Langma Advanced Pro 1 - Fancy White

bike-mailorder:10649237324040 · source URL · confidence 1 · GTIN 4711291220461, 4711291220478, 4711291220485, 4711291220492 +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	€4.799	—
XS	XS	—	unknown	unsupported	no	€4.799	—
S	S	—	unknown	unsupported	no	€4.799	—
M	M	—	unknown	unsupported	no	€4.799	—
L	L	—	unknown	unsupported	no	€4.799	—

retailer label

alpha

comparable cm

match

mapping

in stock

variant price

evidence

XXS

—

unknown

unsupported

€4.799

—

unknown

unsupported

€4.799

—

unknown

unsupported

€4.799

—

unknown

unsupported

€4.799

—

unknown

unsupported

€4.799

—

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 1 | 105 Di2
Confidence: high

brand exact (Liv)
model normalized to "langma advanced pro 1"
groupset family exact (105 Di2)
model year 2026 on 2 of 4 listings, unstated on the rest
GTIN match (4711291220461, 4711291220478, 4711291220485, +2 more)
4 listings across 3 retailers

retailer	price	sizes in stock
Mount7	€3.439	L	debug
bikes.de	€3.999	XXS \| (28")	debug
Bike-Mailorder	€4.799	none	debug
Bike-Mailorder	€4.799	none	debug

retailer

price

sizes in stock

Mount7

€3.439

debug

bikes.de

€3.999

XXS | (28")

debug

Bike-Mailorder

€4.799

none

debug

Bike-Mailorder

€4.799

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 1 - Fancy White

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 105 Di2 ST-R7170 || Shimano 105 Di2 RD-R7150 12-fach || Shimano 105 Di2 FD-R7150

electronicShifting retailer:bike-mailorder / derived Di2

speeds retailer:bike-mailorder / parse 12-fach

brakes retailer:bike-mailorder / parse BR-R7170

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

fork retailer:bike-mailorder / dictionary Advanced SL Vollcarbon Gabel, OD Aero Gabelschaft, 12x100 mm

dropperPost retailer:bike-mailorder / derived seatpost row "Giant Variant Carbon" names no dropper, in a 22-field spec table

beltDrive retailer:bike-mailorder / parse KMC

wheelMaterial retailer:bike-mailorder / dictionary GIANT SLR 1

wheelTier retailer:bike-mailorder / dictionary GIANT SLR 1

powerMeter retailer:bike-mailorder / derived absent from a 22-field spec table

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

productModelYear retailer:bikes-de / derived (0.83) Jahr: 2026

field	source	evidence
brand	`retailer:bike-mailorder` / parse	Liv
model	`retailer:bike-mailorder` / derived	Langma Advanced Pro 1 - Fancy White
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 105 Di2 ST-R7170 \|\| Shimano 105 Di2 RD-R7150 12-fach \|\| Shimano 105 Di2 FD-R7150
electronicShifting	`retailer:bike-mailorder` / derived	Di2
speeds	`retailer:bike-mailorder` / parse	12-fach
brakes	`retailer:bike-mailorder` / parse	BR-R7170
suspension	`retailer:bike-mailorder` / derived	no suspension fork and no rear shock on a drop-bar listing
fork	`retailer:bike-mailorder` / dictionary	Advanced SL Vollcarbon Gabel, OD Aero Gabelschaft, 12x100 mm
dropperPost	`retailer:bike-mailorder` / derived	seatpost row "Giant Variant Carbon" names no dropper, in a 22-field spec table
beltDrive	`retailer:bike-mailorder` / parse	KMC
wheelMaterial	`retailer:bike-mailorder` / dictionary	GIANT SLR 1
wheelTier	`retailer:bike-mailorder` / dictionary	GIANT SLR 1
powerMeter	`retailer:bike-mailorder` / derived	absent from a 22-field spec table
availability	`retailer:bike-mailorder` / derived	all variants sold out
productModelYear	`retailer:bikes-de` / derived (0.83)	Jahr: 2026

Warnings

info model-year-from-product — This shop does not publish a model year. The 3 other listings of this product agree it is a 2026, read here from bikes-de's listing (Liv Langma Advanced Pro 1 Diamant fancy white).

