Datasets:

IeBoytsov
/

wayfair_product_summaries

product_id int64 0 91.5k	product_class stringlengths 4 83 ⌀	summary stringlengths 170 537 ⌀
5,001	Stair Treads	Customers appreciate the product's attractive appearance, ease of installation, and generally good quality. Many found the color to be as expected and pleasing, enhancing their stairs' look. While most report adequate slip resistance, some users found it necessary to add additional tape for better adhesion. A few experienced inconsistencies in color or size.
4,413	Standard Bed Pillows	Customers consistently praise the product's exceptional comfort and softness, describing it as cloud-like and ideal for various sleeping positions. Many appreciate the excellent value for the price, noting high quality and long-lasting comfort. While most find the product supportive, some experienced insufficient support, highlighting a mixed opinion on this aspect.
58,476	Standard Bed Pillows	Customers highly praise the product's comfort and support, finding it ideal for various sleeping positions and alleviating neck pain. Many appreciate the firmness, although some find it slightly firmer than expected. While most are satisfied with the value, opinions on size vary, with some reporting the king size to be smaller than anticipated.
80,469	Standard Bed Pillows	Customers consistently praise the product's comfort and softness, finding it ideal for various sleeping positions. Many appreciate the excellent value and affordable price, especially considering the four-pillow set. While some note the pillows may flatten over time, the overall quality is considered good for the price point.
63	Stock Pots, Soup Pots and Multi-Pots	Customers rave about the product's high quality, excellent cooking performance, and versatility, praising its use for pasta, steaming, and soups. The size is deemed ideal for smaller households, though some find it limited for larger families. While functionality is generally well-received, some users experienced boil-over issues.
25,253	Storage Drawers	This product is praised for its easy assembly, attractive appearance, and good quality. Customers appreciate its compact size, perfect for smaller spaces, although some found it smaller than expected. While most found the quality satisfactory, a few noted minor construction inconsistencies.
36,059	Storage Drawers	Customers found this product easy to assemble and appreciated its convenient size and ample storage capacity. Many praised its sturdiness, although some noted that it's not suitable for heavy items. A few reviewers mentioned that the drawers could be difficult to slide.
65,814	TV Trays	Customers consistently praise the product's quality, sturdiness, and size, describing it as sturdy, well-made, and perfect for its intended purpose. Many appreciate its attractive color and find it functional for various uses, including breakfast in bed and as a laptop table. While some minor concerns exist regarding the legs' stability and a potential smell upon arrival, the overwhelmingly positive feedback suggests a high-quality item.
43,625	Table Top Games & Accessories	Customers consistently praise the product's ease of use, portability, and ample size, finding it ideal for organizing puzzle pieces and easily storing or moving as needed. The quality is generally viewed positively, though some reported minor finish imperfections. A few reviews mentioned concerns about the product's durability.
10,109	Teen Desk Chairs , Office Chairs	Customers consistently praise the product's comfort and stylish appearance, finding it aesthetically pleasing and well-suited for various home office decors. Assembly is reported as easy, and the product's quality is generally considered good. However, some reviewers noted mixed experiences regarding the chair's firmness and the wood's color.
10,520	Teen Desk Chairs , Office Chairs	Customers appreciate this product's comfort, ease of assembly, and stylish design. Many found it perfect for smaller spaces and suitable for kids and adults alike. While some noted the padding could be thicker for extended use, the overall positive feedback highlights its attractive appearance and functionality.
49,201	Teen Desks , Desks	Customers consistently praise the product's sturdiness, ease of assembly, and attractive appearance. Many appreciate its generous size, perfect for multiple screens and home office needs. While the quality is generally considered good for the price, some minor concerns exist regarding the material's description and potential for minor cosmetic imperfections.
39,205	Toilet Brushes & Plungers	Customers appreciate this product's attractive appearance and stylish design, which effectively conceals the plunger and complements bathroom decor. Many find it functional for everyday use, although some note its smaller size. Mixed opinions exist regarding the product's size, with some finding it ideal for smaller spaces while others consider it too small for their needs.
11,819	Toilet Paper Holders	Customers love the product's charming style and aesthetically pleasing design, frequently praising its whimsical appeal and suitability for various bathroom decors. Its sturdy cast iron construction is also highly valued, ensuring stability and durability. While functionality is generally positive, some find the capacity for toilet paper rolls slightly limited.
