Warehouse Management Systems: Container OCR API
Seamlessly link inbound containers to your digital receiving manifests. Upload your loading dock camera captures to test our extraction accuracy for free, eliminating manual warehouse data entry.

The Blind Spot at the Loading Dock
The transition between the logistics yard and the warehouse floor is a critical handover point. When containers are backed into loading docks, warehouse receiving teams often rely on manual data entry to match the physical container with the Warehouse Management System (WMS) inbound manifest. Poor lighting transitions—such as harsh sunlight outside contrasting with darker warehouse interiors—cause standard OCR tools to fail. To see how our engine cuts through these extreme dynamic lighting challenges, you can upload a test image to explore our core Container OCR capabilities completely free.
A Universal API Engineered for WMS
Delivered strictly as a lightweight REST API to ensure seamless integration into any proprietary or enterprise WMS (like SAP EWM, Manhattan, or Blue Yonder) without heavy SDK dependencies, this endpoint is powered by our Logistics Container OCR engine. It acts as the perfect data bridge for your inbound operations. The engine applies strict ISO 6346 validation on the fly, instantly calculating check digits to guarantee that only perfectly accurate Container Codes trigger your warehouse receiving workflows.
Live Demo: Container OCR
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Warehouse Management Workflows
Automated Dock Receiving
Instantly verify container IDs as they dock. The WMS automatically flags the container as 'Arrived' and cues the unloading team without waiting for paperwork. Ready to scale your warehouse automation? View flexible pricing to secure maximum API processing limits.
Cross-Docking Verification
Accelerate high-speed cross-docking operations. Automatically scan inbound containers and cross-reference them against outbound truck assignments to prevent costly misloads.
Dispatch & Outbound Auditing
Capture the container ID as the sealed container leaves the outbound dock, providing a time-stamped digital proof of dispatch directly in your WMS.
Yard-to-Warehouse Handshake
Create a flawless digital record when custody of the container transfers from the Yard Management System (YMS) to the Warehouse Management System (WMS).
Technical Specs
- Edge Optimization: Deployed on Cloudflare's global edge network, ensuring ultra-low latency to keep fast-paced cross-docking operations running smoothly.
- Input Versatility: Fully supports raw Base64 strings, direct multipart file uploads, and public image URLs—ideal for secure warehouse intranets and barcode scanner devices.
- Validation: Built-in ISO 6346 checksum verification mathematically eliminates downstream database corruption in your WMS.
- Harsh Lighting Tolerance: Advanced filtering mitigates the extreme contrast and glare issues common when cameras face outdoor loading docks from inside a dark warehouse.
Key Features
- Free Image Testing: Instantly upload images from your actual loading docks to test extraction accuracy before committing to integration.
- Standardized Output: Returns a unified `container_number` string ready for database ingestion, while isolating the Owner Code, Category, Serial, and Check Digit in a parsed object.
- Universal Compatibility: Pure REST API architecture ensures zero dependency conflicts, integrating smoothly with cloud-based WMS platforms or on-premise legacy systems.
Integration & AI Prompts
Call the endpoint directly via HTTP from your WMS middleware or dock worker tablets. To maintain maximum security within warehouse networks, the API flexibly accepts direct multipart file uploads or Base64-encoded strings, avoiding the need to expose operations via public URLs.
import requests
import base64
# Prepare Base64 Image from loading dock door camera
with open("wms_dock_door_cam.jpg", "rb") as image_file:
base64_image = base64.b64encode(image_file.read()).decode('utf-8')
url = "https://api.structocr.com/v1/container"
headers = {
"x-api-key": "YOUR_API_KEY",
"Content-Type": "application/json"
}
payload = {
"img": base64_image
}
try:
print("Scanning Loading Dock Capture...")
response = requests.post(url, headers=headers, json=payload)
result = response.json()
if result.get('success'):
data = result['data']
print("✅ Container Code Extracted!")
print(f"Full Number: {data.get('container_number')}")
print(f"Valid ISO: {data.get('is_valid')}")
print(f"Confidence: {data.get('confidence')}")
else:
print(f"❌ Extraction Failed: {result.get('error')} - {result.get('message')}")
except Exception as e:
print(f"An error occurred: {e}")Standardized JSON Output
The API returns a cleanly parsed payload providing the full consolidated container number, validating the check digit, and breaking down the ISO 6346 components for your WMS database.
{
"success": true,
"data": {
"container_number": "ZCSU8921655",
"is_valid": true,
"confidence": "High",
"parsed": {
"owner_code": "ZCS",
"category": "U",
"serial_number": "892165",
"check_digit": "5"
}
}
}Frequently Asked Questions
Can I test the API with images from our loading docks before integrating it into our WMS?
Absolutely. You can upload images directly on our platform to test how the OCR engine handles your specific dock lighting conditions and camera angles completely free of charge.
Do our warehouse scanners need to expose images to public URLs?
No. The API is designed for secure, local integration, natively accepting direct file uploads and Base64-encoded strings directly from your WMS frontend or handheld devices.
Will this integrate with enterprise systems like SAP EWM or Manhattan?
Yes. Because we provide a standard HTTP REST API that returns structured JSON, it acts as a universal data feed that can be consumed by any enterprise warehouse management software.
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Technical Comparisons & Integrations
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