Where the work happens
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Powder blending needs less from a space than most manufacturing and has one requirement that is harder to meet at home than people expect.
What the space has to do
Cleanable surfaces, sealed storage, room for a blender, and separation between one product and the next. No heat, no water, no drainage.
What it does need is control of two things in the air: dust going out, and moisture coming in.
Dust is the defining problem
Powder blending and filling generate airborne particulate continuously. That matters three ways.
You breathe it, all day, and some supplement ingredients are potent at small doses.
It cross-contaminates. Dust from one product settles on surfaces, containers and the next product, which in a category with allergen declarations and potent actives is a real issue rather than an untidy one.
It coats containers, which is the main cause of labels not sticking and induction seals not bonding.
The answers: a fitted particulate mask, one product at a time with a full clean-down between, containers kept covered, and ventilation or a downdraft arrangement if you can.
Humidity control
These powders are hygroscopic, so whatever the room is, the open product is absorbing it and the sealed tub captures it.
A hygrometer, and a preference for blending and filling on the driest part of the day. Sealed bulk storage rather than open containers between uses.
Home, shared or rented
Home is possible and the constraints are usually local zoning rather than federal, but note that 21 CFR 111 applies wherever you are, and its expectations about separation, cleaning and records are easier to meet in a dedicated space.
A shared kitchen raises the cross-contamination question sharply, since you do not control what else is airborne. A small dedicated unit is the eventual answer and is driven by dust and storage rather than by equipment.