54,452	Track Lighting Kits	Customers praise this product for its easy installation, bright lighting, and modern style. The functionality is highly rated, with many finding it ideal for various spaces. While some noted minor installation challenges, the overall positive feedback suggests a well-received product.
46,078	Tubs And Whirlpools	Customers love the product's depth, perfect for a luxurious soak, and find installation relatively easy when done correctly. Many praise its beautiful, modern appearance and appreciate the size, suitable for various bathroom sizes. However, some experienced installation challenges due to the non-standard drain and reported creaking if not installed with a mortar bed.
13,565	Vacuums & Steamers	This product is praised for its ease of use and exceptional cleaning effectiveness, particularly in removing tough stains and pet messes. Customers appreciate the steam function and the ease of cleaning the machine itself. While some mention the water tanks could be larger, the overall positive feedback highlights the product's strong performance and user-friendliness.
41,925	Vacuums & Steamers	This product is praised for its ease of use and convenient features, including self-emptying and app control, making cleaning effortless. Customers appreciate its strong cleaning performance on various floor types and quiet operation. However, some experienced issues with the mop function and reported the emptying process as loud.
16,656	Valances & Kitchen Curtains	Customers consistently praise the product's beautiful aesthetics, appearance, and style, finding it adds a touch of elegance to their homes. Many appreciate the quality of the material and the delicate, airy feel. However, the product representation is misleading, as the image shows three valances while only one is included in a single purchase, leading to some disappointment.
21,269	Vinyl Flooring	Customers love the product's appearance and ease of installation, frequently describing it as beautiful and easy to work with. Many praise its quality and durability, noting that it looks like real wood and holds up well. However, some experienced issues with color inconsistencies and adhesive strength, leading to mixed opinions on these aspects.
10,521	Waiting Room & Reception Chairs , Dining Chairs	Customers love the product's comfort, style, and ease of assembly. Many praise its modern and sleek appearance, describing it as sturdy and well-made. While some experienced minor assembly issues (uneven legs), the overall positive feedback highlights the product's attractive design and comfortable seating.
18,700	Wall Clocks	Customers love the product's stylish, retro appearance, frequently praising its aesthetic appeal and how well it complements mid-century modern decor. Many find it a high-quality piece, though some note that the clock's readability is compromised by the design, making it difficult to see the time from a distance. While the overall look is highly praised, there are mixed opinions regarding the ease of reading the time.
33,089	Wall Clocks	Customers love the product's beautiful, stylish, and elegant appearance, frequently receiving compliments. The gold color is a popular feature, though some found it cheaply made or desired a different shade. While the design is praised, some noted difficulty reading the time due to short hands.
75,844	Wall Clocks	Customers consistently praise the product's attractive aesthetics, appearance, and style, describing it as beautiful, rustic, and perfect for various decors. The size is also frequently lauded as ideal, with many finding it large yet not overwhelming. Its lightweight nature makes hanging easy.
61,627	Wall Mounted Shelves	Customers consistently praise the product's attractive appearance and aesthetics, describing it as stylish, unique, and high-quality. Many appreciate its sturdiness and robust construction. However, installation proved challenging for some due to the weight and the need for precise alignment, leading to negative feedback regarding the mounting hardware.
67,887	Wall Mounted Shelves	Customers love the product's stylish and aesthetically pleasing design, frequently praising its modern look and suitability for various décor styles. Many found installation easy. However, some reported mixed experiences with quality, noting that while the shelves look great, the material can feel flimsy and cheap for the price.
8,765	Wall Stickers	Customers appreciate this product's excellent privacy features and ease of installation, application, and use. Many found it easy to apply and achieve the desired level of privacy while maintaining sufficient light. However, some experienced minor issues with air bubbles and edge adhesion.
14,424	Wallpaper	This product is praised for its ease of use, making wallpaper installation a breeze, even for beginners. Customers found the kit complete, containing all necessary tools, and offered good value for the price. While many appreciated the quality, some noted that certain tools felt cheap.
31,901	Washer and Dryer Sets	This product receives high praise for its excellent cleaning performance, numerous useful features, and quiet operation. Customers appreciate the ease of use and the machine's ability to handle large loads efficiently. While some users noted the tub's depth may make it difficult to reach the bottom, the overall positive feedback points to a highly effective and user-friendly appliance.
