# 🚗 mobile.de \[$1/1K💰] Fast Scraper · Finance · Dealer GPS (`blackfalcondata/mobile-de-scraper`) Actor

Scrape mobile.de — Germany's largest car marketplace (1.4M+ listings) at $1 / 1,000 results. Full specs, market price rating, dealer phone & GPS, financing offers; filter by make/model or zip radius; track new, price-changed & delisted cars across runs. JSON/CSV export.

- **URL**: https://apify.com/blackfalcondata/mobile-de-scraper.md
- **Developed by:** [Black Falcon Data](https://apify.com/blackfalcondata) (community)
- **Categories:** E-commerce, Lead generation, Automation
- **Stats:** 39 total users, 17 monthly users, 99.7% runs succeeded, 2 bookmarks
- **User rating**: 5.00 out of 5 stars

## Pricing

from $1.00 / 1,000 results

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event

## What's an Apify Actor?

Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md):

```bash
npm install apify-client
```

In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md):

```bash
pip install apify-client
```

In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):

````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash

In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md).

If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).


# README

### What does mobile.de Scraper do?

mobile.de Scraper extracts structured car listings from [mobile.de](https://mobile.de) — Germany's largest car marketplace with 1.4M+ active listings — fast, and at one of the lowest prices on the Store ($1 / 1,000 results). Every result carries the full spec sheet: make, model, year, mileage, fuel type, transmission and power. Prices arrive structured in EUR with automatic USD and GBP conversion, plus a market price rating and fair-value price bands. Dealer contact ships inline too — phone number, street address and GPS coordinates where published.

Filter by exact make and model, price, year, mileage or zip-code radius. Incremental mode tracks new, price-changed and delisted cars across runs. Alerts go to Slack, Telegram, Discord, WhatsApp or any webhook. Turn detail enrichment off for fast mode, or on for the richest output — full description, equipment list, financing offers, video flag, EV battery capacity and 100+ fields per listing.

### How to use this actor

- 👉 **Register for a free Apify account** — no credit card required.
- 🎉 Just click **[Sign up free on Apify →](https://console.apify.com/sign-up?fpr=1h3gvi&fp_sid=ctarich)** and complete a quick signup.
- 💰 A free Apify account includes $5 in monthly credits — enough to test this actor.
- ⏳ Scrape during the free trial, with no commitment or upfront payment required.

### Key features

<!-- KEY_FEATURES:START -->
- **⚡ Fast extraction at $1 / 1,000 results** — one of the lowest prices on the Store ($1 / 1,000 results) with top-tier speed. Need raw throughput? Turn **Include Full Details** off for ⚡ fast mode — core fields (price, specs, price rating, dealer phone & GPS, images, segment) straight from the search results. Leave it on for the richest output. You trade speed against depth, not money.
- **🚗 Vehicle data depth** — 100+ structured fields per car: full specs, equipment list, EV battery capacity, KBA codes, accident history, vehicle `segment`, financing offers (`financing`), video flag (`hasVideo` / `videoId`), market price rating with price bands, and English-normalized enums alongside the raw German labels — the richest mobile.de output on the Store.
- **📧 Email + phone extraction** — dealer phone, street address and GPS coordinates (`sellerLatitude` / `sellerLongitude`) on standard results where published — no enrichment toggle. Detail enrichment adds website, WhatsApp, languages and reviews.
- **💵 Structured pricing** — structured `price` + `priceCurrency`, net price, VAT flag, automatic USD/GBP conversion, plus the market `priceRating` with fair-value `priceRatingThresholds` bands. Incremental re-runs add `priceChange` (`UP` / `DOWN`) and `priceChangeAmount` — price drops become queryable.
- **♻️ Incremental mode** — daily runs emit only listings that are new or whose price/condition changed since last run. Perfect for inventory-diff dashboards and competitive pricing alerts. Saves 80–95% on recurring monitoring.
- **🔔 Notifications** — telegram / Slack / Discord / WhatsApp / webhook alerts on each run. Combine with incremental to ping only when prices or inventory actually move.
- **📋 Detail enrichment** — two-stage scraping — list first, then enrich each listing with the full detail-page payload. One input toggle controls the depth.
- **🎯 Batch searches** — run multiple search variants in one job — shared dedup, single dataset for compare/diff downstream.
- **📦 Compact mode** — light payload with core fields only — comparable rows across listings without HTML or metadata overhead. Perfect for pricing dashboards.
- **📤 Export anywhere** — Download the dataset as JSON, CSV, or Excel from the Apify Console, or stream live via the Apify API and integrations (Make, Zapier, Google Sheets, n8n, …).
- **🔌 MCP connectors** — export your results into Notion via Apify's MCP connectors — a clean run-summary page, no glue code. Opt-in via the App connector field; deterministic field-mapping, no AI. Built on Apify's connector framework, so more destinations open up as their catalog grows.
<!-- KEY_FEATURES:END -->

### What data can you extract from mobile.de?

Each result includes Core listing fields (`listingId`, `listingKey`, `canonicalUrl`, `title`, `subTitle`, `make`, `model`, and `series`, and more), detail fields when enrichment is enabled (`description`, `descriptionHtml`, and `descriptionMarkdown`), and contact information (`sellerPhones` and `sellerEmails`). In standard mode, all fields are always present — unavailable data points are returned as `null`, never omitted. In compact mode, only core fields are returned.

Enable detail enrichment in the input to get richer fields such as full descriptions and contact information where the source provides them.

### Input

The main inputs are a search keyword and a result limit. Additional filters and options are available in the input schema.

Key parameters:

- **`query`** — Free-text search keywords (e.g. 'VW Golf GTI'). Use a JSON array for multi-query.
- **`make`** — Car make / brand (e.g. 'Volkswagen', 'BMW', 'Mercedes-Benz').
- **`model`** — Single model name (e.g. 'Golf'), comma-separated list, or JSON array. Requires make.
- **`category`** — Vehicle type. mobile.de carries cars, motorbikes, motorhomes, trucks, vans, buses, trailers, agricultural and construction machinery. (default: `"CAR"`)
- **`startUrls`** — Paste mobile.de search URLs directly. Use this for full filter control beyond the structured fields below.
- **`maxResults`** — Maximum total listings to return (0 = unlimited). mobile.de SERPs cap at ~2,000 per query. (default: `25`)
- **`maxPages`** — Maximum search result pages to scrape per source (~26 listings per page). Defensive safety bound — `maxResults` is the primary record cap. (default: `5`)
- **`condition`** — Filter by vehicle condition. Multi-select: hold Ctrl / Cmd to select several.
