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Listings for demand forecasting

13 listings tagged by providers for this use case

  1. Alpenglow Weather SystemsVerified provider🇨🇭

    Global weather API: hourly forecasts and historical observations

    Hourly forecasts to 15 days and history back to 1950 for any latitude and longitude via REST API: temperature, precipitation, wind, humidity, solar radiation and more.

    Weather data Free sample4.4(3)Demo listing
    Coverage
    Global
    History
    Since 1950
    Refresh
    Hourly
    Delivery
    REST API +3
    from $99.00 / month
    10% off via DataStoa
    Published 2026-09-16
    Listed 2 months ago
  2. Bazaarlens Commerce DataVerified provider🇮🇳

    Daily competitor price and promotion tracking: India and Southeast Asia

    Daily prices, discounts, coupons and stock status for tracked SKUs across Indian and Southeast Asian online stores, with pincode-level checks in 40 Indian cities.

    Pricing data Free sample4.2(3)Demo listing
    Coverage
    6 countries
    History
    Since 2020
    Refresh
    Daily
    Delivery
    REST API +4
    from $4.00 per 1,000 SKU-store price checks
    10% off via DataStoa
    Published 2026-10-06
    Listed 1 month ago
  3. Tillroll Spend InsightsVerified provider🇬🇧

    UK open-banking spend aggregates by category and region

    Weekly consumer spending for 140 categories and 12 UK regions from consented open-banking connections, with income-band splits, real-terms series and small cells suppressed.

    Bank transaction data Free sample4.1(2)Demo listing
    Coverage
    1 country
    History
    Since 2019
    Refresh
    Weekly
    Delivery
    Amazon S3 +3
    from £24,000 / year
    Published 2026-10-08
    Listed 1 month ago
  4. Vindmark Energy DataVerified provider🇸🇪

    Wind and solar generation output by asset and bidding zone

    Hourly actual and forecast output for 14,000 European wind farms and solar parks, mapped to owners, capacity and bidding zone, with curtailment and availability flags.

    Renewable energy data Free sample4.3(2)Demo listing
    Coverage
    18 countries
    History
    Since 2017
    Refresh
    Hourly
    Delivery
    REST API +3
    from €1,800 / month
    Published 2026-09-12
    Listed 2 months ago
  5. Listed 1 month ago
  6. Plazuela Mobility Analytics🇪🇸

    Aggregated foot traffic for retail places in Spain and Portugal

    Daily visit estimates, dwell times and visitor home-area mix for 410,000 shops, malls and restaurants in Spain and Portugal, aggregated and anonymized with k-anonymity thresholds.

    Foot traffic data Free sample3.8(1)Demo listing
    Coverage
    2 countries
    History
    Since 2021
    Refresh
    Daily
    Delivery
    Amazon S3 +3
    from €0.60 per place per month of daily history
    Published 2026-10-16
    Listed 26 days ago
  7. Listed 1 month ago
  8. Vindmark Energy DataVerified provider🇸🇪

    Nordic and European day-ahead and intraday power prices

    Hourly and 15-minute day-ahead and intraday power prices for 38 European bidding zones, with actual and forecast load, cross-border flows and full revision history.

    Power and electricity data Free sample4.3(2)Demo listing
    Coverage
    18 countries
    History
    Since 2015
    Refresh
    Hourly
    Delivery
    REST API +3
    from €1,200 / month
    5% off via DataStoa
    Published 2026-09-13
    Listed 2 months ago
  9. Ipê Audience Labs🇧🇷

    Brazil and Mexico consumer lifestyle and purchase-intent panel

    Quarterly survey results from 24,000 opt-in panelists in Brazil and Mexico on shopping, payments, media use, brand consideration and purchase intent, weighted and aggregated.

    Consumer behavior data Free sampleDemo listing
    Coverage
    2 countries
    History
    Since 2021
    Refresh
    Quarterly
    Delivery
    Dashboard / web app +2
    from $2,900 single wave, one country
    10% off via DataStoa
    Published 2026-09-29
    Listed 1 month ago
  10. Capstan Maritime DataVerified provider🇸🇬

    Port congestion and supply-chain disruption alerts

    Hourly waiting times, anchorage queues and berth occupancy for 900 ports, plus analyst-verified alerts for closures, strikes, canal restrictions and severe weather.

    Supply chain risk data Free sample4.3(3)Demo listing
    Coverage
    Global
    History
    Since 2019
    Refresh
    Hourly
    Delivery
    REST API +3
    from $990 / month
    10% off via DataStoa
    Published 2026-09-23
    Listed 2 months ago

About demand forecasting

Demand forecasting predicts how much customers will buy, where and when, so planners can set inventory, staffing and production. External data improves forecasts most when it explains drivers that your own history cannot.

Retail sales data shows market demand and share by product, store and region, beyond what your own sales reveal. Weather data provides forecasts and history for temperature, rain and other conditions that drive demand in categories from drinks to heating. Foot traffic data shows visits to stores and areas, which helps forecast footfall, staff rotas and local demand shifts.

A typical workflow

  1. Build a baseline from your own history.
  2. Add external drivers one at a time and measure the improvement.
  3. Use forecasts of those drivers, not actuals, when testing.
  4. Monitor forecast error and retrain as patterns change.

What to check before you buy

Ask about history length, granularity and latency, because a driver that arrives too late cannot help a forecast. For weather, check whether archived historical forecasts are available, since testing with observed weather overstates the gain. Confirm that location and product mappings line up with your hierarchy.

Last reviewed on 11 Nov 2026

Data for demand forecasting: questions

Need data for demand forecasting?

Describe the result you are after and the data you think you need. Providers reply with proposals and samples.