nichelib
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Dashcams data library

45 products across 7 brands, built from public storefront catalogs. Free pages show aggregates and samples; the licensed dataset carries the full rows with per-value provenance.

45products
7brands
$200median price
100.0%rows with spec data
100.0%values with provenance

Get the Dashcams dataset

CSV + XLSX + JSON with 45 normalized rows, per-value provenance, data dictionary and change log.

$249 starter · $599 full license · View license, pricing & free sample →

What the data shows

Across 45 products from 7 brands, the median listing price is $200 and the observed range is $5–$550. The largest brand collections are Viofo (20 products), Thinkware (8 products), VIOFO (5 products), Wolfbox (4 products). The most completely published numeric fields are resolution mp (51.1%), runtime min (31.1%), battery voltage (22.2%), motor watts nominal (22.2%), so those are the cuts a buyer can filter on today; fields with lower coverage are listed in the data dictionary and are the target of the next collection pass. This build is quality tier lite and every populated value carries a source URL, quote and fetch time in the licensed bundle.

How to use this library

Filter the licensed CSV/XLSX by brand, category or spec thresholds; every row keeps its source_url and qa_flags columns so an analyst can verify or exclude a value before using it. The free pages below show aggregates and samples only; the paid bundle adds the full row set, the provenance file and the data dictionary.

Brands in the library

BrandProductsMedian price
Viofo20$330
Thinkware8$20
VIOFO5$16
Wolfbox4$353
70mai3$9
Vantrue3$85
Cobra2$16

Field coverage

FieldRows with value
resolution_mp51.1%
runtime_min31.1%
battery_voltage22.2%
motor_watts_nominal22.2%

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