems integer Free users: Limited to 10 items (preview). Paid users: Optional, max 1,000,000 10

Pricing

from $3.62 per 1,000 results

Charged forWhat it isPrice each
result Single result in the default dataset. $0.00362 to $0.004

Tiered: the lower figure is the price on a higher Apify plan. Billing and the free credit live on Apify.

API

One POST returns the dataset directly. Same shape for every scraper in the library, so swapping the slug is the only change.

POST ยท run and get results
curl -X POST "https://api.apify.com/v2/acts/parseforge~wunderground-observations-scraper/run-sync-get-dataset-items?token=$APIFY_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "helloWorld": 123
  }'

Examples

Input that runs as-is.

input.json
{
  "helloWorld": 123
}

Reviews

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Issues

We build and maintain this scraper, so a problem with it comes to us. Report it on the Apify listing and the thread stays attached to the scraper where the next person can find it: open an issue.

Broken and urgent, or you would rather not post in public? Write to parseforge@protonmail.com and it reaches the people who wrote it.

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