Western commercial environment · Retail & Consumer Goods

Retail Store Back of House Egocentric Data Collection

First-person video of real retail store back of house work in Western commercial settings, recorded to one written spec, consented, anonymized and QA-checked before it ships.
Sector
Retail & Consumer Goods
Tasks listed
10
Status
10 ready to deploy
Capture
Phone (head-mounted) / multiview rig

Environment

What does the retail store back of house environment cover?

Typical settings: Stockroom, receiving dock and backroom of supermarkets, apparel and general retail. Each recording shows the worker's hands, tools and the objects they handle from their own point of view, in the layouts and with the equipment used in Western retail & consumer goods work.

The environment sits in the Retail & Consumer Goods sector of the commercial catalog. A spec can take the listed tasks as-is, narrow them, or add tasks the list does not name.

Tasks

Which retail store back of house tasks can be captured?

Every task in the catalog for this environment, with its skill level and current status.

Retail Store Back of House tasks available for egocentric capture
TaskWhat is recordedSkillStatus
Backroom OrganizationSort stock onto labelled racks and bins, break down cartons and clear the aisles.EasyReady to deploy
Cart & Basket RetrievalGather carts and baskets from the floor and car park and return them to the entrance.EasyReady to deploy
Damaged-Goods SortingInspect returned or damaged items, scan them and sort them into markdown or disposal bins.EasyReady to deploy
Inspect and sort damaged goods using a handheld scanner and returns binsScan each damaged item, check the condition and drop it into the right returns bin.EasyReady to deploy
Price Tagging & SignagePrint price labels, tag merchandise with a pricing gun and place shelf signage.EasyReady to deploy
Retail Stocking Back of HouseMove cartons from the backroom to the floor and stock shelves and displays.EasyReady to deploy
Shelf Restocking & FacingRefill shelves from cartons and pull products to the front edge with labels facing out.EasyReady to deploy
Sort and organize backroom inventory using shelving racks and binsGroup backroom stock by category, shelve it on racks and label bins.EasyReady to deploy
Tag and price merchandise using a pricing gun and label sheetsLoad the pricing gun, tag each item and apply labels from sheets to packaging.EasyReady to deploy
Unpack and stock shelves using a box cutter and stocking cartCut open cartons, load the stocking cart and fill shelves in the aisle.EasyReady to deploy

Capture setup

How is retail store back of house work captured?

Capture setups used in the retail store back of house environment
SetupHow it worksTasks
Phone (head-mounted) / multiview rigA head-mounted phone records the first-person view of real work on site; a multiview rig adds synchronized third-person angles when the spec asks for them.10

On the rig tier, every stream is aligned to a shared clock and checked at the sync gate before an hour is billed. See capture for the hardware.

Status

What does each status mean?

Catalog status definitions
StatusMeaningTasks here
Active collectionRecording in this environment is running now, so a spec can join an existing capture stream.0
Ready to deployContributors and site access are set up; capture starts once a spec is signed.10
Available on requestScoped and recruited to spec when a buyer asks for it.0

Western markets

Which Western markets are recruited for retail store back of house capture?

Contributors are recruited to spec in Western program markets, so the footage reflects how this work is done in North American and European businesses. Country pages list the legal basis and status for each market.

Delivery

How is the data delivered?

Footage is delivered in RLDS, LeRobot, WebDataset, HDF5, zarr and Rerun .rrd, mapped to the canonical episode schema, under a buyer-owned commercial licence. See delivery formats, sample data outputs and how to scope a custom collection.

FAQ

Retail Store Back of House egocentric data, answered.

What retail store back of house tasks can Firsthand capture?
10 listed tasks, including backroom organization, cart & basket retrieval, damaged-goods sorting, inspect and sort damaged goods using a handheld scanner and returns bins. Tasks outside the list can be added to a spec.
What does "Western" mean for this environment?
The settings, equipment, packaging and signage found in North American and European retail store back of house work, recruited in program markets such as United States, Canada, United Kingdom, Germany.
How fast can collection start?
A median of 48 hours from signed spec to first validated batch where coverage is deep. Tasks marked available on request are recruited first, and the timeline is quoted against the spec before capture begins.
Is the footage consented and anonymized?
Yes. Releases are collected before capture, and faces, licence plates and screens are detected and blurred, with a human review step, before footage is delivered.
Who owns the data?
Delivery is under a buyer-owned commercial licence. Pricing is quoted per engagement and billed per validated hour, meaning footage that passed sync and QA against your spec.

Need retail store back of house footage for your model?

Tell us which tasks your model is missing. We quote reach, timeline and price against one written spec, starting with a Spec Pilot.