70,038	Washer and Dryer Sets	This product is praised for its impressive features, including a dual-wash system and numerous wash cycles, making laundry efficient and convenient. Customers appreciate the large capacity, allowing them to wash bulky items and multiple loads simultaneously. The quiet operation and ease of use are also frequently highlighted as positive aspects.
58,559	Wine Refrigerators	This product is praised for its attractive appearance, efficient temperature control, and generally quiet operation. Customers appreciate its capacity, though some note that larger bottles may require shelf adjustments. While most find it quiet, some report a noticeable hum, indicating mixed opinions on noise levels.
79,353	Outdoor Lanterns & Lamps	Customers love the product's beautiful appearance and aesthetics, enhancing pools and patios. Its fun, colorful functionality creates a pleasant ambiance, with many praising its ease of use. However, some found the value questionable due to price and size, while others experienced functionality issues with some units.
66,201	Room Dividers	Customers consistently praise the product's attractive appearance and high-quality construction, noting its elegant design and sturdy build. Many appreciate its functionality for displaying photos and creating visual interest, while also finding it to be a good value for the price. Some reviews mention minor assembly issues or damage upon arrival.
32,137	Cooktops	Customers praise this product for its ease of installation, functionality, and attractive aesthetics. The quick heating speed and ease of use are also frequently highlighted. While overwhelmingly positive, some reviews mention minor concerns about knob design.
26,159	Waiting Room & Reception Chairs	Customers consistently praise the product's comfort, ease of assembly, and sturdiness. Many appreciate its high quality and excellent value for the price, noting that it looks more expensive than it is. However, some reviewers mention the chairs are shorter than expected and that the color may vary slightly from the online description.
49,350	Dining Linens	Customers appreciate the product's attractive appearance, high quality, and stylish design, describing it as perfect for everyday use or special occasions. While many praise its easy washability, some experienced inconsistencies in color compared to the online image. A few noted that ironing may be required after washing.
40,010	Kids Beds	Customers praise this product for its easy assembly, high quality, and attractive appearance. Many found it comfortable and cozy, perfect for children. While generally positive, some noted minor quality issues like slightly unstable slats or a lingering smell from the wood.
7,423	Accent Chests / Cabinets	Customers appreciate this product's size, finding it perfect for small spaces and offering ample storage. The pre-assembled design is a significant plus, eliminating assembly hassles. Many also praise its style and functionality, describing it as cute, stylish, and well-suited for various rooms. However, some mixed opinions exist regarding quality and finish, with some noting minor imperfections.
73,017	Cat Litter Boxes & Litter Box Enclosures	This product effectively contains litter and keeps pets out, with customers praising its performance and ease of use. Many appreciate the design, although some find it oversized. Mixed opinions exist regarding the size; while some find it too large for their space, others appreciate the ample room.
46,223	Patio Dining Sets	Customers love the product's stylish design, ease of assembly, and comfortable seating, perfect for smaller spaces. Many appreciate its sturdy build and attractive aesthetics. However, some experienced minor assembly issues and reported uneven chair legs or minor cosmetic flaws.
58,749	Fountains	Customers love the product's ease of assembly, soothing sounds, and attractive appearance. Many appreciate its aesthetic appeal and find the water feature relaxing. However, some experienced issues with durability, including fading and rust, indicating mixed opinions on the product's long-term performance.
63,987	Fountains	Customers love the product's ease of assembly, beautiful aesthetics, and relaxing sound of the water. Many appreciate its attractive appearance and lightweight design, making it easy to move. However, some experienced issues with water splashing and needing frequent refills.
41,521	Milk Frothers	Customers rave about this product's ease of use and effective performance in creating frothy drinks. Many appreciate its powerful motor and convenient stand. However, some experienced issues with power and durability, reporting inconsistent performance and breakage after short use.
56,561	Toilet Paper Holders	Customers rave about this product's high quality, beautiful appearance, and ease of use, particularly praising the innovative design that simplifies roll changes. The sturdy construction ensures durability, while the elegant design complements various bathroom styles. While overwhelmingly positive, some users noted the holder's slightly unconventional shape.