- **`fuelType`** — Filter by fuel type. Multi-select.
- **`transmission`** — Filter by transmission. Multi-select.
- **`bodyType`** — Filter by body type. Multi-select.
- **`sellerType`** — Filter by seller type.
- ...and 45 more parameters

### Input examples

**Basic search** — Keyword-driven search with a result cap.

→ Full payload per result — all standard fields populated where the source provides them.

```json
{
  "query": "volkswagen golf",
  "maxResults": 50
}
````

**Incremental tracking** — Only emit vehicles that changed since the previous run with this `stateKey`.

→ First run builds the baseline state. Subsequent runs emit only records that are new or whose tracked content changed. Set `emitUnchanged: true` to include unchanged records as well.

```json
{
  "query": "volkswagen golf",
  "maxResults": 200,
  "incrementalMode": true,
  "stateKey": "volkswagen-golf-tracker"
}
```

**Compact filtered output** — Combine filters with compact mode for a lightweight AI-agent or MCP data source.

→ Core fields only — ideal for piping into LLMs or downstream tools without token overhead.

```json
{
  "query": "volkswagen golf",
  "category": "CAR",
  "maxResults": 50,
  "compact": true
}
```

### Output

Each run produces a dataset of structured listing records. Results can be downloaded as JSON, CSV, or Excel from the Dataset tab in Apify Console.

### Example listing record

```json
{
  "listingId": "d58e02e4d18de6871e205ca8c78f80097fb0dccf0c1b8ffc01986cd7e8de73f9",
  "listingKey": "454495868",
  "canonicalUrl": "https://suchen.mobile.de/auto-inserat/bmw-m135-i-xdrive-leder-sitzhzg-hu-au-neu-dresden/454495868.html",
  "sourceUrl": "https://suchen.mobile.de/auto-inserat/bmw-m135-i-xdrive-leder-sitzhzg-hu-au-neu-dresden/454495868.html",
  "title": "BMW M135",
  "subTitle": "i xDrive * Leder * Sitzhzg. * HU/AU neu",
  "make": "BMW",
  "model": "M135",
  "category": "Car",
  "segment": "Car",
  "price": 19980,
  "priceCurrency": "EUR",
  "priceType": "FIXED",
  "priceRating": "GOOD_PRICE",
  "priceRatingRaw": "Good price",
  "priceRatingThresholds": [
    "€14,400",
    "€18,700",
    "€20,200",
    "€22,500",
    "€24,100",
    "€26,800"
  ],
  "priceRatingOffset": 85,
  "priceConvertedUsd": 22911.07,
  "priceConvertedGbp": 17313.27,
  "mileageKm": 113814,
  "firstRegistration": "04/2013",
  "firstRegistrationDate": "2013-04-01",
  "yearOfManufacture": 2013,
  "fuelType": "PETROL",
  "fuelTypeRaw": "Petrol",
  "powerKw": 235,
  "powerPs": 320,
  "transmission": "AUTOMATIC",
  "transmissionRaw": "Automatic",
  "bodyType": "SEDAN",
  "bodyTypeRaw": "Limousine",
  "engineSize": "2,979 ccm",
  "cubicCapacityCc": 2979,
  "emissionClass": "Euro5",
  "weight": "1,595 kg",
  "color": "WHITE",
  "colorRaw": "White",
  "doors": "4/5",
  "seats": 5,
  "features": [
    "ABS",
    "Alloy wheels",
    "Ambient lighting",
    "Arm rest",
    "Autom. dimming interior mirror",
    "Bi-xenon headlights",
    "Bluetooth",
    "CD player",
    "Central locking",
    "Cruise control",
    "DAB radio",
    "Daytime running lights",
    "Dynamic chassis control",
    "Electric seat adjustment",
    "Electric side mirror",
    "Electric windows",
    "ESP",
    "Fog lamps",
    "Four-wheel drive",
    "Full Service History",
    "Hands-free kit",
    "Headlight washer system",
    "Heated seats",
    "High beam assist",
    "Immobilizer",
    "Isofix",
    "Leather steering wheel",
    "Light sensor",
    "Lumbar support",
    "Multifunction steering wheel",
    "Navigation system",
    "Non-smoker vehicle",
    "On-board computer",
    "Paddle shifters",
    "Power Assisted Steering",
    "Rain sensor",
    "Sound system",
    "Speed limit control system",
    "Sport seats",
    "Sports suspension",
    "Start-stop system",
    "Tinted windows",
    "Traction control",
    "Tuner/radio",
    "Tyre pressure monitoring",
    "USB port",
    "Voice control",
    "Warranty"
  ],
  "description": "Komfort & Interieur: Klimaautomatik Bordcomputer 4x el. Fensterheber Tempomat mit Bremsfunktion Sitzheizung Mittelarmlehne el. Außenspiegel + Anklappfunktion Lederausstattung in Rot Multifunktionslede...",
  "descriptionHtml": "<b>Komfort &amp; Interieur:</b><br><ul><li><b>Klimaautomatik</b></li><li>Bordcomputer</li><li><b>4x el. Fensterheber</b></li><li><b>Tempomat mit Bremsfunktion</b></li><li><b>Sitzheizung</b></li><li>Mi...",
  "descriptionMarkdown": "**Komfort & Interieur:**\n- **Klimaautomatik**\n- Bordcomputer\n- **4x el. Fensterheber**\n- **Tempomat mit Bremsfunktion**\n- **Sitzheizung**\n- Mittelarmlehne\n- el. Außenspiegel + Anklappfunktion\n- **Lede...",
  "kbaHsn": "0005",
  "kbaTsn": "BMF",
  "isFinancingAvailable": true,
  "financing": {
    "bankName": "Openbank Deutschland AG",
    "loanType": "BALLOON",
    "downPayment": 3996,
    "monthlyInstallment": 210.32,
    "finalInstallment": 6593.4,
    "creditTermMonths": 60,
    "creditAmount": 15984,
    "totalAmount": 19002.19,
    "interestRateNominal": 5.26,
    "interestRateEffective": 5.39,
    "yearlyMileage": 10000
  },
  "hasVideo": false,
  "sellerId": "5615979",
  "sellerName": "Admiral Deutscher Handelskontor GmbH",
  "sellerType": "Dealer",
  "sellerRating": 4.6,
  "sellerReviewCount": 19,
  "sellerCountry": "DE",
  "sellerLatitude": 51.0157652,
  "sellerLongitude": 13.7930458,
  "sellerPhones": [
    "+49 (0)351 2705563",
    "+49 (0)163 6910213",
    "+49 (0)351 2705573"
  ],
  "location": "Dresden",
  "country": "DE",
  "imageUrls": [
