Case Study
Lasfit.com proves product matching on Crawlify's verified data.
Lasfit is a Shopify-based retailer of automotive LED lighting, competing against larger multi-category brands on fitment-equivalent products. Crawlify scanned Lasfit's full live catalog against two named competitors' full live catalogs — every match scored on a documented rubric, every price pulled live.
- 41Verified Competitor Matches
- 26Lasfit Products Matched
- 1,129Lasfit SKUs Scanned
- 95%Match Score Range
Lasfit
The Problem
Different brands often use different SKUs for the same physical automotive bulb fitment. Without fitment-based matching, Lasfit couldn't reliably identify competitor equivalents, pricing, or stock availability.
Comparing socket codes, application notes, and photos by hand works for a handful of hero products, not a 1,100+ SKU catalog.
Same title, different fitment; same fitment, different title — plain keyword search produces both false matches and missed matches.
Prices on matched items were checked ad hoc, not on a fixed cycle — decisions risked being made against outdated data.
The Solution
Crawlify.ai uses a documented, weighted matching system to identify true competitor equivalents, then continuously tracks their pricing and stock — within each source's published crawling permissions.
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Fitment-Aware Matching
Scores socket family, application, colour, pack size, and functional claims (e.g. CANbus) — only matches ≥90% are surfaced, everything else is logged with a reason.
Live Pricing Intelligence
Tracks competitor prices and discounts on every matched SKU, flags gaps in dollar and percentage terms against Lasfit's own listing.
Stock Intelligence
Detects in-stock / out-of-stock transitions on matched competitor SKUs to flag short-term merchandising windows.
“Scanning Lasfit's full live catalog against AUXITO and Alla Lighting surfaced 41 matches across 26 products, every one scored 90–95% on a documented 5-attribute rubric — nothing forced above threshold, nothing hidden below it.”
Institutional Backing - Xillentech
The engineering organization behind Crawlify.
Xillentech is an IP-led product engineering studio. We build, ship, and operate software products across enterprise, eCommerce, mobile, and AI, for our clients and for our own product portfolio.
After building enterprise software for 15+ years, we saw the same challenge everywhere: web data nobody could trust.
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