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Hardware shopping research sources

Reviewed October 13, 2026. Sixteen original Reddit questions form the counted sample. Other platforms, news and studies provide separate context. Titles link to the originals; evidence notes are our paraphrases.

Download the question dataset · Read the method and codebook · View the calculated counts

Questions included in the counts

R01: Drills

Need to buy a drill
Posted June 30, 2026. Indexed complete original post; direct web open failed.

A home and car DIY buyer weighs a discounted drill against committing to another battery platform.

project fit: Home and car DIY use; compatibility: Existing impact wrench; battery and charger commitment; budget value: Expiring discount coupon and explicit price comparison.

R02: Drills

drill purchasing analysis paralysis (EUROPE)
Posted March 31, 2026. Indexed complete original post and direct page read.

A first-time buyer wants a lasting drill for furniture and wall fixings, with a battery included, near a stated budget.

project fit: Furniture assembly, driving screws and wall mounting; longevity: Explicitly wants a tool that lasts; budget value: Flexible EUR 200 budget; preparation extras: Requires at least one included battery.

R03: Drills

I'm a new homeowner looking for a drill, is this a good deal?
Posted September 26, 2026. Indexed complete original post and direct page read.

A new homeowner compares drill-kit deals for household repairs and future projects, hoping to avoid an early replacement.

project fit: Deadbolts, hinges, basement and furniture projects; longevity: Does not want to replace a poor drill after a year; budget value: Compares kit prices and whether to wait for sales.

R04: Drills

What drill brand would you actually buy again with your own money?
Posted January 1, 2026. Indexed complete original post and direct page read.

A buyer asks for drill reliability and long-term use experience rather than specifications alone.

longevity: Explicit reliability and long-term real-use request.

R05: Exterior paint

Exterior paint suggestion
Posted January 28, 2026. Indexed complete original post.

A homeowner has conflicting advice about low-sheen and matte exterior-wall paint and visible roller overlap.

project fit: Paint for external walls; appearance: Low sheen versus matte and visible overlaps.

R06: Exterior paint

Sherwin Williams exterior paint for wood windows?
Posted July 27, 2026. Indexed complete original post.

A homeowner choosing window paint considers an existing oil primer, horizontal water exposure, sheen and paying extra for durability.

project fit: Wood windows and ledges with possible prolonged water contact; compatibility: Oil-based primer already applied; appearance: Asks about paint sheen and gloss; longevity: Explicit durability and cleaning concern; budget value: Willing to pay more but questions overkill.

R07: Exterior paint

Best Exterior Paint Quality (Sherwin Williams)
Posted March 4, 2026. Indexed complete original post.

A Florida homeowner asks which premium exterior paint is worth the cost in a hot, sunny setting.

project fit: Florida heat and sun exposure; budget value: Asks whether the highest-quality option is worth it.

R08: Exterior paint

give me your recommendations for your favorite creamy white exterior paint
Posted April 30, 2026. Indexed complete original post.

A homeowner wants an exterior creamy white with warm undertones and examples of the result.

project fit: Exterior house color scheme; appearance: Warm undertones and photographs of comparable schemes.

R09: Deck stain

What do to with this deck.
Posted October 5, 2026. Indexed complete original post.

A seller compares solid and semi-transparent stain for differently weathered deck surfaces and worries about peeling.

project fit: Different condition of floorboards, rails and trusses; appearance: Whether transparent stain will look good on weathered boards; longevity: Explicit concern about cracking and peeling over time.

R10: Deck stain

New deck help need color/stain recommendations and application.
Posted July 13, 2026. Indexed complete original post.

A new-deck owner asks about stain longevity, color, application tools and which surfaces to treat.

project fit: New deck and different deck surfaces; appearance: Color to suit light gray-blue siding; longevity: Explicit request for longevity; preparation extras: Drying timing, application tools and treatment sequence.

R11: Deck stain

Deck stain recommendations FL
Posted August 23, 2026. Indexed complete original post.