Score breakdown

{
  "frameScore": 30,
  "drivetrainScore": 27,
  "wheelScore": 20,
  "extrasScore": 4,
  "suspensionScore": 0,
  "weightAdjustment": 0,
  "equipmentValue": 81,
  "notes": [
    "Frame tier \"upper-mid\" +4.",
    "Shimano 105 Di2 = 27.",
    "Wheels \"high-quality-carbon\" = 20.",
    "Brakes \"hydraulic-disc\" +3.",
    "Tubeless-ready +1.",
    "Weight not published: no weight adjustment either way."
  ],
  "marketPrice": 5000,
  "valueScore": 1.042,
  "savingsVsMarket": 201
}

AI normalization

Not used: deterministic parsing resolved every field it needed.

Normalized record

{
  "id": "bike-mailorder:10649237324040",
  "retailer": "bike-mailorder",
  "retailerProductId": "10649237324040",
  "productUrl": "https://www.bike-mailorder.com/products/langma-advanced-pro-1-fancy-white",
  "brand": "Liv",
  "model": "Langma Advanced Pro 1",
  "modelYear": null,
  "category": "road",
  "categoryBasis": "route",
  "sourceCategory": "road",
  "price": 4799,
  "originalPrice": null,
  "currency": "EUR",
  "discountPercent": null,
  "frameMaterial": "carbon",
  "frameModel": "Advanced Carbon Rahmen, 12x142 mm Max. Reifenfreiheit: 32mm",
  "frameTier": "upper-mid",
  "groupsetBrand": "Shimano",
  "groupsetFamily": "105 Di2",
  "groupsetGeneration": null,
  "electronicShifting": true,
  "speeds": 12,
  "mixedGroupset": false,
  "groupsetComponents": {
    "shifters": "105 Di2",
    "rearDerailleur": "105 Di2",
    "frontDerailleur": "105 Di2",
    "crank": "105",
    "cassette": "105"
  },
  "groupsetTierSpread": 0,
  "crank": "Shimano 105 FC-R7100 + Giant Power Pro 52/36",
  "cassette": "Shimano 105 CS-R7100 11-34",
  "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, 40mm | GIANT SLR 1 Disc",
  "wheelMaterial": "carbon",
  "wheelTier": "high-quality-carbon",
  "tyres": "GIANT Gavia Course 0, 700x28c, Tubeless Ready, 170 TPI Auslieferung schlauchlos",
  "weightKg": null,
  "powerMeter": false,
  "powerMeterKind": null,
  "availableSizes": [
    {
      "rawSize": "XXS",
      "size": "XXS",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4799,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "XS",
      "size": "XS",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4799,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "S",
      "size": "S",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4799,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "M",
      "size": "M",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4799,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "L",
      "size": "L",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4799,
      "preorder": false,
      "deliveryNote": null
    }
  ],
  "seller": null,
  "availability": "out-of-stock",
  "gtins": [
    "4711291220461",
    "4711291220478",
    "4711291220485",
    "4711291220492",
    "4711291220508"
  ],
  "imageUrl": "https://cdn.shopify.com/s/files/1/0901/7085/1592/files/xsz8oc3mwaxlbrxpvhgw.jpg?v=1765869304",
  "rawTitle": "Langma Advanced Pro 1 - Fancy White",
  "fetchedAt": "2026-09-19T04:43:10.438Z",
  "normalizationConfidence": 1,
  "warnings": [
    {
      "code": "model-year-from-product",
      "message": "This shop does not publish a model year. The 3 other listings of this product agree it is a 2026, read here from bikes-de's listing (Liv Langma Advanced Pro 1 Diamant fancy white).",
      "severity": "info"
    }
  ],
  "productModelYear": 2026
}