14,730	Towel & Robe Hooks	Customers love the product's aesthetics, quality, style, and functionality, praising its beautiful design, sturdy construction, and ease of installation. The color options are also well-received, complementing various bathroom decors. While some found the hook's capacity slightly limited, the overall positive feedback highlights a high-quality and stylish addition to any bathroom.
18,390	Towel & Robe Hooks	Customers consistently praise the product's high quality, attractive aesthetics, and ease of installation. The contemporary design and sturdy construction receive significant positive feedback. While some mention the screws being potentially too long, the overall sentiment reflects a highly-rated and well-received product.
48,264	Tub Faucets	Customers rave about this product's beautiful aesthetics and high quality, noting its heavy, durable construction and elegant design. The convenient swivel functionality is frequently praised, making it ideal for freestanding tubs. While some minor installation concerns were mentioned, the overall positive feedback highlights the product's exceptional value and attractive appearance.
16,252	Vases, Urns, Jars, & Bottles	Customers rave about the product's beautiful appearance, substantial size, and high quality. Many appreciate its vibrant color and elegant aesthetics, finding it a perfect decorative piece for various settings. While some noted the size was larger than expected, this was generally viewed positively.
67,215	Wall Clocks	Customers consistently praise the product's appearance, style, and quality, describing it as stylish, well-made, and visually appealing. Many appreciate its substantial size and classic design. While some minor assembly or mounting challenges were noted, the overwhelmingly positive feedback highlights the product's aesthetic appeal and high-quality construction.
20,399	Wall Sconces	Customers consistently praise the product's style, appearance, and quality, describing it as elegant, sleek, and perfect for various rooms. Many appreciate the value for the price, noting its high-end look. While some minor concerns about the finish were mentioned, the overwhelmingly positive feedback points to a well-received product.
51,317	Wall Sconces , Vanity Lighting	Customers consistently praise the product's high quality, beautiful appearance, and ease of installation. Many appreciate its aesthetic appeal, finding it perfect for cabin or rustic settings. While some note the light may be dimmer than expected with lower wattage bulbs, the brightness is generally considered sufficient for accent lighting.
31,006	Wallpaper	Customers rave about the product's stunning appearance, beautiful colors, and high quality. The pattern is also praised for its eye-catching yet subtle design, and installation is reported as easy. While some minor issues with pattern matching and potential misprints were noted, the overwhelmingly positive feedback suggests a highly satisfactory product.
78,652	Shower & Tub Doors	Customers rave about the product's easy installation, beautiful aesthetics, and high quality. Many appreciate its sleek style and modern appearance, transforming bathrooms with a clean, updated look. The included glass shelves are a popular feature.
63,096	Knife Sets	Customers rave about the product's exceptional sharpness, high quality, and excellent value. The knives are praised for their ease of use and durability, making food preparation enjoyable and efficient. While overwhelmingly positive, some reviews suggest the product's high price point might be a consideration for some buyers.
43,173	All Mattresses , Crib Mattresses	Customers consistently praise the product's comfort and quality, with many noting its suitability for children and the ease of use. While some experienced a strong initial smell, most found it dissipated quickly. The product's size is also well-received, fitting various bed types perfectly, and is considered excellent value for the money.
58,802	Baker's Racks	Customers praise this product for its easy assembly, sturdiness, and attractive aesthetics. Many appreciate the ample storage space it provides and consider it a good value. While some minor concerns exist regarding drawer smoothness and microwave compatibility, the overwhelmingly positive feedback highlights its overall quality and functionality.
89,583	Bath Accessories	Customers appreciate the product's functionality, design, and drainage capabilities, praising its effectiveness in keeping soap dry and its ease of cleaning. The sleek, minimalist design receives positive feedback, while opinions on the material are mixed, with some finding it too slick or flimsy, and others appreciating its flexibility and easy maintenance. The price point is a recurring concern for some.
4,361	Bath Towels	Customers rave about the product's quality, color, absorbency, softness, and thickness. Many appreciate the towels' excellent absorbency and softness, describing them as perfect for everyday use. While some minor issues with stitching were noted, the overall positive feedback highlights the product's value and appeal.
89,487	Bedspreads, Blankets, &Throws , Blankets And Throws	Customers rave about the product's exceptional softness and high quality, praising its luxurious feel and warmth. The generous size is also a significant plus, making it ideal for sofas and beds. While the color is generally well-received, some experienced minor shedding.