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/c8/c88515df-b9cf-4e7d-bd45-038e6a8730f1",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/ed/edf8e23f-614c-4e4d-a4bf-e564b8926c63",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/29/29ade618-17f6-4942-8fbf-5892ab594748",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/c7/c7261ec0-d994-43bf-8407-f50167359a9a",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/73/736cee93-e022-4a84-b58a-52ad3c6043ef",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/93/93d4be39-ff02-46d5-869f-11f5cb38c54d",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/64/64458fbc-c793-454a-8a55-ff90eff14281",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/54/543b6a31-070e-471d-84b2-e7b87badc529",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/30/30227faa-df4b-4800-985b-e4687e0170f0",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/23/239a9bd5-1724-4bac-8a83-def9cdc5f634",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/1a/1a3f885a-baf1-494e-8b3d-1df30ccc1807",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/38/389a7a3b-884a-4c80-9f8d-d969fbd8e6e3",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/42/42040195-90f2-4678-8d4c-841dccf7c418",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/6d/6d807a07-5971-4ad4-b14f-345ee2832489",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/01/01dbd33f-83b4-469a-b41a-2d797d791588",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/9c/9c661841-ef75-49ab-9727-17293d362ac2",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/30/3001318e-5dbc-4196-a6a3-ee63b0aad3c0",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/4a/4adf3f6f-4c75-4178-8bd3-67a7f61d6967",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/83/839de92e-b88f-4519-a77a-9383b493fb08",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/25/25b5fc69-5190-4cb9-be8e-bf07e9015165",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/72/72680e8f-57c1-410c-b7df-ce2f202f5566",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/80/80d0c167-d0c3-4c37-b73c-71f4c3185cdd",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/5d/5df1bc00-9af5-4cb7-87ab-807dba964af2",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/49/4961f61a-c6ea-45b5-a8c8-aa2ff0038aaf",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/3f/3fead987-9315-4202-8411-5e72c7423dc2",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/58/585f63c5-3411-401a-90dd-671ffee56bcc",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/21/21640ee4-0d49-49d2-9e9c-a24c596b8300",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/c2/c2e7d5c8-69eb-4614-a3f9-23f7eee8f974",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/01/01a19e16-0b8b-4849-9ad5-965de43fdd3f",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/a2/a2a805a3-8238-4322-866e-9ea6cbad66af",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/7b/7bc879df-210f-4ed4-bd39-c20a62a3db8b",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/29/29a7436b-7e5e-4fb9-b193-376d493a67d6",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/3e/3eda7785-0b55-4846-a6dc-f401e165a7e0",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/83/8362b645-ffa7-45a9-a135-c6a789daad2a",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/01/019e7902-ad85-471b-905e-6334eff2bc52",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/b0/b0a744cf-be67-4bf5-ad72-67abde910de8",
    "https://m.mobile.de/yams-proxy/img.classistatic.de/api/v1/mo-prod/images/41/41878b99-935d-4c49-bd15-6904af2821e8"
  ],
  "numImagesAvailable": 37,
  "isSponsored": false,
  "scrapedAt": "2026-06-21T13:48:25.122Z",
  "contentQuality": "full",
  "contentHash": "031950cfc90c4c4fa02ffc94d150989c69f3c9480c1e9cd8d77d4545d98cdec7",
  "isRepost": false
}
```

### Incremental fields

When incremental mode is on, each record also carries:

- `changeType` — one of `NEW`, `UPDATED`, `UNCHANGED`, `REAPPEARED`, `EXPIRED`. Default output covers `NEW` / `UPDATED` / `REAPPEARED`; set `emitUnchanged: true` or `emitExpired: true` to opt into the others.
- `firstSeenAt`, `lastSeenAt` — ISO-8601 timestamps tracking the listing across runs.
- `isRepost`, `repostOfId`, `repostDetectedAt` — populated when a new listing matches the tracked content of a previously expired one. Set `skipReposts: true` to drop detected reposts from the output.

### How to scrape mobile.de

1. Go to [mobile.de Scraper](https://apify.com/blackfalcondata/mobile-de-scraper?fpr=1h3gvi) in Apify Console.
2. Enter a search keyword.
3. Set `maxResults` to control how many results you need.
4. Enable `includeDetails` if you need full descriptions, contact info, equipment and emissions data.
5. Click **Start** and wait for the run to finish.
6. Export the dataset as JSON, CSV, or Excel.

### Use cases

- Extract listing data from mobile.de for market research and competitive analysis.
- Track pricing trends across regions and categories over time.
- Monitor new and changed listings on scheduled runs without processing the full dataset every time.
- Use structured location data for regional analysis, mapping, and geo-targeting.
- Feed structured data into AI agents, MCP tools, and automated pipelines using compact mode.
- Export clean, structured data to dashboards, spreadsheets, or data warehouses.
- Benchmark seller / dealer reputation using rating fields.

### How much does it cost to scrape mobile.de?

mobile.de Scraper uses [pay-per-event](https://docs.apify.com/platform/actors/paid-actors/pay-per-event) pricing. You pay a small fee when the run starts and then for each result that is actually produced.

- **Run start:** $0.005 per run
- **Per result:** $0.001 per listing record

Example costs:

- 10 results: **$0.015**
- 25 results: **$0.03**
- 100 results: **$0.11**
- 200 results: **$0.21**
- 500 results: **$0.51**

#### Example: recurring monitoring savings

These examples compare full re-scrapes with incremental runs at different churn rates. Churn is the share of listings that are new or whose tracked content changed since the previous run. Actual churn depends on your query breadth, source activity, and polling frequency — the scenarios below are examples, not predictions.

Example setup: 100 results per run, daily polling (30 runs/month). Event-pricing examples scale linearly with result count.

| Churn rate | Full re-scrape run cost | Incremental run cost | Savings vs full re-scrape | Monthly cost after baseline |
|---|---:|---:|---:|---:|
| 5% — stable niche query | $0.11 | $0.01 | $0.10 (90%) | $0.30 |
| 15% — moderate broad query | $0.11 | $0.02 | $0.09 (81%) | $0.60 |
| 30% — high-volume aggregator | $0.11 | $0.03 | $0.07 (67%) | $1.05 |

Full re-scrape monthly cost at daily polling: $3.15. First month with incremental costs $0.40 / $0.68 / $1.12 for the 5% / 15% / 30% scenarios because the first run builds baseline state at full cost before incremental savings apply.

