# Logistics & Supply Chain Web Scraping

##  Track carriers, shipments, and tariffs across the open web. 

 Pull real-time tracking events, freight rates, vessel schedules, and port data from carriers like FedEx, UPS, DHL, and Maersk. Anti-bot bypass included.

 [ Get Free API Key ](https://scrapfly.io/register) [ Web Scraping API ](https://scrapfly.io/products/web-scraping-api) 

 1,000 free credits. No credit card required. 

 

  

 

 

 

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## 500+

carriers, ports & airlines covered

 



 

## 5B+

scrapes / month platform-wide

 



 

## 99%+

success rate on protected targets

 



 

## JSON/CSV

structured output formats

 



 

 

 

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 // FORMULA## Turn every tracking URL into an operational signal.

 `Tracking URL` + `Schema` = Shipment State 

One API call. Anti-bot bypass, JS rendering, and structured extraction in a single request.

 

 

---

 COVERAGE## Every Logistics Data Source

Carriers, ocean freight, ports, tariffs, and ETAs - scraped reliably.

 

 // FEATURED ### Parcel Carrier Tracking

Scrape real-time tracking events from the major parcel carriers. Status updates, location history, estimated delivery windows, and exception events in structured JSON.

FedEx



UPS



DHL



USPS



 

 



 

 

 ### Ocean & Air Freight

Container tracking, vessel schedules, booking availability, and spot rates from the top ocean carriers and air cargo operators. Updated on each scrape cycle.

**Ocean**container lines

**Air**cargo operators

**Rates**spot & contract

 

Maersk



CMA CGM



Hapag-Lloyd



Lufthansa Cargo



InterAsia



MSC



 

 



 

 ### Ports & Terminals

Track container dwell times, port congestion, terminal handling capacity, and vessel arrival/departure schedules.

**900+**ports monitored

**real-time**freshness

**AIS**vessel signals

 

 



 

 

 ### Tariffs & Customs

Scrape published tariff schedules, HS code duty rates, and customs declaration data from government and carrier portals. Keep rate tables current without manual updates.

Government portals



HS code lookup



 

 



 

 ### ETA & Dwell Prediction

Feed scraped tracking events into your prediction models. Detect delays early by comparing declared ETAs against real vessel positions.

 **Tracking URL**scrape carrier page

 

 **Normalise**extract structured events

 

 **ETA delta**compare declared vs. actual

 

 **Alert**trigger delay notification

 

 

 



 

 ### Anti-bot Bypass Built In

Carrier and freight sites run Cloudflare, Akamai, DataDome, and PerimeterX. Scrapfly bypasses them automatically - no configuration needed.

[Cloudflare](https://scrapfly.io/bypass/cloudflare)

[DataDome](https://scrapfly.io/bypass/datadome)

[Akamai](https://scrapfly.io/bypass/akamai)

[PerimeterX](https://scrapfly.io/bypass/perimeterx)

 

 [See full bypass coverage](https://scrapfly.io/bypass) 



 

 

 

---

  - Web Scraping API
- Extraction API
- Screenshot API
- Crawler
- Cloud Browser
 
 

Products

## Every Scrapfly Product for Logistics.

From raw HTML to structured shipment data - pick the right tool for each step.

   Web Scraping API

Fetch any carrier or freight page with anti-bot bypass, JS rendering, and residential proxy rotation built in. Returns clean HTML or structured JSON.

 [ Landing page ](https://scrapfly.io/products/web-scraping-api) 

 

   Extraction API

Turn scraped tracking pages into structured data using a prompt or a schema. No selectors to maintain - works even when the page layout changes.

 [ Landing page ](https://scrapfly.io/products/extraction-api) 

 

   Screenshot API

Capture full-page screenshots of tracking portals for audit trails, compliance records, or visual monitoring.

 [ Landing page ](https://scrapfly.io/products/screenshot-api) 

 

   Crawler

Traverse an entire carrier site or port database - discover all accessible tracking pages and shipment records automatically.

 [ Landing page ](https://scrapfly.io/products/crawler-api) 

 

   Cloud Browser

Drive a real stealth Chromium browser via CDP for tracking portals that require login, CAPTCHA solving, or complex JavaScript interactions.

 [ Landing page ](https://scrapfly.io/products/cloud-browser-api) 

 

 

 [Get Free API Key](https://scrapfly.io/register) 

 



 

---

 CODE## Scrape Logistics Data in Minutes

Scrape a FedEx tracking page with anti-bot bypass and JS rendering - three lines in any language.

 

Scrape a real FedEx shipment tracking page with anti-bot bypass and JS rendering.