52,824	Beverage Servers	Customers rave about this product's beautiful aesthetics, elegant appearance, and perfect size for various occasions. Its high quality and substantial weight are frequently praised, adding to its perceived value. While some found it a bit heavy for constant refilling, the overall sentiment is overwhelmingly positive.
72,122	Bookends	Customers appreciate the product's stylish design, often describing it as having a cool, industrial look that complements various décor styles. The quality is also praised, with many noting the sturdy construction and substantial weight. However, some found the weight insufficient for holding many books, and a few reported minor aesthetic imperfections upon arrival.
39,847	Bounce Houses & Inflatable Slides	Customers rave about this product's high quality, large size, and excellent value. Many highlight its durability and the fun it provides for both children and adults. While overwhelmingly positive, some reviews mention minor issues with potential damage to the bottom.
1,691	Boxes, Bins, Baskets, & Buckets	Customers appreciate the product's attractive appearance, style, and good quality. Many find the size suitable for various storage needs, although some experienced discrepancies between expected and actual dimensions. While generally well-made, the sturdiness is a mixed bag, with some finding them a bit flimsy when empty.
83,711	Boxes, Bins, Baskets, & Buckets	Customers love the product's color, size, and storage capacity, praising its quality and perfect fit for various storage units. The vibrant colors are a highlight, and many appreciate the product's ability to neatly organize items. While some find the item slightly flimsy, the overall positive feedback suggests a generally well-received product.
48,892	Canisters & Jars , Le Creuset - Shop By Color	Customers rave about the product's beautiful colors and perfect size for various kitchen needs, praising its high quality and attractive appearance. While many appreciate the airtight seal, some find the size smaller than expected, and a few report lid issues.
4,844	Cat Litter Boxes & Litter Box Enclosures	This product is praised for its attractive appearance, seamlessly blending into home decor and concealing the litter box effectively. Customers appreciate its spacious size, accommodating even larger cats, and the ease of cleaning. While some find the lid slightly difficult to align, the overall functionality and cat acceptance are highly positive.
29,059	Ceiling Tiles	Customers rave about the product's ease of installation and beautiful appearance, transforming rooms with minimal effort. The lightweight material is praised for simplifying the process, although some find it slightly flimsy. While most appreciate the authentic look, a few note the product feels like plastic.
29,116	Ceiling Tiles	Customers rave about the ease of installation and beautiful appearance of these ceiling tiles, noting their lightweight material makes them simple to handle and install. Many reviewers were pleased with the authentic look, often mistaking them for real tin. While some minor concerns about material flimsiness were raised, the overwhelmingly positive feedback highlights the product's transformative effect on room aesthetics.
50,889	Christmas Tree Skirts & Collars	Customers love the product's style, appearance, and quality, praising its rustic charm, beautiful design, and well-made construction. Many found the size to be generous, though some noted it was larger than expected for smaller trees. A few customers mentioned a strong burlap smell upon arrival, but this dissipated after airing out.
73,439	Christmas Trees	Customers rave about this product's beautiful appearance, ease of assembly, and impressive fullness. Many describe it as realistic and high-quality, receiving numerous compliments. While some experienced minor light issues after a few years of use, the overall positive feedback highlights its exceptional value and aesthetic appeal.
36,598	Christmas Trees	Customers consistently praise this product's attractive appearance, ease of assembly, and excellent value. Many appreciate its sizable dimensions and full, realistic look. While some minor concerns exist regarding fullness and shedding, the overwhelmingly positive feedback suggests a high-quality product.
55,028	Commercial Ceiling Lighting , Pendant Lights	This product is praised for its beautiful appearance and stylish design, frequently receiving compliments. Customers found installation relatively easy and appreciated the adjustable cord lengths. While many were pleased with the size, some experienced confusion regarding the globe sizes, with some finding them larger than expected.
57,972	Cookware Sets	Customers rave about this product's high quality, beautiful color, and excellent value. Many appreciate the attractive aesthetics and the complete set of cookware and bakeware. While some minor concerns exist regarding the size of certain pieces, the overall positive feedback highlights a satisfying purchase experience.
17,663	Crib Mattresses	Customers consistently praise the product's excellent fit for mini cribs, its comfortable and firm surface, and its high-quality construction. Many appreciate the value for the price. While some noted a slight initial odor, it dissipated quickly.