### FAQ

#### How many results can I get from mobile.de?

The number of results depends on the search query and available listings on mobile.de. Use the `maxResults` parameter to control how many results are returned per run.

#### Does mobile.de Scraper support recurring monitoring?

Yes. Enable incremental mode to only receive new or changed listings on subsequent runs. This is ideal for scheduled monitoring where you want to track changes over time without re-processing the full dataset.

#### Can I integrate mobile.de Scraper with other apps?

Yes. mobile.de Scraper works with Apify's [integrations](https://apify.com/integrations?fpr=1h3gvi) to connect with tools like Zapier, Make, Google Sheets, Slack, and more. You can also use webhooks to trigger actions when a run completes.

#### Can I use mobile.de Scraper with the Apify API?

Yes. You can start runs, manage inputs, and retrieve results programmatically through the [Apify API](https://docs.apify.com/api/v2). Client libraries are available for JavaScript, Python, and other languages.

#### Can I use mobile.de Scraper through an MCP Server?

Yes. Apify provides an [MCP Server](https://apify.com/apify/actors-mcp-server?fpr=1h3gvi) that lets AI assistants and agents call this actor directly. Use compact mode, `descriptionMaxLength`, a single `descriptionFormat`, and `excludeEmptyFields` to keep payloads manageable for LLM context windows.

#### Is it legal to scrape mobile.de?

This actor extracts publicly available data from mobile.de. Web scraping of public information is generally considered legal, but you should always review the target site's terms of service and ensure your use case complies with applicable laws and regulations, including GDPR where relevant.

#### Your feedback

If you have questions, need a feature, or found a bug, please [open an issue](https://apify.com/blackfalcondata/mobile-de-scraper/issues?fpr=1h3gvi) on the actor's page in Apify Console. Your feedback helps us improve.

### You might also like

- [AutoScout24 Scraper — European Car Listings with Dealer Data](https://apify.com/blackfalcondata/autoscout24-scraper?fpr=1h3gvi) — Scrape autoscout24.com — Europe's largest used-car marketplace with 770K+ listings across 8.
- [Bilbasen Scraper - Denmark’s Car Marketplace](https://apify.com/blackfalcondata/bilbasen-scraper?fpr=1h3gvi) — Scrape bilbasen.dk, Denmark’s largest car marketplace, with full vehicle specs, seller contacts,.
- [DBA Scraper - Denmark’s Largest Marketplace](https://apify.com/blackfalcondata/dba-listings-scraper?fpr=1h3gvi) — Scrape dba.dk — Denmark's largest classifieds platform. Covers both marketplace and vehicle.
- [Finn.no Mobility Scraper 💰 $2/1K — Cars, MC, Boats & More](https://apify.com/blackfalcondata/finn-mobility-scraper?fpr=1h3gvi) — Scrape finn.no/mobility — Norway's largest vehicle marketplace with 100,000+ listings across 6.

### Getting started with Apify

New to Apify? [Create a free account with $5 credit](https://console.apify.com/sign-up?fpr=1h3gvi\&fp_sid=ctarich) — no credit card required.

1. Sign up — $5 platform credit included
2. Open this actor and configure your input
3. Click **Start** — export results as JSON, CSV, or Excel

Need more later? [See Apify pricing](https://apify.com/pricing?fpr=1h3gvi).

# Actor input Schema

## `query` (type: `string`):

Free-text search keywords (e.g. 'VW Golf GTI'). Use a JSON array for multi-query.

## `make` (type: `string`):

Car make / brand (e.g. 'Volkswagen', 'BMW', 'Mercedes-Benz').

## `model` (type: `string`):

Single model name (e.g. 'Golf'), comma-separated list, or JSON array. Requires make.

## `category` (type: `string`):

Vehicle type. mobile.de carries cars, motorbikes, motorhomes, trucks, vans, buses, trailers, agricultural and construction machinery.

## `startUrls` (type: `array`):

Paste mobile.de search URLs directly. Use this for full filter control beyond the structured fields below.

## `maxResults` (type: `integer`):

Maximum total listings to return (0 = unlimited). mobile.de SERPs cap at ~2,000 per query.

## `maxPages` (type: `integer`):

Maximum search result pages to scrape per source (~26 listings per page). Defensive safety bound — `maxResults` is the primary record cap.

## `condition` (type: `array`):

Filter by vehicle condition. Multi-select: hold Ctrl / Cmd to select several.

## `fuelType` (type: `array`):

Filter by fuel type. Multi-select.

## `transmission` (type: `array`):

Filter by transmission. Multi-select.

## `bodyType` (type: `array`):

Filter by body type. Multi-select.

## `sellerType` (type: `string`):

Filter by seller type.

## `damageStatus` (type: `string`):

Whether to include damaged vehicles.

## `exteriorColor` (type: `array`):

Filter by exterior color. Multi-select.

## `priceMin` (type: `integer`):

Minimum price in EUR.

## `priceMax` (type: `integer`):

Maximum price in EUR.

## `mileageMin` (type: `integer`):

Minimum mileage in km.

## `mileageMax` (type: `integer`):

Maximum mileage in km.

## `yearMin` (type: `integer`):

Minimum first registration year.

## `yearMax` (type: `integer`):

Maximum first registration year.

## `powerMin` (type: `integer`):

Minimum engine power in PS (auto-converted to kW for mobile.de).

## `powerMax` (type: `integer`):

Maximum engine power in PS.

## `zipCode` (type: `string`):

German postal code for location-based search.

## `radiusKm` (type: `integer`):

Search radius around ZIP code in km.

## `radiusMiles` (type: `integer`):

Alternative to Radius (km). Auto-converted to km. If both set, km wins.

## `sort` (type: `string`):

How to sort listings.

## `includeDetails` (type: `boolean`):

**On (default)** — richest output: adds full description, equipment list, financing offers, market price bands, EV battery capacity, accident history, VIN (when the seller publishes it) and 25+ extra fields per car. Slower.
**Off** — ⚡ fast mode: returns core fields straight from the search results (price, specs, price rating, dealer phone & GPS, images, segment) at top speed.

## `reviewLimit` (type: `integer`):

Maximum dealer review bodies to extract per listing (0 = no review text, only count + average). Requires Include Full Details.

## `fromDate` (type: `string`):

Only include listings created on or after this date. Accepts YYYY-MM-DD or ISO-8601.

