Western commercial environment · Retail & Consumer Goods

Retail Store Front of House Egocentric Data Collection

First-person video of real retail store front 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
5
Status
5 available on request
Capture
Phone (head-mounted) / multiview rig

Environment

What does the retail store front of house environment cover?

Typical settings: Clothing store, electronics shop, furniture showroom, sporting goods, bookstore, department store. 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 front of house tasks can be captured?

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

Retail Store Front of House tasks available for egocentric capture
TaskWhat is recordedSkillStatus
Checkout and returnsScan purchases, process payments and returns at the register and bag or refund items.EasyAvailable on request
Fitting room resetCollect garments left in fitting rooms, rehang them and return them to the floor.EasyAvailable on request
Garment rail sizingSort garments on the rail by size and style and space the hangers evenly.EasyAvailable on request
Merchandising and facingArrange products on shelves and displays to the planogram and face them forward.MediumAvailable on request
Product demosUnbox a product, set it up and demonstrate its features to a customer on the floor.MediumAvailable on request

Capture setup

How is retail store front of house work captured?

Capture setups used in the retail store front 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.5

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.0
Available on requestScoped and recruited to spec when a buyer asks for it.5

Western markets

Which Western markets are recruited for retail store front 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 Front of House egocentric data, answered.

What retail store front of house tasks can Firsthand capture?
5 listed tasks, including checkout and returns, fitting room reset, garment rail sizing, merchandising and facing. 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 front 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 front 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.