Datadory notebook
How Competitive Intel Teams Use Construction Equipment Data
1,744 datasets. Pick your catch. Every guide here is built on what the catalog can actually prove.
1,744 datasets. Pick your catch.
Which datasets clear the relevance bar for competitor work?
Fifteen datasets are tagged relevant to this pairing, and six clear the relevance-2 rating that marks genuine competitor value. They divide cleanly by job: the US Census International Trade data on Schedule B heading 8429 for cross-border share shifts, Ritchie Bros. auction results for disposal activity, and MachineryTrader, TruckPaper, CNCMA and AEM for pricing, unit sales and sentiment.
Datadory quality scores run from 6 to 8 across the six, with the Census trade series the only one rated above 7.
How do you catch rivals' equipment disposals and fleet moves?
Auction calendars are the cleanest public record of what rivals are selling off. Ritchie Bros. - now RB Global, the world's largest heavy equipment auctioneer - publishes upcoming sale events and item-level lots across its Ritchie Bros. and IronPlanet marketplaces, refreshed daily; IronPlanet alone showed 39,911 construction items at verification. Lots accumulating ahead of dated events show which fleets a competitor is rotating out, and realized lot prices give resale-value benchmarks by category.
Can official trade and production numbers flag share shifts first?
The Census International Trade series is the strongest competitor signal here and the only one delivered as an official API. Heading 8429 covers self-propelled bulldozers, graders, excavators, shovel loaders, tamping machines and road rollers, queryable monthly across roughly 240 partner countries against about 17,000 active 10-digit Schedule B export codes per year, with history from January 2010 under a free registered key. An import surge in a specific 8429 line is the earliest quantitative flag that a foreign OEM is attacking your segment.
Production panels corroborate. Statistics Canada table 16-10-0047-01 reports monthly NAICS 33312 sales, new orders and inventories from January 1992 to June 2026 - about 2,840 series and 1,085,752 datapoints - so an inventory build at Canadian-linked plants is visible in numbers before it appears in narrative. Eurostat PRODCOM DS-066341 covers NACE 28.92 annually since 1995 under commercial delivery terms 4.0, spanning roughly 4,000 products across some 30 reporting countries.
Association data fills the company-shaped gap. CNCMA publishes free monthly bulletins splitting roughly 10 machine classes domestic versus export, showing where Chinese OEMs are directing capacity. CECE's monthly business barometer surveys about 220 senior industry representatives, though its detail stops at Europe-wide aggregates.
Which regulatory feeds telegraph competitor engineering?
California goes furthest. CARB's EMFAC inventories, released from EMFAC2007 through EMFAC2025, break fleets down by vehicle category, model year, manufacturer and geography down to census block group, and the Advanced Clean Trucks rule sets zero-emission sales requirements. Manufacturer-by-model-year mixes in EMFAC tables show which OEMs are actually converting the California fleet.
NHTSA's vPIC API closes the loop from regulation to hardware. It decodes VINs across 12,340 makes with 154 variables per decode - GVWR class, engine, plant of manufacture - free and without a key, and ships monthly SQL snapshots around 335 MB uncompressed. Decoding a rival customer base's registered trucks turns compliance exposure into a count.
Pick up where this leaves off
Every one of these ships with sample rows before you commit to anything.
US Census International Trade Data - Schedule B 8429 Construction Machinery Exports
Ritchie Bros. Heavy Equipment Auction Results
MachineryTrader Construction Equipment Listings
TruckPaper Commercial Trucks & Trailers Listings
CNCMA - China Construction Machinery Association
AEM - Association of Equipment Manufacturers (industry data & statistics)
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Get a sampleQuestions worth asking
How do I monitor Chinese construction machinery competitors?
CNCMA publishes free monthly sales bulletins covering roughly 10 product classes, including excavators, loaders and cranes, each split domestic versus export alongside customs-based trade values. Bulletins are readable without registration and the archive reaches back at least to the 2010s. Pair them with CECE's monthly barometer of about 220 senior industry representatives for the EU signal.
Where can I see realized prices for competitor equipment disposals?
Ritchie Bros. and its IronPlanet marketplace publish upcoming auction calendars and item-level lots, refreshed daily; Datadory counted 39,911 construction items on IronPlanet at verification. Following lots through dated sale events reveals rival disposal activity and realized resale values. Content is proprietary and bot-protected, so plan for compliant collection.