There is a specific kind of gift anxiety that comes from not knowing someone. A new partner's parents. A neighbour who has been kind. Someone at work you actually like.
The instinct is to compensate by spending more, and that is the one move that makes it worse. An expensive gift from someone you barely know creates an obligation, and the person has to work out what it means.
The rule is: useful, not personal
Personal gifts require knowledge you do not have. Useful gifts do not. A well-made object that does one job cannot be wrong, because it is not making a claim about who they are.
This is also why nothing scented, nothing worn, and nothing decorative belongs on the list. All three are statements about taste.
Safe and still good
An electric pepper grinder is the most reliable gift on this site for this exact situation. Everyone cooks something. Nobody buys themselves a good one. And it says nothing about them at all.
A vacuum coffee canister works the same way for a household that drinks coffee, and a knock box for one with a machine.
For a home rather than a person, a felt wall pockets set or a walnut alarm clock both sit quietly in a room without insisting on anything.
If they have just moved
Then the calculation changes entirely, because a new home has obvious gaps and filling one is welcome rather than presumptuous. A waffle shower curtain or a fleece throw blanket both land well.
The card does the work
Keep the object neutral and let one honest line carry the warmth. "Thank you for having me." "You have been very kind this year." That is where the personal part belongs, and it costs nothing.
If you are shopping rather than reading: Gifts for someone who has everything is the pieces that work when you do not know their taste.
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Common questions
How much should I spend on someone I do not know well?
Enough that it does not look like an afterthought, and not so much that it obliges them. Between twenty and forty dollars reads as considered without asking anything back.
What is safest when you know almost nothing about them?
Something for a room rather than for a person. A kitchen, a desk or a bedside table exists in every home, and a good object for one of them does not require knowing anyone's taste.
Is a gift card a bad idea?
It is not rude, but it says you did not want to think about it. An object of the same value that fits a room says more for the same money.