Langma Advanced Pro 0 - Carbon/Airglow

bike-mailorder:9617654972680 · source URL · confidence 1 · GTIN 4712878855663, 4712878855670, 4712878855687, 4712878855694 +1

Eligibility

Cannot win: availability is out-of-stock; no size confirmed in stock

Size decisions

retailer label	alpha	comparable cm	match	mapping	in stock	variant price	evidence
XXS	XXS	—	unknown	unsupported	no	€5.999	—
XS	XS	—	unknown	unsupported	no	€5.999	—
S	S	—	unknown	unsupported	no	€5.999	—
M	M	—	unknown	unsupported	no	€5.999	—
L	L	—	unknown	unsupported	no	€5.999	—

retailer label

alpha

comparable cm

match

mapping

in stock

variant price

evidence

XXS

—

unknown

unsupported

€5.999

—

unknown

unsupported

€5.999

—

unknown

unsupported

€5.999

—

unknown

unsupported

€5.999

—

unknown

unsupported

€5.999

—

mapping	unsupported
reason	Liv publishes no defensible conventional equivalence for its letter sizes. Liv publishes rider-height ranges only, and Giant's conventional-size table cannot be borrowed for it even though Liv is Giant's own brand: Liv's letters sit close to a full size lower. Liv's Langma reads XXS 145-160, XS 152-166, S 158-172, M 164-178, L 170-184 cm, where Giant's TCR reads XS 157-169, S 165-175, M 171-181, ML 177-187, L 183-193. A Liv L is positioned where a Giant M/S is, so applying the Giant mapping would tell a 58 cm shopper that a Liv L fits when it is nearer a conventional 54.

mapping

unsupported

reason

Liv publishes no defensible conventional equivalence for its letter sizes. Liv publishes rider-height ranges only, and Giant's conventional-size table cannot be borrowed for it even though Liv is Giant's own brand: Liv's letters sit close to a full size lower. Liv's Langma reads XXS 145-160, XS 152-166, S 158-172, M 164-178, L 170-184 cm, where Giant's TCR reads XS 157-169, S 165-175, M 171-181, ML 177-187, L 183-193. A Liv L is positioned where a Giant M/S is, so applying the Giant mapping would tell a 58 cm shopper that a Liv L fits when it is nearer a conventional 54.

A shopper asking for: 54 → nothing compatible · 56 → nothing compatible · 58 → nothing compatible · 60 → nothing compatible

Identity

Canonical configuration: Liv | Langma Advanced Pro 0, thundercloud | Ultegra Di2
Confidence: high

brand exact (Liv)
model normalized to "langma advanced pro 0 thundercloud"
groupset family exact (Ultegra Di2)
model year 2026 on 1 of 6 listings, unstated on the rest
GTIN match (4711291220225, 4711291220232, 4711291220249, +2 more)
6 listings across 3 retailers

retailer	price	sizes in stock
Mount7	€4.509	XXS	debug
BIKER-BOARDER	€4.599	M // 48 cm	debug
Bike-Mailorder	€5.999	none	debug
Bike-Mailorder	€6.499	XXS, M	debug
Bike-Mailorder	€6.499	none	debug
Bike-Mailorder	€6.499	none	debug

retailer

price

sizes in stock

Mount7

€4.509

XXS

debug

BIKER-BOARDER

€4.599

M // 48 cm

debug

Bike-Mailorder

€5.999

none

debug

Bike-Mailorder

€6.499

XXS, M

debug

Bike-Mailorder

€6.499

none

debug

Bike-Mailorder

€6.499

none

debug

Provenance — why we believe each fact

field source evidence

brand retailer:bike-mailorder / parse Liv

model retailer:bike-mailorder / derived Langma Advanced Pro 0 - Carbon/Airglow

category retailer:bike-mailorder / derived retailer taxonomy

frameMaterial retailer:bike-mailorder / parse Carbon

frameTier retailer:bike-mailorder / dictionary Advanced Pro

groupsetFamily retailer:bike-mailorder / dictionary Shimano Ultegra Di2, 2-fach || Shimano Ultegra Di2, 12-fach || Shimano Ultegra Di2

electronicShifting retailer:bike-mailorder / derived Di2

speeds retailer:bike-mailorder / parse 12-fach

brakes retailer:bike-mailorder / parse HRD

suspension retailer:bike-mailorder / derived no suspension fork and no rear shock on a drop-bar listing

fork retailer:bike-mailorder / dictionary Liv Langma Advanced Pro Vollcarbon, OverDrive2, 12x100mm

dropperPost retailer:bike-mailorder / derived seatpost row "GIANT Variant Carbon" names no dropper, in a 21-field spec table