55,609	Cribs	Customers rave about this product's easy assembly, sturdiness, and stylish design. The quality of the materials is also frequently praised. While some minor concerns exist regarding the instructions and potential finish chipping, the overwhelmingly positive feedback points to a well-received item.
62,486	Cribs	Customers praise this item for its easy assembly, convenient size perfect for small spaces, and excellent portability, making it ideal for travel or storage. While the included mattress is frequently criticized as too thin, the crib's overall quality and sturdy construction are generally well-received. However, some buyers note that a thicker mattress is necessary for optimal comfort.
86,724	Deck Boxes	Customers consistently praise the product's ease of assembly and ample storage capacity, finding it perfect for various outdoor storage needs. Many appreciate its convenient size, suitable for smaller spaces, and its functionality as both storage and a side table. While generally considered sturdy, some noted minor concerns about the lid's stability.
69,426	Decorative Objects	Customers overwhelmingly praise the product's aesthetics, appearance, quality, and style, describing it as beautiful, well-made, and a unique statement piece. Many appreciate its elegant and modern style, finding it perfect for various settings. While some found the size larger than expected, overall opinions on size were mixed.
38,342	Deep Fryers	Customers rave about this product's ease of use, functionality, and ease of cleaning, praising its efficient cooking performance and ability to fry large batches. Many appreciate the generous size, perfect for families. While some found cleaning slightly challenging, the overwhelmingly positive feedback highlights its user-friendliness and delicious results.
73,492	Dining Linens	Customers rave about the product's beautiful aesthetics and festive appearance, praising its rich color and high quality. Many found the size to be smaller than expected, leading to mixed opinions on this aspect. While some appreciated the smaller size for certain applications, others found it unsuitable for their intended use.
32,604	Dining Table Sets , Breakroom Tables	Customers consistently praise this product for its ease of assembly, ideal size for smaller spaces, and good quality materials. Many appreciate its attractive design and consider it excellent value for the price. While some minor issues with chair sturdiness and occasional damage to parts were noted, the overall positive feedback suggests a generally satisfying dining experience.
84,075	Electric & Alternative Fuel Fireplaces	Customers rave about the product's beautiful appearance and ease of installation, praising its sleek design and simple setup. The functionality is also well-received, with many appreciating the adjustable flame colors, timer, and heat settings. However, some users noted that the heat output is not substantial and that the heat vents from the top, which may limit placement options.
89,514	Electric & Alternative Fuel Fireplaces	Customers overwhelmingly praise the product's attractive appearance and realistic flame effect, finding it easy to install and functional. Positive feedback also highlights its good fit in existing fireplaces and the aesthetically pleasing design. While some minor concerns exist regarding remote functionality and flame color variations, the overall experience is highly positive.
53,582	Electric Grills & Skillets	Customers rave about this product's ease of use and excellent cooking performance, noting its ability to produce juicy, perfectly cooked meats and crispy fries. Its versatility is also a major plus, with users employing it for grilling, air frying, roasting, and baking. Cleanup is described as easy, further enhancing the positive user experience.
57,655	Floor & Wall Tile	Customers rave about the product's beautiful appearance and vibrant colors, exceeding expectations and receiving many compliments. The aesthetic appeal is frequently highlighted, with the color variations adding character. However, some experienced issues with packaging, resulting in damaged tiles upon delivery, despite positive comments about packaging in other reviews.
27,741	Folding Tables , Poker & Casino Tables	Customers consistently praise the product's sturdiness and large size, finding it ideal for various uses like crafting, puzzles, and extra seating. The quality and value are also frequently highlighted as positive aspects. However, some customers note the product's significant weight as a potential drawback, while others mention minor cosmetic issues like visible screw heads.
84,983	Furniture Cushions	Customers consistently praise the product's comfort, fit, and appearance. Many appreciate the vibrant colors and high-quality materials, noting the cushions' excellent fit on various chair styles. While some found the thickness excessive, the overall positive feedback highlights a well-made and aesthetically pleasing product.
18,678	Furniture Cushions	Customers rave about the product's comfort, vibrant colors, and high-quality Sunbrella fabric, noting its durability and easy maintenance. The cushions are praised for their perfect fit on various chair styles. While most find them comfortable, some mention the lack of ties to secure them to chairs.