## `toDate` (type: `string`):

Only include listings created on or before this date.

## `maxAgeMinutes` (type: `integer`):

Only include listings created within the last N minutes. 0 = no limit. Pairs well with scheduled runs for real-time monitoring.

## `includeKeywords` (type: `object`):

Require at least one of these keywords. Either a JSON array of strings (matches title/subtitle/description) or {"keywords":\["..."],"matchTitle":true,"matchDescription":true,"matchSubTitle":true}.

## `excludeKeywords` (type: `object`):

Drop listings containing any of these keywords. Same shape as Include Keywords.

## `customFilters` (type: `array`):

Array of rules applied to any output field. Each rule: {"field":"<name>","op":"includes|notIncludes|equals|notEquals|gt|gte|lt|lte","value":...}. Example: \[{"field":"powerPs","op":"gte","value":300},{"field":"description","op":"notIncludes","value":"Bastler"}].

## `descriptionMaxLength` (type: `integer`):

Truncate the listing description to N characters. 0 = no truncation.

## `compact` (type: `boolean`):

Output only core fields (for AI-agent / MCP workflows).

## `incrementalMode` (type: `boolean`):

Only output new or changed listings since the last run. Unchanged listings are skipped (set Emit Unchanged to keep them). State is persisted across runs in the named KV store 'mobile-de-state'.

## `stateKey` (type: `string`):

Identifier for the incremental state. Use a unique key per search query to track changes independently (e.g. 'vw-golf-berlin'). Defaults to a key derived from the search inputs.

## `emitUnchanged` (type: `boolean`):

When incremental, also emit records that have not changed since last run.

## `emitExpired` (type: `boolean`):

When incremental, also emit records that disappeared since last run (sold or removed).

## `skipReposts` (type: `boolean`):

Suppress listings that appear to be reposts of previously seen (and now expired) listings.

## `telegramToken` (type: `string`):

Telegram bot token from @BotFather. Sends notifications when new or changed listings are emitted. Pairs well with incrementalMode for real-time alerts.

## `telegramChatId` (type: `string`):

Chat ID (from @userinfobot) or channel ID (starts with -100 for channels). Required when telegramToken is set.

## `slackWebhookUrl` (type: `string`):

Slack incoming webhook URL. Sends listings as formatted messages with price, mileage, fuel, registration year, and link.

## `discordWebhookUrl` (type: `string`):

Discord channel webhook URL. Sends rich embeds colour-coded by change type (green=NEW, amber=UPDATED, red=PRICE\_DOWN).

## `whatsappAccessToken` (type: `string`):

Permanent System User access token from Meta Business Suite (graph.facebook.com). Required together with WhatsApp Phone Number ID + recipient. The recipient must have messaged your business number within the last 24 h — outside that window, only pre-approved templates work and free-form alerts are rejected.

## `whatsappPhoneNumberId` (type: `string`):

Numeric Phone Number ID from your WhatsApp Business Account (Meta Dashboard).

## `whatsappTo` (type: `string`):

Recipient phone number in E.164 format without leading +, e.g. "491701234567".

## `webhookUrl` (type: `string`):

Universal escape hatch for n8n / Make / Zapier / custom HTTP backends. Receives a JSON POST `{ metadata, items }` per run. Single attempt, 15 s timeout.

## `webhookHeaders` (type: `object`):

Additional HTTP headers sent with the generic webhook POST (e.g. `{"Authorization":"Bearer ..."}`). Content-Type is always `application/json`.

## `notificationLimit` (type: `integer`):

Maximum number of listings to notify per run. Prevents spam on large result sets.

## `includeRunMetadata` (type: `boolean`):

Prepend a one-line summary (search label + total count) to each notification batch.

## `notifyOnlyChanges` (type: `boolean`):

When ON (default) AND incrementalMode is ON, send notifications only for NEW / UPDATED / PRICE-changed listings. Without incrementalMode, this has no effect.

## `proxyConfiguration` (type: `object`):

Optional proxy configuration override — for advanced use cases only. Most users should leave this unset; the actor handles access reliably out of the box.

## `descriptionFormat` (type: `string`):

Pick a single description representation. `all` keeps every variant; `text` / `html` / `markdown` drop the others.

## `excludeEmptyFields` (type: `boolean`):

Drop null, empty-string, and empty-array fields from each record before push. Smaller payloads for AI agents and dashboards.

## `appConnector` (type: `string`):

Optional. Pick a connected app under Settings → API & Integrations to receive your results. Notion is supported today (a run-summary page); other MCP connectors are best-effort as Apify expands its catalog.

## `mcpIssueTeam` (type: `string`):

Only when the connected app is an issue tracker: the team (name or ID) the summary issue is created under, if that app requires one.

## Actor input object example

```json
{
  "query": "volkswagen golf",
  "category": "CAR",
  "maxResults": 5,
  "maxPages": 5,
  "damageStatus": "ANY",
  "sort": "relevance",
  "includeDetails": true,
  "reviewLimit": 0,
  "maxAgeMinutes": 0,
  "descriptionMaxLength": 0,
  "compact": false,
  "incrementalMode": false,
  "emitUnchanged": false,
  "emitExpired": false,
  "skipReposts": false,
  "notificationLimit": 5,
  "includeRunMetadata": true,
  "notifyOnlyChanges": true,
  "descriptionFormat": "all",
  "excludeEmptyFields": false
}
```

# Actor output Schema

## `results` (type: `string`):

No description

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "query": "volkswagen golf",
    "maxResults": 5,
    "includeDetails": false,
    "descriptionFormat": "all",
    "excludeEmptyFields": false
};

// Run the Actor and wait for it to finish
const run = await client.actor("blackfalcondata/mobile-de-scraper").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = {
    "query": "volkswagen golf",
    "maxResults": 5,
    "includeDetails": False,
    "descriptionFormat": "all",
    "excludeEmptyFields": False,
}

# Run the Actor and wait for it to finish
run = client.actor("blackfalcondata/mobile-de-scraper").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "query": "volkswagen golf",
  "maxResults": 5,
  "includeDetails": false,
  "descriptionFormat": "all",
  "excludeEmptyFields": false
}' |
apify call blackfalcondata/mobile-de-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=blackfalcondata/mobile-de-scraper",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "🚗 mobile.de [$1/1K💰] Fast Scraper · Finance · Dealer GPS",
        "description": "Scrape mobile.de — Germany's largest car marketplace (1.4M+ listings) at $1 / 1,000 results. Full specs, market price rating, dealer phone & GPS, financing offers; filter by make/model or zip radius; track new, price-changed & delisted cars across runs. JSON/CSV export.",
        "version": "0.2",
        "x-build-id": "TFeH7sXfmFLXs0oLh"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/blackfalcondata~mobile-de-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-blackfalcondata-mobile-de-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/blackfalcondata~mobile-de-scraper/runs": {
            "post": {
                "operationId": "runs-sync-blackfalcondata-mobile-de-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK",
                        "content": {
                            "application/json": {
                                "schema": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/blackfalcondata~mobile-de-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-blackfalcondata-mobile-de-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "properties": {
                    "query": {
                        "title": "🔍 Search Term(s)",
                        "type": "string",
                        "description": "Free-text search keywords (e.g. 'VW Golf GTI'). Use a JSON array for multi-query."
