Oct 12, 2026
Who Takes the Shelf Photo? How Brands Audit Store Shelves in 2026
Sales reps, delivery drivers, robots and fixed cameras all photograph store shelves now. Here is who captures shelf audit data and what each does best.
Read noteMeshRuby journal
Shelf truth, fewer visits
Short notes for sales managers and distributors — cameras on the shelf, orders from what is actually low.
Oct 12, 2026
Weight Sensors vs Shelf Cameras: Which Smart Shelf Tech Fits?
Weight sensors know exactly what left the shelf. Cameras see what the shelf looks like. A plain guide to smart shelf tech, with the latest deployments.
Read note
Oct 3, 2026
LoRa vs WiFi for IoT: how devices stay online, mesh included
LoRa vs WiFi for IoT, plus cellular and mesh: what each radio is for, and why one link cannot cover every device.
Read note
Oct 3, 2026
Edge computing vs cloud for IoT: where the decision should live
Edge computing vs cloud for IoT: which decisions stay near the device, which belong in a data center, and how to tell.
Read note
Oct 3, 2026
What is IoT? The Internet of Things, explained in 2026
What is IoT in 2026? A plain explanation of connected devices, the networks behind them, and why smart is a weak word.
Read note
Oct 3, 2026
When the weekly visitor is a shelf photo
Distributors and CPG teams are swapping clipboard aisle walks for gondola photos. How image recognition and DSD proof change store visits.
Read note
Sep 28, 2026
On-shelf availability: when the system says in stock but the facing is empty
Phantom inventory and empty facings explain why POS and ERP disagree with the shelf. A practical OSA guide for stores and distributors.
Read note
Sep 28, 2026
When the store gets a digital twin: ESL, vision, and one live floor
Rainbow’s Shahe sp@ce store (Sept 2026) pairs 17,000+ IoT devices with ESL and vision. What a retail digital twin actually means.
Read note
Sep 28, 2026
The blind spot above the shelf: why top stock is back in the news
Top stock hides inventory above the shelf line. Focal’s Aug 2026 ShopRite pilot put the blind spot back in retail news—here’s what it means.
Read note
Sep 24, 2026
Fixed cameras vs aisle robots: two ways to see the shelf
Autonomous shelf robots and fixed IoT cameras both chase on-shelf truth. They solve different constraints. Here is how to read the 2026 wave without picking a religion.
Read note
Sep 24, 2026
From a JPEG to whats low
The picture is not the product. The shortage list is. The photo stays if you need to check.
Read note
Sep 24, 2026
Hardware that stays on the shelf overnight
The store does not buy the camera. It stays MeshRuby hardware, mounted on the existing shelf.
Read note
Sep 24, 2026
A shelf camera is a product, not a weekend board
MeshRuby is a camera that stays on the gondola. It is not a hobby kit write-up.
Read note
Sep 24, 2026
IoT in the aisle, not the lab
What a camera on a grocery shelf is for — not a smart-home demo.
Read note
Sep 24, 2026
MeshRuby is not a Ruby gem
MeshRuby is shelf cameras for retail, not a 2015 Ruby library.
Read note
Sep 24, 2026
What whats-low looks like for a distributor
Empty facings become a short list. The photo stays if you need to check.
Read note
Sep 24, 2026
Camera on the shelf, no visitor
A sales manager should not need someone walking the aisle to know what to order. Mount one camera on the shelf. It photographs the facing a few times a day. You see what is there. You order. The visitor who only came to write SKUs can stop. Hardware stays MeshRuby. One visit to install. That is the product.A small camera on the store shelf replaces the weekly order visit.
Read note