beltDrive retailer:bike-mailorder / parse Shimano Ultegra Di2

wheelMaterial retailer:bike-mailorder / dictionary GIANT SLR 1

wheelTier retailer:bike-mailorder / dictionary GIANT SLR 1

powerMeter retailer:bike-mailorder / parse Power Meter

powerMeterKind retailer:bike-mailorder / derived named but sidedness not stated

availability retailer:bike-mailorder / derived all variants sold out

productModelYear retailer:mount7 / derived (1) Liv Langma Advanced Pro 0 - 2026

field	source	evidence
brand	`retailer:bike-mailorder` / parse	Liv
model	`retailer:bike-mailorder` / derived	Langma Advanced Pro 0 - Carbon/Airglow
category	`retailer:bike-mailorder` / derived	retailer taxonomy
frameMaterial	`retailer:bike-mailorder` / parse	Carbon
frameTier	`retailer:bike-mailorder` / dictionary	Advanced Pro
groupsetFamily	`retailer:bike-mailorder` / dictionary	Shimano Ultegra Di2, 2-fach \|\| Shimano Ultegra Di2, 12-fach \|\| Shimano Ultegra Di2
electronicShifting	`retailer:bike-mailorder` / derived	Di2
speeds	`retailer:bike-mailorder` / parse	12-fach
brakes	`retailer:bike-mailorder` / parse	HRD
suspension	`retailer:bike-mailorder` / derived	no suspension fork and no rear shock on a drop-bar listing
fork	`retailer:bike-mailorder` / dictionary	Liv Langma Advanced Pro Vollcarbon, OverDrive2, 12x100mm
dropperPost	`retailer:bike-mailorder` / derived	seatpost row "GIANT Variant Carbon" names no dropper, in a 21-field spec table
beltDrive	`retailer:bike-mailorder` / parse	Shimano Ultegra Di2
wheelMaterial	`retailer:bike-mailorder` / dictionary	GIANT SLR 1
wheelTier	`retailer:bike-mailorder` / dictionary	GIANT SLR 1
powerMeter	`retailer:bike-mailorder` / parse	Power Meter
powerMeterKind	`retailer:bike-mailorder` / derived	named but sidedness not stated
availability	`retailer:bike-mailorder` / derived	all variants sold out
productModelYear	`retailer:mount7` / derived (1)	Liv Langma Advanced Pro 0 - 2026

Warnings

info model-year-from-product — This shop does not publish a model year. The 5 other listings of this product agree it is a 2026, read here from mount7's listing (Liv Langma Advanced Pro 0 - 2026).

Score breakdown

{
  "frameScore": 30,
  "drivetrainScore": 33,
  "wheelScore": 20,
  "extrasScore": 10,
  "suspensionScore": 0,
  "weightAdjustment": 0,
  "equipmentValue": 93,
  "notes": [
    "Frame tier \"upper-mid\" +4.",
    "Shimano Ultegra Di2 = 33.",
    "Wheels \"high-quality-carbon\" = 20.",
    "Power meter (unspecified) +6.",
    "Brakes \"hydraulic-disc\" +3.",
    "Tubeless-ready +1.",
    "Weight not published: no weight adjustment either way."
  ],
  "marketPrice": 7076,
  "valueScore": 1.18,
  "savingsVsMarket": 1077
}

AI normalization

Not used: deterministic parsing resolved every field it needed.

