By Luis Lopez, AI transportation consultant, CEO of Go Hub.io Holdings Corp and subsidiaries, and host of the Freight Guru Podcast
Many e-commerce brands start out shipping parcels and never think much about freight. Then a retailer places a wholesale order, a marketplace asks for inventory at its warehouse, or the brand opens a second fulfillment location. Suddenly the shipment is a stack of cartons on a pallet, and the rules are completely different. Ecommerce pallet shipping through less-than-truckload (LTL) networks rewards preparation and punishes guesswork, and most of the surprises show up on the invoice after the freight has already moved.
As an AI transportation consultant, the first thing I look at with a brand making this transition is whether anyone on the team has read a bill of lading and an LTL invoice line by line. Most of the mistakes below come from treating a pallet like a big parcel. Here are ten of the most common.
1. Assuming LTL pricing works like parcel pricing
Parcel rates are driven mostly by weight, dimensions and zone. LTL pricing depends on freight class, weight breaks, the lane, the carrier’s tariff and discounts, fuel surcharges and accessorial charges. A quote that looks simple can change once the carrier inspects the shipment. Brands that expect a single all-in number often get frustrated. Learn what drives a quote before you compare them.
2. Guessing the freight class
Freight class affects the rate directly, and the class a brand chooses is not necessarily the class the carrier will accept. Class depends on factors that include density, handling, stowability and liability, and many products are classed primarily by density. Picking a lower class to get a cheaper quote often leads to a reclass and a corrected invoice. Start with freight class and NMFC classes explained, and confirm the right classification for your products before you ship regularly.
3. Not measuring the pallet after it is built
Brands often know their carton dimensions but not the dimensions of the finished pallet. Overhang, uneven stacking and the pallet itself all change the footprint and height. Density is calculated from the actual shipping unit, so a loosely built pallet can push freight into a higher class. Measure and weigh the finished pallet, every time, and learn how to calculate freight density correctly.
4. Packaging for a delivery van instead of a freight network
LTL freight is handled multiple times: picked up, moved across docks at terminals, loaded with other freight and delivered. Cartons designed for a single parcel trip can crush under weight. Good pallet practice includes:
- A sound pallet of an appropriate size, with no broken boards.
- Heavier cartons on the bottom, squared and stacked within the pallet edges.
- Corner boards or edge protection where needed.
- Stretch wrap that ties the load to the pallet, not just around the cartons.
- Clear labels on at least two sides, with shipper, consignee and piece count.
- A top cap or “do not stack” marking only when the freight truly cannot be stacked, since that can affect pricing.
5. Ignoring accessorial charges
Accessorials are charges for services beyond standard dock-to-dock movement. For e-commerce brands, common ones include liftgate service, residential delivery, limited access locations, inside delivery, appointment or notification requirements, and redelivery. These are often not in a base quote unless you ask for them. Read the LTL accessorial charges guide before you book, and list every service the delivery will actually require.
6. Forgetting the pickup location matters too
A brand shipping from a small office, a storage unit or a home garage may not have a dock or a forklift. That usually means a liftgate at pickup, and possibly limited access or residential charges. If the shipment is moving to or from a location without a dock, plan for it. Non-dock LTL delivery, liftgate and residential service covers the details.
7. Missing delivery appointments
Distribution centers and many commercial receivers require scheduled appointments. If the carrier cannot get an appointment, or arrives outside the window, the freight may sit, incur storage or redelivery charges, or be refused. Brands should confirm who is responsible for booking the appointment, what information the receiver needs, and how far ahead slots must be requested.
8. Not reading the retailer’s routing guide
Large retailers and marketplaces publish routing guides and vendor compliance requirements. These can specify approved carriers, how to request a pickup, labeling formats, pallet configurations, advance shipping notices, appointment procedures and paperwork. Violations can lead to chargebacks or refused deliveries. The routing guide should be read before the first purchase order ships, not after the first deduction appears. When something is unclear, ask the retailer’s vendor team in writing.
9. Filling out the bill of lading carelessly
The bill of lading is the shipment’s contract and receipt. Errors in piece count, weight, class, description, addresses or special services create billing disputes and can complicate claims. Common mistakes include leaving out accessorials that will be needed, describing the freight vaguely, and listing a total carton count that does not match the pallet count the driver signs for. Accurate paperwork is cheaper than corrected invoices.
10. Misunderstanding liability and insurance
Carrier liability for loss or damage is governed by federal law for interstate shipments, including the Carmack Amendment at 49 U.S.C. 14706, and is often limited by the carrier’s tariff and the terms of the bill of lading. The amount a carrier is liable for may be less than what the brand paid for the goods, let alone what it would have sold them for. Brands shipping valuable inventory should understand the carrier’s limits, consider whether separate cargo insurance makes sense, and know how to document and file a claim. Practical steps that protect a claim:
- Photograph each pallet before pickup, from several sides.
- Ask receivers to count pallets and inspect for visible damage before signing.
- Note any shortage or damage clearly on the delivery receipt.
- Keep commercial invoices showing the value of the goods.
- Report concealed damage promptly once cartons are opened.
How to make the transition smoother
The brands that handle the parcel-to-LTL shift well usually do a few things early. They document standard pallet configurations for their main products, including dimensions, weight and class. They keep a checklist of accessorials needed for each regular destination. They file routing guides where the team can find them. And they review every freight invoice against the quote and the bill of lading, at least until they understand the patterns.
AI tools can help here too. Document extraction can compare invoices to quotes, density calculators can check pallet measurements, and assistants can summarize long routing guides into checklists. But the basics come first: accurate measurements, honest descriptions and clear paperwork. Freight networks reward shippers who make their freight easy to handle, and they bill accordingly when it is not.
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About the author: Luis Lopez is a Miami-based AI transportation consultant and logistics entrepreneur, the CEO of Go Hub.io Holdings Corp and subsidiaries, and host of the Freight Guru Podcast.