                    },
                    "make": {
                        "title": "Make",
                        "type": "string",
                        "description": "Car make / brand (e.g. 'Volkswagen', 'BMW', 'Mercedes-Benz')."
                    },
                    "model": {
                        "title": "Model(s)",
                        "type": "string",
                        "description": "Single model name (e.g. 'Golf'), comma-separated list, or JSON array. Requires make."
                    },
                    "category": {
                        "title": "🚗 Vehicle Category",
                        "enum": [
                            "CAR",
                            "MOTORBIKE",
                            "MOTORHOME",
                            "VAN",
                            "TRUCK_UP_TO_7500",
                            "TRUCK_OVER_7500",
                            "BUS",
                            "TRAILER",
                            "SEMI_TRAILER",
                            "SEMI_TRAILER_TRUCK",
                            "CONSTRUCTION_MACHINE",
                            "AGRICULTURAL_VEHICLE",
                            "FORKLIFT_TRUCK"
                        ],
                        "type": "string",
                        "description": "Vehicle type. mobile.de carries cars, motorbikes, motorhomes, trucks, vans, buses, trailers, agricultural and construction machinery.",
                        "default": "CAR"
                    },
                    "startUrls": {
                        "title": "🔗 Start URLs",
                        "type": "array",
                        "description": "Paste mobile.de search URLs directly. Use this for full filter control beyond the structured fields below.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "maxResults": {
                        "title": "💯 Max Results",
                        "minimum": 0,
                        "maximum": 10000,
                        "type": "integer",
                        "description": "Maximum total listings to return (0 = unlimited). mobile.de SERPs cap at ~2,000 per query.",
                        "default": 25
                    },
                    "maxPages": {
                        "title": "📄 Max Pages",
                        "minimum": 1,
                        "maximum": 200,
                        "type": "integer",
                        "description": "Maximum search result pages to scrape per source (~26 listings per page). Defensive safety bound — `maxResults` is the primary record cap.",
                        "default": 5
                    },
                    "condition": {
                        "title": "✨ Condition",
                        "uniqueItems": true,
                        "type": "array",
                        "description": "Filter by vehicle condition. Multi-select: hold Ctrl / Cmd to select several.",
                        "items": {
                            "type": "string",
                            "enum": [
                                "NEW",
                                "USED",
                                "EMPLOYEE_CAR",
                                "PRE_REGISTRATION",
                                "DEMONSTRATION",
                                "CLASSIC"
                            ],
                            "enumTitles": [
                                "New",
                                "Used",
                                "Employee Car",
                                "Pre-Registration (Tageszulassung)",
                                "Demonstration (Vorführfahrzeug)",
                                "Classic / Oldtimer"
                            ]
                        }
                    },
                    "fuelType": {
                        "title": "Fuel Type",
                        "uniqueItems": true,
                        "type": "array",
                        "description": "Filter by fuel type. Multi-select.",
                        "items": {
                            "type": "string",
                            "enum": [
                                "DIESEL",
                                "PETROL",
                                "ELECTRIC",
                                "HYBRID",
                                "PLUG_IN_HYBRID",
                                "HYBRID_DIESEL",
                                "CNG",
                                "LPG",
                                "HYDROGEN",
                                "ETHANOL"
                            ],
                            "enumTitles": [
                                "Diesel",
                                "Petrol",
                                "Electric",
                                "Hybrid",
                                "Plug-in Hybrid",
                                "Hybrid (Diesel)",
                                "CNG",
                                "LPG",
                                "Hydrogen",
                                "Ethanol"
                            ]
                        }
                    },
                    "transmission": {
                        "title": "⚙️ Transmission",
                        "uniqueItems": true,
                        "type": "array",
                        "description": "Filter by transmission. Multi-select.",
                        "items": {
                            "type": "string",
                            "enum": [
                                "MANUAL_GEAR",
                                "AUTOMATIC_GEAR",
                                "SEMI_AUTOMATIC_GEAR"
                            ],
                            "enumTitles": [
                                "Manual",
                                "Automatic",
                                "Semi-Automatic"
                            ]
                        }
                    },
                    "bodyType": {
                        "title": "Body Type",
                        "uniqueItems": true,
                        "type": "array",
                        "description": "Filter by body type. Multi-select.",
                        "items": {
                            "type": "string",
                            "enum": [
                                "LIMOUSINE",
                                "KOMBI",
                                "KLEINWAGEN",
                                "COUPE",
                                "CABRIO",
                                "SUV",
                                "GELAENDEWAGEN",
                                "VAN",
                                "PICKUP"
                            ],
                            "enumTitles": [
                                "Sedan (Limousine)",
                                "Estate / Wagon (Kombi)",
                                "Small Car (Kleinwagen)",
                                "Coupe / Sports Car",
                                "Convertible (Cabrio)",
                                "SUV",
                                "Off-Road (Geländewagen)",
                                "Van / Minibus",
                                "Pickup / Other"
                            ]
                        }
                    },
                    "sellerType": {
                        "title": "👤 Seller Type",
                        "enum": [
                            "DEALER",
                            "PRIVATE"
                        ],
                        "type": "string",
                        "description": "Filter by seller type."