Normalized record

{
  "id": "bike-mailorder:9617654972680",
  "retailer": "bike-mailorder",
  "retailerProductId": "9617654972680",
  "productUrl": "https://www.bike-mailorder.com/products/liv-langma-advanced-pro-0-carbon-airglow",
  "brand": "Liv",
  "model": "Langma Advanced Pro 0",
  "modelYear": null,
  "category": "road",
  "categoryBasis": "route",
  "sourceCategory": "road",
  "price": 5999,
  "originalPrice": null,
  "currency": "EUR",
  "discountPercent": null,
  "frameMaterial": "carbon",
  "frameModel": null,
  "frameTier": "upper-mid",
  "groupsetBrand": "Shimano",
  "groupsetFamily": "Ultegra Di2",
  "groupsetGeneration": null,
  "electronicShifting": true,
  "speeds": 12,
  "mixedGroupset": false,
  "groupsetComponents": {
    "shifters": "Ultegra Di2",
    "rearDerailleur": "Ultegra Di2",
    "frontDerailleur": "Ultegra Di2",
    "crank": "Ultegra",
    "cassette": "Ultegra"
  },
  "groupsetTierSpread": 0,
  "crank": "Shimano Ultegra 52/36T Kettenblätter, GIANT PowerPro Power Meter",
  "cassette": "Shimano Ultegra, 11-34T",
  "brakes": "hydraulic-disc",
  "brakePistons": null,
  "brakeTier": "unknown",
  "suspension": "none",
  "fork": {
    "make": null,
    "line": null,
    "tier": "rigid",
    "travelMm": 0
  },
  "rearShock": null,
  "dropperPost": false,
  "beltDrive": false,
  "hubDynamo": null,
  "rack": null,
  "mudguards": null,
  "chaincase": null,
  "kickstand": null,
  "lighting": null,
  "wheelSize": null,
  "wheelset": "GIANT SLR 1 Disc Carbon, Tubeless Ready, 36 mm | GIANT SLR 1 Disc",
  "wheelMaterial": "carbon",
  "wheelTier": "high-quality-carbon",
  "tyres": null,
  "weightKg": null,
  "powerMeter": true,
  "powerMeterKind": "unspecified",
  "availableSizes": [
    {
      "rawSize": "XXS",
      "size": "XXS",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 5999,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "XS",
      "size": "XS",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 5999,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "S",
      "size": "S",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 5999,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "M",
      "size": "M",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 5999,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "L",
      "size": "L",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 5999,
      "preorder": false,
      "deliveryNote": null
    }
  ],
  "seller": null,
  "availability": "out-of-stock",
  "gtins": [
    "4712878855663",
    "4712878855670",
    "4712878855687",
    "4712878855694",
    "4712878855700"
  ],
  "imageUrl": "https://cdn.shopify.com/s/files/1/0901/7085/1592/files/MY23LangmaAdvancedPro0Disc-PC_ColorACarbonAirglow.jpg?v=1737003104",
  "rawTitle": "Langma Advanced Pro 0 - Carbon/Airglow",
  "fetchedAt": "2026-09-19T04:47:12.921Z",
  "normalizationConfidence": 1,
  "warnings": [
    {
      "code": "model-year-from-product",
      "message": "This shop does not publish a model year. The 5 other listings of this product agree it is a 2026, read here from mount7's listing (Liv Langma Advanced Pro 0 - 2026).",
      "severity": "info"
    }
  ],
  "productModelYear": 2026
}

Parsed specification table

{
  "Gabel": "Liv Langma Advanced Pro Vollcarbon, OverDrive2, 12x100mm",
  "Schaltwerk": "Shimano Ultegra Di2, 12-fach",
  "Umwerfer": "Shimano Ultegra Di2",
  "Schalthebel": "Shimano Ultegra Di2, 2-fach",
  "Kurbel": "Shimano Ultegra 52/36T Kettenblätter, GIANT PowerPro Power Meter",
  "Innenlager": "Shimano Pressfit",
  "Kette": "Shimano Ultegra",
  "Kassette": "Shimano Ultegra, 11-34T",
  "Bremsen": "Shimano Ultegra Di2 HRD, 160/140mm",
  "Bremshebel": "Shimano Ultegra Di2 HRD",
  "Reifen (vorne/hinten)": "CADEX Race, 700x25c, Tubeless Ready, 170 TPI Auslieferung schlauchlos",
  "Naben": "GIANT SLR 1 Disc",
  "Felgen": "GIANT SLR 1 Disc Carbon, Tubeless Ready, 36 mm",
  "Speichen": "GIANT SLR 1 Disc",
  "Vorbau": "GIANT Contact SL",
  "Lenker": "Liv Contact SLR Carbon",
  "Griffe": "Liv All Condition",
  "Sattel": "Liv Alacra SL",
  "Sattelstütze": "GIANT Variant Carbon",
  "Extras": "Computer Befestigung zur Vorbauintegration Tubeless Kit (Dichtmittel,Ventile, Reifenheber,Ventilkernwerkzeug, Bedienungsanleitung)",
  "Disziplin": "Bike, Bikes, Rennräder, Spedition"
}