A deck owner asks for a stain suitable for strong sun when the nearby selection is limited.

project fit: Strong direct sunlight affects product choice.

R12: Deck stain

Deck staining- I am so lost!
Posted June 18, 2026. Indexed complete original post.

A New Jersey deck owner asks about preparation, dark-walnut stain and the future recoating work in sun and snow.

project fit: Sunny and shaded areas plus snow; appearance: Dark-walnut finish; longevity: Asks about repeated application every few years; preparation extras: Pressure washing versus hosing before staining.

R13: Fasteners

Screw types... trying to downsize the collection!
Posted August 2, 2026. Indexed complete original post.

A furniture repairer asks which screw types can substitute for others, including on outdoor furniture.

project fit: Furniture repair and outdoor furniture; compatibility: Pocket screws versus wafer-head deck screws and other substitutions.

R14: Fasteners

What # Screws for Mere Mortals?
Posted August 31, 2026. Indexed complete original post.

A beginner following a woodworking course cannot work out the screw gauge needed for the course's project.

project fit: Choosing screw gauge for a specified course project.

R15: Fasteners

What type of screw size am I looking for? Was given dimensions but am still confused.
Posted May 18, 2026. Indexed complete original post.

A dashcam owner bought a replacement bracket pack but still lacks the body screws and cannot identify the right dimensions.

project fit: Dimensions for a specific replacement fastener; compatibility: Bracket screws differ from required dashcam body screws; preparation extras: Replacement pack did not include the needed body screws.

R16: Fasteners

What size screws and plugs?
Posted February 8, 2026. Indexed complete original post; later comment about brick excluded from coding.

A shelf installer asks which screw dimensions and wall plugs to choose for a specified shelf and support arrangement.

project fit: Shelf dimensions, book load and supports; compatibility: Screw and wall-plug pairing; preparation extras: Asks which companion plugs to buy.

Separate context, excluded from question counts

X01: X

X source · January 11, 2026
Platform announcement, directly read in signed-in Chrome.

Shopify CEO describes UCP and agent-retailer integration. A platform announcement is not shopper-demand evidence.

X02: X

X source · January 11, 2026
Question in X announcement discussion, directly read in Chrome.

A reply asks about shopping context and its effect on sales. This is industry discussion, not a hardware shopper, and is excluded from the 16-post count.

F01: Shopify Community

Shopify Community source · May 14, 2026
Merchant question; original post read directly.

A merchant asks how to confirm availability and inspect visibility from a customer's perspective. Forum responses are not treated as authoritative current documentation.

D01: Shopify Help Center

Shopify Help Center source · Checked October 13, 2026
Current platform documentation.

Catalog carries product attributes; custom data can require mapping. Eligibility and checkout rollout are qualified by Shopify. Catalog distribution and open-web crawler access are distinct.

D02: Google Developers Blog

Google Developers Blog source · January 11, 2026
Primary technical context.

UCP addresses integration between commerce platforms and agents. Not evidence that changing product copy causes sales.

N01: TechCrunch

TechCrunch source · October 5, 2026
Recent independent news.

TikTok shopping launch coverage.

N02: Axios

Axios source · March 24, 2026
Independent news context.

Retailers differ on checkout ownership.

N03: Shopifreaks

Shopifreaks source · October 9, 2026
Trade coverage; followed to the primary study announcement.

Coverage of ReFiBuy findings; never counted as a separate study or shopper question.

S01: ReFiBuy / Clickstream Solutions

ReFiBuy / Clickstream Solutions source · October 6, 2026
Primary announcement of a vendor-commissioned behavioral study.

40 US participants, 224 tasks. Headline finding uses 104 ChatGPT tasks in watches, electronics and bags. Choices were measured, not completed purchases; position was observed, not randomized. This is separate from Lookelo's question analysis.

Interpretation limits

A curated, international, category-balanced sample coded by one researcher. Counts overlap and describe only the selected questions. This is not search-volume data, a retailer-page audit, an AI ranking test or evidence of a sales increase.

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