Interactive UI demo for the Auto Parts Data Platform case study. ← Back to case study
AutoParts Hub / Catalog Console
Ingestion OK
MH

Catalog overview

DACH region · last sync 12s ago · click any row for detail

Canonical SKUs
8,612,408
+ 14,021 today
Search p95
620 ms
−85.2% vs legacy
Fitment coverage
91.4%
47% → 91%
Return rate (30d)
3.1%
−4.3 pp

Top OEMs by 24h search volume

OEMSearchesTop brandHit rate
098642412314,820Bosch99%
5W30-505.0011,402Castrol98%
04E115561H9,144Mahle96%
1K0905851B7,812Hella84%
314190566,402Mann99%

Supplier ingestion · last 24h

Bosch99.8%
Mahle99.5%
Continental97.4%
Textar99.7%
Febi Bilstein99.9%

5 canonical matches for OEM 0986424123

SKUBrandDescriptionFitmentStockConfidence
BSC-0986424123BoschBrake pad set, frontBMW 3 F30 2012–20191,2840.99
TEX-2515.50TextarBrake pad set (cross-ref)BMW 3 F30 2012–20196120.97
FER-FDB4382FerodoBrake pad set PremierBMW 3 F30 2012–20192080.84
ATE-13.0470-7237.2ATEBrake pad set (ceramic)BMW 3 F30 2012–2018960.78
GEN-BP-3F30-FRGeneric OEMFront brake padBMW 3 F30 (range)2,0410.62

Fitment tree

BMW · 8 series matched
3 Series F30 (2012–2019)
320i — N20B20 (2.0L turbo petrol)
Brake pad set front · BSC-0986424123in stock
Oil filter · MAH-OX825Din stock
Spark plug set · NGK-93176in stock
330i — N20B20 (high output)
same brake/filter family · 14 parts
320d — N47D20 (2.0L diesel)
different oil filter (MAH-OX388D) · 11 parts
335i — N55B30 (3.0L turbo petrol)
upgraded brake pad family · 16 parts
5 Series F10 (2010–2017)
click to expand · 6 engine variants
Audi · 12 series matched
click to expand
VW · 18 series matched
click to expand

Exception queue · ML-suggested actions

IDIssueSKUSuggested actionConf
EX-44012Duplicate collapseBSC-0986424123 ↔ ATE-13.0470-7237.2Split into 2 variants0.92
EX-44013Fitment conflictFER-FDB4382Trust supplier date (2013)0.81
EX-44014Missing cross-refBSC-0451103316Create OEM stub WV-XR-PEND0.74
EX-44015EncodingCON-A2143…Re-fetch as UTF-80.98

Partner API · GET /v2/parts/search

{
  "query": "0986424123",
  "page": 1,
  "results": [
    {
      "sku": "BSC-0986424123",
      "brand": "Bosch",
      "fitment": ["BMW-3-F30-2012..2019"],
      "stock": { "munich": 684, "hamburg": 412 },
      "confidence": 0.99
    }
  ],
  "tookMs": 87
}
9 reseller integrations · 1.4M req/day · p95 87ms

Top API consumers

autoteile-direkt.de620k req/d
pkw-parts.at340k req/d
KFZ-Pro workshops280k req/d
AutoParts iOS180k req/d
VIN (17 chars) ✓ decoded · K-Type 35562
WMI
WBA
VDS
8E9C50
Model year
2016 (G)
Plant
Munich (K)

Applicable repair jobs · click to add to quote

Brake service (front) recommended

3 parts + 2.5 h labor
AW 34 11 11 · AW 34 11 12

Oil & filter service

3 parts + 0.6 h labor
AW 11 42 00

Spark plug replacement

1 part (×4) + 0.8 h labor
AW 12 12 00 · interval 60,000 km

Cabin filter

1 part + 0.3 h labor
AW 64 31 95

Live quote · 2 jobs selected

Brake pads (BSC-0986424123)€ 78,40
Brake discs pair (BSC-0986479A60)€ 142,20
Clip kit (FEB-26890)€ 8,40
Engine oil 5W30 (Castrol 5L)€ 48,90
Oil filter (MAH-OX825D)€ 14,20
Drain plug seal€ 2,80
Parts subtotal€ 294,90
Labor · 3.1 h × € 142/h€ 440,20
+ 19% VAT€ 139,67
Total customer quote
€ 874,77
AW (Arbeitswerte) labor times from manufacturer catalog · rate per ATU / Bosch Service guideline 2024.