                    },
                    "damageStatus": {
                        "title": "🚧 Damage Status",
                        "enum": [
                            "ANY",
                            "EXCLUDE",
                            "ONLY"
                        ],
                        "type": "string",
                        "description": "Whether to include damaged vehicles.",
                        "default": "ANY"
                    },
                    "exteriorColor": {
                        "title": "🎨 Exterior Color",
                        "uniqueItems": true,
                        "type": "array",
                        "description": "Filter by exterior color. Multi-select.",
                        "items": {
                            "type": "string",
                            "enum": [
                                "BLACK",
                                "WHITE",
                                "SILVER",
                                "GREY",
                                "BLUE",
                                "RED",
                                "GREEN",
                                "YELLOW",
                                "BROWN",
                                "BEIGE",
                                "GOLD",
                                "ORANGE",
                                "VIOLET",
                                "OTHER"
                            ],
                            "enumTitles": [
                                "Black",
                                "White",
                                "Silver",
                                "Grey",
                                "Blue",
                                "Red",
                                "Green",
                                "Yellow",
                                "Brown",
                                "Beige",
                                "Gold",
                                "Orange",
                                "Violet",
                                "Other"
                            ]
                        }
                    },
                    "priceMin": {
                        "title": "💰 Price Min (EUR)",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Minimum price in EUR."
                    },
                    "priceMax": {
                        "title": "💰 Price Max (EUR)",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Maximum price in EUR."
                    },
                    "mileageMin": {
                        "title": "Mileage Min (km)",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Minimum mileage in km."
                    },
                    "mileageMax": {
                        "title": "Mileage Max (km)",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Maximum mileage in km."
                    },
                    "yearMin": {
                        "title": "Year Min",
                        "minimum": 1900,
                        "maximum": 2030,
                        "type": "integer",
                        "description": "Minimum first registration year."
                    },
                    "yearMax": {
                        "title": "Year Max",
                        "minimum": 1900,
                        "maximum": 2030,
                        "type": "integer",
                        "description": "Maximum first registration year."
                    },
                    "powerMin": {
                        "title": "Power Min (PS)",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Minimum engine power in PS (auto-converted to kW for mobile.de)."
                    },
                    "powerMax": {
                        "title": "Power Max (PS)",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Maximum engine power in PS."
                    },
                    "zipCode": {
                        "title": "📍 ZIP Code",
                        "type": "string",
                        "description": "German postal code for location-based search."
                    },
                    "radiusKm": {
                        "title": "📡 Radius (km)",
                        "minimum": 0,
                        "maximum": 500,
                        "type": "integer",
                        "description": "Search radius around ZIP code in km."
                    },
                    "radiusMiles": {
                        "title": "📡 Radius (miles, alt)",
                        "minimum": 0,
                        "maximum": 310,
                        "type": "integer",
                        "description": "Alternative to Radius (km). Auto-converted to km. If both set, km wins."
                    },
                    "sort": {
                        "title": "🔀 Sort Order",
                        "enum": [
                            "relevance",
                            "price_asc",
                            "price_desc",
                            "mileage_asc",
                            "mileage_desc",
                            "registration_desc",
                            "registration_asc",
                            "newest",
                            "oldest"
                        ],
                        "type": "string",
                        "description": "How to sort listings.",
                        "default": "relevance"
                    },
                    "includeDetails": {
                        "title": "📋 Include Full Details",
                        "type": "boolean",
                        "description": "**On (default)** — richest output: adds full description, equipment list, financing offers, market price bands, EV battery capacity, accident history, VIN (when the seller publishes it) and 25+ extra fields per car. Slower.\n**Off** — ⚡ fast mode: returns core fields straight from the search results (price, specs, price rating, dealer phone & GPS, images, segment) at top speed.",
                        "default": true
                    },
                    "reviewLimit": {
                        "title": "⭐ Dealer Review Limit",
                        "minimum": 0,
                        "maximum": 20,
                        "type": "integer",
                        "description": "Maximum dealer review bodies to extract per listing (0 = no review text, only count + average). Requires Include Full Details.",
                        "default": 0
                    },
                    "fromDate": {
                        "title": "📅 From Date",
                        "type": "string",
                        "description": "Only include listings created on or after this date. Accepts YYYY-MM-DD or ISO-8601."
                    },
                    "toDate": {
                        "title": "📅 To Date",
                        "type": "string",
                        "description": "Only include listings created on or before this date."
                    },
                    "maxAgeMinutes": {
                        "title": "⏰ Max Listing Age (minutes)",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Only include listings created within the last N minutes. 0 = no limit. Pairs well with scheduled runs for real-time monitoring.",
                        "default": 0
                    },
                    "includeKeywords": {
                        "title": "🔍 Include Keywords",
                        "type": "object",
                        "description": "Require at least one of these keywords. Either a JSON array of strings (matches title/subtitle/description) or {\"keywords\":[\"...\"],\"matchTitle\":true,\"matchDescription\":true,\"matchSubTitle\":true}."
                    },
                    "excludeKeywords": {
                        "title": "🚫 Exclude Keywords",
                        "type": "object",
                        "description": "Drop listings containing any of these keywords. Same shape as Include Keywords."
                    },
                    "customFilters": {
                        "title": "🔧 Custom Filters",
                        "type": "array",
                        "description": "Array of rules applied to any output field. Each rule: {\"field\":\"<name>\",\"op\":\"includes|notIncludes|equals|notEquals|gt|gte|lt|lte\",\"value\":...}. Example: [{\"field\":\"powerPs\",\"op\":\"gte\",\"value\":300},{\"field\":\"description\",\"op\":\"notIncludes\",\"value\":\"Bastler\"}]."
                    },
                    "descriptionMaxLength": {
                        "title": "✂️ Description Max Length",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Truncate the listing description to N characters. 0 = no truncation.",
                        "default": 0
                    },
                    "compact": {
                        "title": "📦 Compact Output",
                        "type": "boolean",
                        "description": "Output only core fields (for AI-agent / MCP workflows).",
                        "default": false
                    },
                    "incrementalMode": {
                        "title": "♻️ Incremental Mode",
                        "type": "boolean",
                        "description": "Only output new or changed listings since the last run. Unchanged listings are skipped (set Emit Unchanged to keep them). State is persisted across runs in the named KV store 'mobile-de-state'.",
                        "default": false
                    },
                    "stateKey": {
                        "title": "🔑 State Key",
                        "type": "string",
                        "description": "Identifier for the incremental state. Use a unique key per search query to track changes independently (e.g. 'vw-golf-berlin'). Defaults to a key derived from the search inputs."
                    },
                    "emitUnchanged": {
                        "title": "♻️ Emit Unchanged Records",
                        "type": "boolean",
                        "description": "When incremental, also emit records that have not changed since last run.",
                        "default": false
                    },
                    "emitExpired": {
                        "title": "⚰️ Emit Expired Records",
                        "type": "boolean",
                        "description": "When incremental, also emit records that disappeared since last run (sold or removed).",
                        "default": false
                    },
                    "skipReposts": {
                        "title": "🚫 Skip Reposts",
                        "type": "boolean",
                        "description": "Suppress listings that appear to be reposts of previously seen (and now expired) listings.",
                        "default": false
                    },
                    "telegramToken": {
                        "title": "📱 Telegram Bot Token",
                        "type": "string",
                        "description": "Telegram bot token from @BotFather. Sends notifications when new or changed listings are emitted. Pairs well with incrementalMode for real-time alerts."