Parsed specification table

{
  "Rahmen": "Advanced Carbon Rahmen, 12x142 mm Max. Reifenfreiheit: 32mm",
  "Gabel": "Advanced SL Vollcarbon Gabel, OD Aero Gabelschaft, 12x100 mm",
  "Lenker": "Liv Contact SL",
  "Vorbau": "Giant Contact SL Aerolight",
  "Kurbel": "Shimano 105 FC-R7100 + Giant Power Pro 52/36",
  "Innenlager": "Shimano Pressfit",
  "Kassette": "Shimano 105 CS-R7100 11-34",
  "Kette": "KMC X-12",
  "Schalthebel": "Shimano 105 Di2 ST-R7170",
  "Umwerfer": "Shimano 105 Di2 FD-R7150",
  "Schaltwerk": "Shimano 105 Di2 RD-R7150 12-fach",
  "Bremsen": "Shimano 105 BR-R7170, 160/140mm",
  "Bremshebel": "Shimano 105 BR-R7170",
  "Felgen": "GIANT SLR 1 Disc Carbon, Tubeless Ready, 40mm",
  "Naben (v/h)": "GIANT SLR 1 Disc",
  "Speichen": "GIANT SLR 1 Disc",
  "Reifen": "GIANT Gavia Course 0, 700x28c, Tubeless Ready, 170 TPI Auslieferung schlauchlos",
  "Sattel": "Liv Alacra SL",
  "Sattelstütze": "Giant Variant Carbon",
  "Zubehör (teilw. verbaut)": "Computer Befestigung zur Vorbauintegration 2x Flaschenhalter Tubeless Kit (Dichtmittel, Ventile, Reifenheber, Ventilkernwerkzeug, Bedienungsanleitung)",
  "Max. Reifenbreite": "33 mm",
  "Disziplin": "Bike, Bikes, new, Rennräder, Spedition, Straßenrennräder"
}

