What warehouse zone tasks can Firsthand capture?

14 listed tasks, including apply shipping labels, bundle multi-item, cross-dock re-label, depalletize to shelf. 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 warehouse zone 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.

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.

Western commercial environment · Logistics & Warehousing

Warehouse Zone Egocentric Data Collection

First-person video of real warehouse zone work in Western commercial settings, recorded to one written spec, consented, anonymized and QA-checked before it ships.

Sector: Logistics & Warehousing
Tasks listed: 14
Status: 14 available on request
Capture: Multiview rig + handheld grippers

Environment

What does the warehouse zone environment cover?

Typical settings: Conveyor, racking, pallets, totes, a pack bench and scale. 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 logistics & warehousing work.

The environment sits in the Logistics & Warehousing 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 warehouse zone tasks can be captured?

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

Warehouse Zone tasks available for egocentric capture
Task	What is recorded	Skill	Status
Apply shipping labels	Apply and align shipping labels.	Easy	Available on request
Bundle multi-item	Kit and bundle a multi-item order.	Easy	Available on request
Cross-dock re-label	Strip and re-label for re-route.	Easy	Available on request
Depalletize to shelf	Remove from pallet and shelve.	Easy	Available on request
Each-pick to tote	Pick individual items to a tote.	Easy	Available on request
Load conveyor	Load items onto a moving conveyor.	Easy	Available on request
Pack carton	Pack a carton with void-fill and tape.	Easy	Available on request
Palletize boxes	Stack boxes in a stable pallet pattern.	Medium	Available on request
Poly-bag + tag	Bag an item and apply a tag.	Easy	Available on request
Scan + sort parcels	Scan parcels and sort to lanes.	Easy	Available on request
Stack empty totes	Nest and stack empty totes.	Easy	Available on request
Stretch-wrap pallet	Wrap a pallet with stretch film.	Medium	Available on request
Tote induction	Induct totes onto a conveyor.	Easy	Available on request
Weigh + seal	Weigh, verify, and seal a package.	Easy	Available on request

Capture setup

How is warehouse zone work captured?

Capture setups used in the warehouse zone environment
Setup	How it works	Tasks
Multiview rig + handheld grippers	A staged working set recorded by a multiview rig while the operator performs the task with handheld grippers, so demonstrations map onto a robot end effector.	14

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
Status	Meaning	Tasks here
Active collection	Recording in this environment is running now, so a spec can join an existing capture stream.	0
Ready to deploy	Contributors and site access are set up; capture starts once a spec is signed.	0
Available on request	Scoped and recruited to spec when a buyer asks for it.	14

Western markets

Which Western markets are recruited for warehouse zone 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

Warehouse Zone egocentric data, answered.

What warehouse zone tasks can Firsthand capture?: 14 listed tasks, including apply shipping labels, bundle multi-item, cross-dock re-label, depalletize to shelf. 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 warehouse zone 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 warehouse zone 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.

Request a custom dataset →All environments