The easiest way to choose a vacuum cleaner is to start with the floors you actually have. Carpet needs stronger agitation and suction; hard floors need a head that seals well and does not kick debris around. If you have pets, crumbs, or a lot of traffic, a vacuum with good pickup on edges and upholstery matters more than a flashy add-on list.
If anyone in the home has asthma or allergies, prioritize a HEPA-filter vacuum. CDC recommends vacuuming with a HEPA-equipped machine, and EPA notes that HEPA filtration can help keep dust from escaping back into the room. That does not make every vacuum perfect, but it is a smart baseline for cleaner indoor air.
Then choose the format that fits your life. Uprights are usually the strongest all-around choice for carpet. Canisters are easier to maneuver around furniture. Stick vacuums trade power for speed and convenience. Bagged models are cleaner to empty; bagless models are easier to see and maintain. Battery life matters for cordless units, but corded models usually give you more consistent cleaning.
If you want a simple starting point, search for a HEPA upright or stick vacuum here: HEPA vacuum cleaner.
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