     Python TypeScript HTTP / cURL  

    

 ```
from scrapfly import ScrapeConfig, ScrapflyClient, ScrapeApiResponse

client = ScrapflyClient(key="API KEY")

api_response: ScrapeApiResponse = client.scrape(
  ScrapeConfig(
    # add page to scrape
    url='https://www.maersk.com/tracking/285314315',
    asp=True,  # enable bypass anti-scraping protection
    render_js=True,  # enable headless browser if necessary
    # use LLM to extract data
    extraction_prompt='extract all tracking updates with date and location in JSON format' 
  )
)
# use AI extracted data
print(api_response.scrape_result['extracted_data']['data'])
# or parse the html yourself 
print(api_response.content)
```

 ```
import { 
    ScrapflyClient, ScrapeConfig 
} from 'jsr:@scrapfly/scrapfly-sdk';

const client = new ScrapflyClient({ key: "API KEY" });

let api_response = await client.scrape(
    new ScrapeConfig({
        // add scrape url
        url: 'https://www.maersk.com/tracking/285314315',
        asp: true, // enable bypass anti-scraping protection
        render_js: true,  // enable headless browser if necessary
        // use AI to extract data
        extraction_prompt: 'extract all tracking updates with date and location in JSON format' 
    })
);
// use AI extracted data
console.log(api_response.result['extracted_data']['data'])
// or parse the HTML yourself
console.log(api_response.result['content'])
```

 ```
http https://api.scrapfly.io/scrape \
key==$SCRAPFLY_KEY \
url==https://www.maersk.com/tracking/285314315 \
asp==true \
render_js==true \
country==US \
"extraction_prompt=extract all tracking updates with date and location in JSON format"
```

 

 

 [ Python SDK docs → ](https://scrapfly.io/docs/sdk/python) [ TypeScript SDK docs → ](https://scrapfly.io/docs/sdk/typescript) [ HTTP API docs → ](https://scrapfly.io/docs) 

 

 

 

---

 AI & WORKFLOWS## Automate with AI & Workflows

Connect scraped logistics data directly into AI pipelines, alerting systems, or supply chain dashboards.

 

 ### LLM Extraction

Use Scrapfly's Extraction API to parse unstructured tracking pages with a prompt. No selectors, no maintenance - just describe the fields you need.

**prompt**based extraction

**schema**validated output

 

 



 

 ### MCP Server

The Scrapfly CLI ships an MCP server. Point any MCP-compatible agent (Claude, Cursor, your custom agent) at the binary and it gets scrape, extract, and screenshot as tool calls.

Claude



Cursor



 

 



 

 ### Scheduled Pipelines

Run scraping jobs on a schedule. Poll tracking URLs every 15 minutes, compare against previous state, and push delta events to your webhook or message queue.

 **Schedule**cron or event-driven

 

 **Scrape**extract fresh state

 

 **Alert**push delta to webhook

 

 

 



 

 

 

---

  FAQ## Frequently Asked Questions

 

  ### HOW TO UNBLOCK ACCESS TO LOGISTICS WEBSITES?

 While scraping logistics websites is legal, many carriers and freight platforms deploy anti-bot systems (Cloudflare, Akamai, DataDome) that block automated access. You can handle this yourself using the techniques in our [anti-bot bypass guide](https://scrapfly.io/blog/posts/how-to-scrape-without-getting-blocked-tutorial/), or let [Web Scraping API](https://scrapfly.io/products/web-scraping-api) handle it automatically with its built-in ASP (Anti Scraping Protection) mode.

 

   ### IS WEB SCRAPING LOGISTICS WEBSITES LEGAL?

 Yes, generally web scraping publicly visible data is legal in most jurisdictions around the world. For a comprehensive overview see our in-depth [web scraping laws](https://scrapfly.io/is-web-scraping-legal) article.

 

   ### WHAT TYPES OF LOGISTICS DATA CAN BE SCRAPED?

 Logistics websites offer a wide range of publicly accessible data including shipment tracking events, freight rates, container schedules, vessel positions, port congestion levels, and tariff information. All of this can be scraped to build better supply chain visibility, cost forecasting, and delay alerts.

 

   ### HOW DO I EXTRACT STRUCTURED DATA FROM TRACKING PAGES?

 Tracking pages vary widely in structure and often change layout without notice. Traditional CSS selectors break quickly. Using [Extraction API](https://scrapfly.io/products/extraction-api) with a simple prompt (e.g. "extract tracking events, ETA, and current location") lets you parse entire datasets without maintaining selectors - the AI handles layout changes automatically.

 

   ### WHAT IS A WEB SCRAPING API?

 [Web Scraping API](https://scrapfly.io/products/web-scraping-api) is a service that abstracts away the complexities of web scraping: anti-bot bypass, proxy rotation, JavaScript rendering, and CAPTCHA handling. You send a URL and receive clean content. This lets your team focus on processing logistics data rather than fighting access controls.

 

   ### HOW CAN I ACCESS THE WEB SCRAPING API?

 [Web Scraping API](https://scrapfly.io/products/web-scraping-api) works from any HTTP client - curl, httpie, or any language's HTTP library. For first-class support we ship [Python](https://scrapfly.io/docs/sdk/python) and [TypeScript](https://scrapfly.io/docs/sdk/typescript) SDKs.

 

   ### ARE PROXIES ENOUGH TO SCRAPE LOGISTICS DATA?

 No. Modern logistics sites like Maersk and Hapag-Lloyd detect and block proxy IPs, especially datacenter ranges. Reliable access requires a combination of fingerprint shaping, browser rendering, and smart retry logic - or a service like [Web Scraping API](https://scrapfly.io/products/web-scraping-api) that handles all of it transparently.

 

  

 

  ---

 // GET STARTED### Start scraping logistics data today.

Free account, 1,000 credits, no credit card. Anti-bot bypass, JS rendering, and AI extraction included in every request.

 

 [ Get Free API Key ](https://scrapfly.io/register) [See all use cases](https://scrapfly.io/use-case/web-scraping)