OutsideDB  ·  Data Driven Insight

Backcountry Analytics

Guides and data explainers for skiers, snowmobilers, anglers, and foragers who want to make smarter decisions before they leave the trailhead.

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Does April Snowpack Predict Wildfire?
We paired April 1 SWE against wildfire acres across 265 HUC8 watersheds over 40 years. Snowpack is a real but weak signal — and 2006 shows exactly why high snowpack is not a green light.
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44 Years of SNOTEL Data: Has Western Snowpack Actually Changed?
An analysis of 411 SNOTEL stations across 12 western states from 1981–2025. The timing shift is the clearer signal — peak snowpack is arriving earlier across most of the West, and the effect is strongest in the Southwest.
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Predicting Soil Temperature for Mushroom Foraging Using Synoptic Weather Data
How we used Synoptic's multi-network weather API, elevation-adjusted IDW interpolation, and soil temperature thresholds to build a real-time mushroom foraging forecast layer for the western US.
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Peak Snowpack 2026: When Normal Peaks — And What This Year Actually Delivered
The 1991–2020 normal peaks late March through late April across the northern Rockies. In 2026, a record-warm winter forced basins to peak weeks early and well short of normal. We mapped where every station stood at its highest point this season.
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How Accurate Are NWS Point Forecasts for Snow? An Initial Look at the Data
We compared 26,994 NWS point forecast predictions against actual SNOTEL observations across 754 stations over 13 days. The system over-forecasts on average — but the pattern shifts depending on snow density.
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Animating Winter Storms from SNOTEL Data
Watch every storm of the 2025–26 winter season move across the western US in this interactive day-by-day animation built from SNOTEL daily snow depth readings using Python and Plotly.
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March 2026 Northwest Storm: 4 Feet in the Cascades, Spreading Deep Into the Rockies
SNOTEL data shows the March 11–14 Pacific storm dropped up to 49 inches at Washington Cascade stations and pushed 35–44 inches into northern Idaho and western Montana. We break down the totals, timing, and snow density by station.
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The Snowpack Divide: Feast in the Rockies, Famine on the Coast
Montana and Wyoming are running above 100% of normal while Oregon averages just 20% with five stations at zero. The western snowpack has never been more split.
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How to Read SNOTEL Data for Backcountry Trip Planning
SNOTEL stations record snow water equivalent, depth, temperature and precipitation every hour across 800+ sites in the western US. Here's how to interpret that data to make smarter go/no-go decisions before you skin up.
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SWE: The Snowpack Number That Actually Matters
SWE is the single most useful snowpack metric for backcountry skiers. Here's what it means, how it's measured, and why it matters more than depth.
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How to Get the Most Out of the OutsideDB Snow Dashboard
A full walkthrough of snow.outsidedb.com — the map, station table, accumulation slider, NWS point forecasts, home location, and British Columbia stations.