Raw adapter output

{
  "retailer": "bike-mailorder",
  "retailerProductId": "9617654972680",
  "productUrl": "https://www.bike-mailorder.com/products/liv-langma-advanced-pro-0-carbon-airglow",
  "extractionMethod": "public-json-api",
  "sourceCategory": "road",
  "rawTitle": "Langma Advanced Pro 0 - Carbon/Airglow",
  "rawBrand": "Liv",
  "price": 5999,
  "originalPrice": null,
  "currency": "EUR",
  "imageUrl": "https://cdn.shopify.com/s/files/1/0901/7085/1592/files/MY23LangmaAdvancedPro0Disc-PC_ColorACarbonAirglow.jpg?v=1737003104",
  "rawSpecifications": {
    "Gabel": "Liv Langma Advanced Pro Vollcarbon, OverDrive2, 12x100mm",
    "Schaltwerk": "Shimano Ultegra Di2, 12-fach",
    "Umwerfer": "Shimano Ultegra Di2",
    "Schalthebel": "Shimano Ultegra Di2, 2-fach",
    "Kurbel": "Shimano Ultegra 52/36T Kettenblätter, GIANT PowerPro Power Meter",
    "Innenlager": "Shimano Pressfit",
    "Kette": "Shimano Ultegra",
    "Kassette": "Shimano Ultegra, 11-34T",
    "Bremsen": "Shimano Ultegra Di2 HRD, 160/140mm",
    "Bremshebel": "Shimano Ultegra Di2 HRD",
    "Reifen (vorne/hinten)": "CADEX Race, 700x25c, Tubeless Ready, 170 TPI Auslieferung schlauchlos",
    "Naben": "GIANT SLR 1 Disc",
    "Felgen": "GIANT SLR 1 Disc Carbon, Tubeless Ready, 36 mm",
    "Speichen": "GIANT SLR 1 Disc",
    "Vorbau": "GIANT Contact SL",
    "Lenker": "Liv Contact SLR Carbon",
    "Griffe": "Liv All Condition",
    "Sattel": "Liv Alacra SL",
    "Sattelstütze": "GIANT Variant Carbon",
    "Extras": "Computer Befestigung zur Vorbauintegration Tubeless Kit (Dichtmittel,Ventile, Reifenheber,Ventilkernwerkzeug, Bedienungsanleitung)",
    "Disziplin": "Bike, Bikes, Rennräder, Spedition"
  },
  "rawFeatures": [
    "Ausstattung: Rahmen: Advanced Carbon Rahmen, 12x142 mm Max. Reifenfreiheit: 32mm Gabel: Liv Langma Advanced Pro Vollcarbon, OverDrive2, 12x100mm Schaltwerk: Shimano Ultegra Di2, 12-fach Umwerfer: Shimano Ultegra Di2 Schalthebel: Shimano Ultegra Di2, 2-fach Kurbel: Shimano Ultegra 52/36T Kettenblätter, GIANT PowerPro Power Meter Innenlager: Shimano Pressfit Kette: Shimano Ultegra Kassette: Shimano Ultegra, 11-34T Bremsen: Shimano Ultegra Di2 HRD, 160/140mm Bremshebel : Shimano Ultegra Di2 HRD Reifen (vorne/hinten): CADEX Race, 700x25c, Tubeless Ready, 170 TPI Auslieferung schlauchlos Naben: GIANT SLR 1 Disc Felgen: GIANT SLR 1 Disc Carbon, Tubeless Ready, 36 mm Speichen: GIANT SLR 1 Disc Vorbau: GIANT Contact SL Lenker: Liv Contact SLR Carbon Griffe: Liv All Condition Sattel: Liv Alacra SL Sattelstütze: GIANT Variant Carbon Extras: Computer Befestigung zur Vorbauintegration Tubeless Kit (Dichtmittel,Ventile, Reifenheber,Ventilkernwerkzeug, Bedienungsanleitung)",
    "* In seltenen Fällen liefern unsere Hersteller Fahrräder mit geänderten, aber gleichwertigen Komponenten."
  ],
  "rawSizes": [
    {
      "rawSize": "XXS",
      "size": "XXS",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 5999,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "XS",
      "size": "XS",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 5999,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "S",
      "size": "S",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 5999,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "M",
      "size": "M",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 5999,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "L",
      "size": "L",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 5999,
      "preorder": false,
      "deliveryNote": null
    }
  ],
  "availabilityText": "all variants sold out",
  "fetchedAt": "2026-09-19T04:47:12.921Z",
  "sourceMeta": {
    "shopifyProductId": 9617654972680,
    "handle": "liv-langma-advanced-pro-0-carbon-airglow",
    "productType": "Bike",
    "tags": [
      "Bike",
      "Bikes",
      "Rennräder",
      "Spedition"
    ],
    "skus": [
      "4712878855663",
      "4712878855670",
      "4712878855687",
      "4712878855694",
      "4712878855700"
    ],
    "articleNumbers": [
      "L10110031.4",
      "L10110031.3",
      "L10110031.2",
      "L10110031.1",
      "L10110031"
    ],
    "stockSource": "feed-sold-out",
    "backorderNote": null,
    "untrackedVariants": 0,
    "variantsNotInStockArray": 0,
    "bWareVariantsRemoved": []
  }
}

Impressum · Privacy · Contact · About BikeFind