Raw adapter output

{
  "retailer": "bike-mailorder",
  "retailerProductId": "10649237324040",
  "productUrl": "https://www.bike-mailorder.com/products/langma-advanced-pro-1-fancy-white",
  "extractionMethod": "public-json-api",
  "sourceCategory": "road",
  "rawTitle": "Langma Advanced Pro 1 - Fancy White",
  "rawBrand": "Liv",
  "price": 4799,
  "originalPrice": null,
  "currency": "EUR",
  "imageUrl": "https://cdn.shopify.com/s/files/1/0901/7085/1592/files/xsz8oc3mwaxlbrxpvhgw.jpg?v=1765869304",
  "rawSpecifications": {
    "Rahmen": "Advanced Carbon Rahmen, 12x142 mm Max. Reifenfreiheit: 32mm",
    "Gabel": "Advanced SL Vollcarbon Gabel, OD Aero Gabelschaft, 12x100 mm",
    "Lenker": "Liv Contact SL",
    "Vorbau": "Giant Contact SL Aerolight",
    "Kurbel": "Shimano 105 FC-R7100 + Giant Power Pro 52/36",
    "Innenlager": "Shimano Pressfit",
    "Kassette": "Shimano 105 CS-R7100 11-34",
    "Kette": "KMC X-12",
    "Schalthebel": "Shimano 105 Di2 ST-R7170",
    "Umwerfer": "Shimano 105 Di2 FD-R7150",
    "Schaltwerk": "Shimano 105 Di2 RD-R7150 12-fach",
    "Bremsen": "Shimano 105 BR-R7170, 160/140mm",
    "Bremshebel": "Shimano 105 BR-R7170",
    "Felgen": "GIANT SLR 1 Disc Carbon, Tubeless Ready, 40mm",
    "Naben (v/h)": "GIANT SLR 1 Disc",
    "Speichen": "GIANT SLR 1 Disc",
    "Reifen": "GIANT Gavia Course 0, 700x28c, Tubeless Ready, 170 TPI Auslieferung schlauchlos",
    "Sattel": "Liv Alacra SL",
    "Sattelstütze": "Giant Variant Carbon",
    "Zubehör (teilw. verbaut)": "Computer Befestigung zur Vorbauintegration 2x Flaschenhalter Tubeless Kit (Dichtmittel, Ventile, Reifenheber, Ventilkernwerkzeug, Bedienungsanleitung)",
    "Max. Reifenbreite": "33 mm",
    "Disziplin": "Bike, Bikes, new, Rennräder, Spedition, Straßenrennräder"
  },
  "rawFeatures": [
    "Das Langma Advanced Pro ist das offizielle Rad für die Rennradsaison und wurde entwickelt, um Berge und Ranglisten zu erklimmen. Der überarbeitete Rahmen und die Komponenten sind perfekt aufeinander abgestimmt und sorgen für mühelose Anstiege und furchtlose Abfahrten. Die stromlinienförmige Aerodynamik rundet dieses Allroundtalent ab und motiviert dich, den ganzen Tag lang deine Grenzen zu überschreiten.",
    "QOM-LEVEL EFFICIENCY Der überarbeitete Rahmen und die integrierten Teile sorgen für eine effiziente Kraftübertragung, damit du schnell beschleunigen und lange bergauf fahren kannst.",
    "LIMIT-PUSHING CONTROL Mit bis zu 33 mm Reifenfreiheit bist du für jede Straße gerüstet, egal ob frisch asphaltiert oder vom Wetter gezeichnet, ohne dass das Handling darunter leidet. Der ausgestellte Lenker sorgt für Kontrolle und Sicherheit bei explosiven Sprints und rasanten Abfahrten.",
    "GAP-WIDENING AERO Mit den abgeschnittenen Ellipsenrohrformen und dem neuen Design für die interne Kabelführung kannst du den Luftwiderstand verringern, schneller fahren und die Landschaft an dir vorbeiziehen sehen.",
    "Ausstattung: Modeljahr: 2026 Rahmen: Advanced Carbon Rahmen, 12x142 mm Max. Reifenfreiheit: 32mm Gabel: Advanced SL Vollcarbon Gabel, OD Aero Gabelschaft, 12x100 mm Lenker: Liv Contact SL Vorbau: Giant Contact SL Aerolight Kurbel: Shimano 105 FC-R7100 + Giant Power Pro 52/36 Innenlager: Shimano Pressfit Kassette: Shimano 105 CS-R7100 11-34 Kette: KMC X-12 Schalthebel: Shimano 105 Di2 ST-R7170 Umwerfer: Shimano 105 Di2 FD-R7150 Schaltwerk: Shimano 105 Di2 RD-R7150 12-fach Bremsen: Shimano 105 BR-R7170, 160/140mm Bremshebel: Shimano 105 BR-R7170 Felgen: GIANT SLR 1 Disc Carbon, Tubeless Ready, 40mm Naben (v/h): GIANT SLR 1 Disc Speichen: GIANT SLR 1 Disc Reifen: GIANT Gavia Course 0, 700x28c, Tubeless Ready, 170 TPI Auslieferung schlauchlos Sattel: Liv Alacra SL Sattelstütze: Giant Variant Carbon Zubehör (teilw. verbaut): Computer Befestigung zur Vorbauintegration 2x Flaschenhalter Tubeless Kit (Dichtmittel, Ventile, Reifenheber, Ventilkernwerkzeug, Bedienungsanleitung) Max. Reifenbreite: 33 mm",
    "* In seltenen Fällen liefern unsere Hersteller Fahrräder mit geänderten, aber gleichwertigen Komponenten."
  ],
  "rawSizes": [
    {
      "rawSize": "XXS",
      "size": "XXS",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4799,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "XS",
      "size": "XS",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4799,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "S",
      "size": "S",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4799,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "M",
      "size": "M",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4799,
      "preorder": false,
      "deliveryNote": null
    },
    {
      "rawSize": "L",
      "size": "L",
      "sizeCm": null,
      "inStock": false,
      "stockCount": null,
      "price": 4799,
      "preorder": false,
      "deliveryNote": null
    }
  ],
  "availabilityText": "all variants sold out",
  "fetchedAt": "2026-09-19T04:43:10.438Z",
  "sourceMeta": {
    "shopifyProductId": 10649237324040,
    "handle": "langma-advanced-pro-1-fancy-white",
    "productType": "Bike",
    "tags": [
      "Bike",
      "Bikes",
      "new",
      "Rennräder",
      "Spedition",
      "Straßenrennräder"
    ],
    "skus": [
      "4711291220461",
      "4711291220478",
      "4711291220485",
      "4711291220492",
      "4711291220508"
    ],
    "articleNumbers": [
      "LIV260026",
      "LIV260026.1",
      "LIV260026.2",
      "LIV260026.3",
      "LIV260026.4"
    ],
    "stockSource": "feed-sold-out",
    "backorderNote": null,
    "untrackedVariants": 0,
    "variantsNotInStockArray": 0,
    "bWareVariantsRemoved": []
  }
}

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