                    },
                    "telegramChatId": {
                        "title": "💬 Telegram Chat / Channel ID",
                        "type": "string",
                        "description": "Chat ID (from @userinfobot) or channel ID (starts with -100 for channels). Required when telegramToken is set."
                    },
                    "slackWebhookUrl": {
                        "title": "💼 Slack Incoming Webhook URL",
                        "type": "string",
                        "description": "Slack incoming webhook URL. Sends listings as formatted messages with price, mileage, fuel, registration year, and link."
                    },
                    "discordWebhookUrl": {
                        "title": "💬 Discord Webhook URL",
                        "type": "string",
                        "description": "Discord channel webhook URL. Sends rich embeds colour-coded by change type (green=NEW, amber=UPDATED, red=PRICE_DOWN)."
                    },
                    "whatsappAccessToken": {
                        "title": "🟢 WhatsApp Cloud API Token",
                        "type": "string",
                        "description": "Permanent System User access token from Meta Business Suite (graph.facebook.com). Required together with WhatsApp Phone Number ID + recipient. The recipient must have messaged your business number within the last 24 h — outside that window, only pre-approved templates work and free-form alerts are rejected."
                    },
                    "whatsappPhoneNumberId": {
                        "title": "📞 WhatsApp Phone Number ID",
                        "type": "string",
                        "description": "Numeric Phone Number ID from your WhatsApp Business Account (Meta Dashboard)."
                    },
                    "whatsappTo": {
                        "title": "📱 WhatsApp Recipient (E.164)",
                        "type": "string",
                        "description": "Recipient phone number in E.164 format without leading +, e.g. \"491701234567\"."
                    },
                    "webhookUrl": {
                        "title": "🪝 Generic Webhook URL",
                        "type": "string",
                        "description": "Universal escape hatch for n8n / Make / Zapier / custom HTTP backends. Receives a JSON POST `{ metadata, items }` per run. Single attempt, 15 s timeout."
                    },
                    "webhookHeaders": {
                        "title": "🪝 Webhook Headers (optional)",
                        "type": "object",
                        "description": "Additional HTTP headers sent with the generic webhook POST (e.g. `{\"Authorization\":\"Bearer ...\"}`). Content-Type is always `application/json`."
                    },
                    "notificationLimit": {
                        "title": "🔢 Notifications per Run",
                        "minimum": 1,
                        "maximum": 20,
                        "type": "integer",
                        "description": "Maximum number of listings to notify per run. Prevents spam on large result sets.",
                        "default": 5
                    },
                    "includeRunMetadata": {
                        "title": "📣 Include Run Summary in Notifications",
                        "type": "boolean",
                        "description": "Prepend a one-line summary (search label + total count) to each notification batch.",
                        "default": true
                    },
                    "notifyOnlyChanges": {
                        "title": "🆕 Notify Only on Changes",
                        "type": "boolean",
                        "description": "When ON (default) AND incrementalMode is ON, send notifications only for NEW / UPDATED / PRICE-changed listings. Without incrementalMode, this has no effect.",
                        "default": true
                    },
                    "proxyConfiguration": {
                        "title": "🛡️ Proxy Configuration",
                        "type": "object",
                        "description": "Optional proxy configuration override — for advanced use cases only. Most users should leave this unset; the actor handles access reliably out of the box."
                    },
                    "descriptionFormat": {
                        "title": "Description format",
                        "enum": [
                            "all",
                            "text",
                            "html",
                            "markdown"
                        ],
                        "type": "string",
                        "description": "Pick a single description representation. `all` keeps every variant; `text` / `html` / `markdown` drop the others.",
                        "default": "all"
                    },
                    "excludeEmptyFields": {
                        "title": "Exclude empty fields from output",
                        "type": "boolean",
                        "description": "Drop null, empty-string, and empty-array fields from each record before push. Smaller payloads for AI agents and dashboards.",
                        "default": false
                    },
                    "appConnector": {
                        "title": "Send results to Notion (or another connected app)",
                        "type": "string",
                        "description": "Optional. Pick a connected app under Settings → API & Integrations to receive your results. Notion is supported today (a run-summary page); other MCP connectors are best-effort as Apify expands its catalog."
                    },
                    "mcpIssueTeam": {
                        "title": "Issue tracker team",
                        "type": "string",
                        "description": "Only when the connected app is an issue tracker: the team (name or ID) the summary issue is created under, if that app requires one."
                    }
                }
            },
            "runsResponseSchema": {
                "type": "object",
                "properties": {
                    "data": {
                        "type": "object",
                        "properties": {
                            "id": {
                                "type": "string"
                            },
                            "actId": {
                                "type": "string"
                            },
                            "userId": {
                                "type": "string"
                            },
                            "startedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "finishedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "status": {
                                "type": "string",
                                "example": "READY"
                            },
                            "meta": {
                                "type": "object",
                                "properties": {
                                    "origin": {
                                        "type": "string",
                                        "example": "API"
                                    },
                                    "userAgent": {
                                        "type": "string"
                                    }
                                }
                            },
                            "stats": {
                                "type": "object",
                                "properties": {
                                    "inputBodyLen": {
                                        "type": "integer",
                                        "example": 2000
                                    },
                                    "rebootCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "restartCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "resurrectCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "computeUnits": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "options": {
                                "type": "object",
                                "properties": {
                                    "build": {
                                        "type": "string",
                                        "example": "latest"
                                    },
                                    "timeoutSecs": {
                                        "type": "integer",
                                        "example": 300
                                    },
                                    "memoryMbytes": {
                                        "type": "integer",
                                        "example": 1024
                                    },
                                    "diskMbytes": {
                                        "type": "integer",
                                        "example": 2048
                                    }
                                }
                            },
                            "buildId": {
                                "type": "string"
                            },
                            "defaultKeyValueStoreId": {
                                "type": "string"
                            },
                            "defaultDatasetId": {
                                "type": "string"
                            },
                            "defaultRequestQueueId": {
                                "type": "string"
                            },
                            "buildNumber": {
                                "type": "string",
                                "example": "1.0.0"
                            },
                            "containerUrl": {
                                "type": "string"
                            },
                            "usage": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "integer",
                                        "example": 1
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "usageTotalUsd": {
                                "type": "number",
                                "example": 0.00005
                            },
                            "usageUsd": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "number",
                                        "example": 0.00005
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
