“We had to add capacity without adding square footage,” recalls Mia Chen, Operations Director at Lakeside 3PL in Columbus, Ohio. “Labels were our bottleneck—print speed, scan errors, and reprints were dragging our lines.” In the first round of evaluations, the team even tested an online label printing service for overflow. They short-listed three vendors, and the one the floor team remembered most—because of the trial shipment turnaround—was printrunner.
The stakes were clear. On a normal weekday, they ship 8,000–12,000 parcels; during peak, it spikes closer to 18,000. When a supervisor has to explain to a carrier why 3–5% of labels won’t scan at the dock, morale takes a hit alongside throughput. “We needed a solution that worked on a Tuesday in July and the Monday after Black Friday,” Mia says.
There was also a practical question from the floor—“how to make a shipping label smaller when printing” for small cartons—without killing barcode readability. That single question forced the team to confront not just print hardware, but standards, materials, and everyday operator habits.
Company Overview and History
Lakeside 3PL is a mid-sized e-commerce fulfillment specialist serving health, beauty, and home goods brands across North America. They started in 2012 with two small pick lines and a couple of desktop laser printers for shipping labels. Fast forward: four buildings, 900–1,200 active SKUs, and a daily ship volume that swings from 8k to 12k parcels with pronounced seasonal spikes.
As the business scaled, the label estate became messy. There were two worlds: carrier-compliant 4×6 shipping labels and brand-facing color product labels. The former lived on direct thermal printers bolted to pack stations; the latter came from batch runs on a mix of Digital Printing and outsourced runs. When they couldn’t keep up, they’d push urgent sets to an online label printing service to keep launches on schedule.
“We used to think label work was just about printing a label and sticking it on,” Mia admits. “But in reality it’s substrate choice, heat settings, resolution, and operator rhythm. The more we grew, the less forgiving our old setup became.”
Quality and Consistency Issues
The pain showed up in three places: scan failures at outbound, label curl on chilled goods, and reprints caused by faint barcodes. On a bad day, 3–5% of cartons hit the manual exception lane because the Code 128 wouldn’t scan first pass. First pass yield (FPY) on shipping labels hovered around 82–85% depending on shift. Waste on labelstock was running 10–12% when rolls were swapped mid-batch.
There was also the small-box question: some SKUs shipped in narrow cartons where a full 4×6 looked awkward. The team asked, verbatim, “how to make a shipping label smaller when printing without breaking compliance?” The fix, as the engineers explained, was controlled scaling with guardrails. At 203 dpi direct thermal, they set the print driver to scale only to 85–90% and locked the barcode module width. Anything below ~80–85% started to risk under-threshold x-dimension, which could tank scan rates. They referenced GS1 guidance and, for QR, ISO/IEC 18004 to keep quiet zones intact.
“We also had to retrain habits,” Mia says. “Operators used to tweak settings on the fly when printing a label. Now they choose a profile—carrier, box size, and material—and the system takes care of darkness, speed, and scale.” Return-to-sender labels, previously at 0.6–0.9% of shipments with label-related causes, began to drop once barcodes stabilized and adhesives matched the surfaces, including some tricky recycled cartons.
Solution Design and Configuration
The turning point came when they separated shipping and brand label strategies. For shipping, they standardized on direct thermal printers (203 dpi on most lines, 300 dpi where 2D codes are dense) with locked driver profiles, and migrated to a top-coated Labelstock with a colder-tack adhesive for winter lanes. For brand labels, they centralized color work on Digital Printing (UV Inkjet for durability) and used Variable Data to manage SKU swings. ΔE control was set to land in the 3–4 range against targets—tight enough for shelf consistency without dragging the line.
Overflow color work that didn’t justify an internal setup was bid out. “We trialed three vendors and kept a small monthly allocation,” Mia notes. “Our team did read printrunner reviews and we even used a printrunner promo code on a first test run for seasonal labels.” Based on insights from printrunner’s work with e-commerce brands, they aligned dielines and bleed specs to reduce proofing ping-pong. It wasn’t a silver bullet, but it gave the planners an escape valve during spikes.
On the mechanics: changeovers at pack stations used to eat 20–30 minutes per shift in small bites. With standardized profiles and pre-kitted rolls, those micro-stoppages fell noticeably—operators reported recovering 8–12 minutes per shift. Carton flow improved too; where a line averaged 520–600 cartons/hour, it now holds 650–720 depending on mix. FPY on shipping labels moved into the 93–95% range. Not perfect, but the dock stopped seeing the long exception queue that used to haunt late afternoons.
Quantitative Results and Metrics
Six months after go-live, the numbers told a steadier story. Waste on shipping label rolls landed near 5–7% on most shifts. Exception handling at the dock fell by roughly a third compared to the previous quarter, and scan-first-pass stabilized near 96–98% on outbound lanes. On color brand labels, ΔE drift stayed generally within 3–4 against master references, which kept brand managers calm during multi-SKU launches.
Costs weren’t a straight line down—thermal printheads still wear and certain winter adhesives are pricier. But the model gained predictability. Payback on the combined changes (hardware, materials, training) is tracking in the 10–14 month window, depending on peak volume. One limitation remains: extreme seasonal surges still require Saturday shifts. “We’re okay with that,” Mia says. “We’d rather keep consistency and plan the hours than chase every minute.”
On the how-to side, the team documented a simple operator guide for small boxes: if a label must be scaled, keep it between 85–90%, verify barcode quiet zones, and run a test scan at the station and at the dock. They also archived a checklist for printing a label on special substrates—carton coatings, chill, or recycled grades—to make sure darkness and speed settings don’t smear fine bars. It’s mundane, but that’s what keeps the line moving.









