AI Automation/Logistics & Supply Chain

Automate Single-Container Shipment Tracking

You can track one container using a custom app that scrapes multiple carrier sites. The system aggregates real-time location, ETA, and customs status into one view.

By Parker Gawne, Founder at Syntora|Updated Mar 10, 2026

Key Takeaways

  • A custom app consolidates data from multiple carrier sites to track one container.
  • The system scrapes carrier portals and APIs for real-time location and status updates.
  • Alerts are sent via webhook or a simple web dashboard for your team.
  • A typical build for 3-5 carriers takes 3 weeks from discovery to deployment.

Syntora designs custom container tracking systems for logistics firms. The system scrapes carrier portals and APIs using Python, providing a unified view of shipment status. This automation reduces manual data entry by over 10 hours per week and provides real-time alerts for critical events like customs holds.

The project's complexity depends on the number of carriers and their data availability. Tracking cargo across three major ocean carriers with public APIs is a 3-week build. A project involving five carriers and two freight forwarders who only have web portals would require more complex browser automation and take closer to five weeks.

The Problem

Why Do Logistics Teams Still Track High-Value Containers in Spreadsheets?

Small import-export businesses rely on a patchwork of carrier portals like Maersk's MyMaersk or MSC's myMSC. While these sites are accurate, they do not communicate with each other. This forces a logistics coordinator to spend hours each morning logging into four or five different websites, searching for container numbers, and copy-pasting status updates into a master spreadsheet.

Consider a 10-person firm importing high-value electronics. They have 8 containers on the water. A coordinator manually checks each one. A typo in a container number (a 'U' instead of a 'V') means a shipment is missed for that day's report. If a container gets a customs hold at the port of Long Beach at 8 AM, the coordinator might not discover it until the next day's manual check. This 24-hour delay can lead to thousands in drayage and demurrage fees.

Large-scale visibility platforms like project44 or FourKites are built for enterprises managing thousands of containers. Their pricing models, often starting at tens of thousands per year, are not viable for a business tracking fewer than 50 containers annually. These platforms also come with complex features like network optimization and demand forecasting that a small team does not need.

The structural issue is data fragmentation without an affordable aggregation layer. The valuable status data exists, but it is locked inside individual carrier systems. Enterprise software solves this with high-cost, high-complexity platforms. This leaves a gap for smaller businesses that need a simple, reliable way to get a single view of their shipments without paying for features they will never use.

Our Approach

How Syntora Builds a Unified Container Tracking System

The engagement would start with a discovery audit to map every carrier, port, and freight forwarder you work with. We would analyze each of their websites and APIs to determine the most reliable way to extract container status, location, and ETA data. You would receive a scope document that defines the exact data points to be collected and the logic for alerts, which you approve before any build work begins.

The core of the system would be a Python service running on AWS Lambda, scheduled to run every 15 minutes. For carriers that offer an API, the service uses `httpx` for efficient, asynchronous data retrieval. For carriers with only a web portal, Syntora uses Playwright to run a headless browser that logs in and navigates the site just as a human would. All extracted data, including timestamps and source, is stored in a Supabase Postgres database for a clean historical record.

The delivered system provides two outputs. First, a simple REST API endpoint you can use to pull the latest status for any container into your existing systems. Second, a private web dashboard built on Vercel that displays all active shipments on a map and in a table. Critical alerts, like a 'Customs Hold' or 'Final Discharge', would trigger an immediate notification to your team's Slack channel or email.

Manual Spreadsheet TrackingSyntora's Automated System
2 hours of manual checks per dayStatus updated automatically every 15 minutes
Data is often 12-24 hours out of dateData is less than 15 minutes old
5-10% error rate from manual data entrySub-1% error rate from direct data extraction
No automated alerts for customs holdsInstant Slack or email alerts on critical events

Why It Matters

Key Benefits

01

One Engineer From Call to Code

The person on the discovery call is the person who builds your system. No handoffs, no project managers, no telephone game between you and the developer.

02

You Own All the Code

You receive the full Python source code, a maintenance runbook, and control of the cloud infrastructure. There is no vendor lock-in.

03

A 3 to 4 Week Build Timeline

A standard tracking system for 3-5 carriers is designed, built, and deployed in under a month. The initial data source audit provides a firm timeline.

04

Flat-Rate Ongoing Support

After launch, an optional monthly retainer covers monitoring, maintenance, and scraper adjustments when carriers update their websites. No surprise bills.

05

Designed for Logistics Operations

Syntora understands that avoiding a single day of demurrage can pay for the entire project. The system focuses on timely, actionable alerts for costly exceptions.

How We Deliver

The Process

01

Discovery Call

A 30-minute call to review the carriers you use and the key data points you need. You receive a written scope document within 48 hours with the technical approach and a fixed price.

02

Source Audit & Architecture

You provide read-only access or test credentials for carrier portals. Syntora confirms data extraction methods for each source and you approve the final architecture before the build starts.

03

Build & Weekly Reviews

Syntora builds the system over 2-3 weeks. You get weekly updates and access to a staging environment to see data flowing and provide feedback on the dashboard or API format.

04

Handoff & Support

You receive the complete source code in your GitHub repository, a deployment runbook, and a live walkthrough. Syntora monitors the system for 4 weeks post-launch to ensure stability.

The Syntora Advantage

Not all AI partners are built the same.

AI Audit First

Other Agencies

Assessment phase is often skipped or abbreviated

Syntora

Syntora

We assess your business before we build anything

Private AI

Other Agencies

Typically built on shared, third-party platforms

Syntora

Syntora

Fully private systems. Your data never leaves your environment

Your Tools

Other Agencies

May require new software purchases or migrations

Syntora

Syntora

Zero disruption to your existing tools and workflows

Team Training

Other Agencies

Training and ongoing support are usually extra

Syntora

Syntora

Full training included. Your team hits the ground running from day one

Ownership

Other Agencies

Code and data often stay on the vendor's platform

Syntora

Syntora

You own everything we build. The systems, the data, all of it. No lock-in

Get Started

Ready to Automate Your Logistics & Supply Chain Operations?

Book a call to discuss how we can implement ai automation for your logistics & supply chain business.

FAQ

Everything You're Thinking. Answered.

01

What determines the price for this kind of project?

02

How long does a typical build take?

03

What happens if a carrier changes its website and the tracker breaks?

04

Is a custom build worth it for just a few containers a month?

05

Why hire Syntora instead of a freelancer on Upwork?

06

What do we need to provide to get started?