71,824	Furniture Cushions	Customers love the comfort and quality of these cushions, praising their non-slip backing and vibrant colors. Many appreciate the perfect fit and ease of use, eliminating the need for ties. While some found them slightly thin, the overall positive feedback highlights a well-received product.
32,537	Furniture Cushions	Customers appreciate the product's comfort and quality, noting its ability to stay in place and enhance seating. The color options are also well-received. While most find the size suitable, some report it being slightly too large or small for their chairs.
50,485	Gazebos	Customers rave about this product's beautiful aesthetics and sturdy construction, praising its high quality and ease of assembly for most. While some found assembly time-consuming, requiring multiple people, the overall positive feedback highlights its durability and ability to withstand harsh weather. A few reported minor issues with assembly or included parts.
29,385	Hammock Stands and Accessories	Customers consistently praise this product's easy assembly, sturdiness, and portability. The included storage bag is a convenient feature, enhancing its ease of use and transport. While some found the stand slightly short for their hammocks, the overall functionality and quality are highly valued.
69,271	Hampers & Baskets	Customers praise this product for its easy assembly, sturdiness, and convenient size, finding it well-made and durable. While most find the size suitable, some report it smaller than expected. The quality is generally considered high, though a few mention minor concerns about the frame's strength.
76,717	Hampers & Baskets	Customers appreciate this product's attractive appearance, ease of assembly, and functionality for laundry sorting. The size is a point of contention, with some finding it smaller than expected, while others find it perfect for their needs. While generally sturdy, some users report concerns about the durability of certain components.
35,318	Handy	Customers consistently praise the product's quality and the professionalism of the installers, who are often described as friendly, timely, and efficient. While most installation experiences were positive, some customers reported issues with accuracy and preparedness, resulting in mixed feedback on installation quality. The price for installation is generally viewed as reasonable.
8,747	Headboards	Customers love the product's aesthetics, style, and ease of assembly. Many appreciate its beautiful design and sturdy construction, finding it easy to install and visually appealing. However, some experienced inconsistencies in color compared to online images, leading to mixed opinions on this aspect.
15,065	Hose Reels	Customers love the product's attractive appearance and ease of use, praising its ability to conceal hoses while enhancing outdoor spaces. Many appreciate the size, though some found it smaller than expected. While most find it functional, a few noted that the finish may not be highly durable.
45,117	Kids Bedroom Sets	Customers are highly satisfied with this product, praising its excellent quality, ease of assembly, and beautiful appearance. Many appreciate the sturdy construction and attractive design, which often exceeds expectations. While some minor assembly issues were noted, the overall positive feedback suggests a high level of customer satisfaction.
34,036	Kids Beds	This product is praised for its sturdiness and high-quality solid wood construction, offering ample storage with deep drawers in the stairway and a convenient trundle. Customers consistently highlight the product's beautiful design and appreciate its versatility. However, assembly is frequently cited as time-consuming and challenging, requiring multiple people and potentially professional assistance.
81,577	Kids Beds	Customers praise this product for its sturdiness and high quality, noting its solid wood construction and ability to withstand significant weight. The size is frequently cited as perfect for children's rooms, offering ample space underneath for play or storage. While assembly is sometimes described as challenging, many find it manageable and ultimately worthwhile given the product's positive attributes.

End of preview. Expand in Data Studio

Wayfair Product Summaries Dataset

This dataset contains product-level summaries based on customer reviews from wayfair.com. It accompanies the paper End-to-End Aspect-Guided Review Summarization at Scale, accepted to the EMNLP 2025 Industry Track.

To perform product-level summarization, you can join each product summary with its corresponding customer reviews using the companion Wayfair Customer Reviews dataset.
Both datasets share the same product_id key for easy merging.

Usage Example

import json
import datasets
import pandas as pd

# Load product summaries and customer reviews
product_summaries = datasets.load_dataset("IeBoytsov/wayfair_product_summaries")["train"].to_pandas()

reviews = datasets.load_dataset("IeBoytsov/wayfair_customer_reviews")["train"].to_pandas()
reviews["aspects"] = reviews["aspects"].map(json.loads)

# Retrieve all customer reviews for a specific product
sample_product_id = 5001
product_reviews = reviews[reviews["product_id"] == sample_product_id]

Downloads last month: 18

Size of downloaded dataset files:

11.6 MB

Size of the auto-converted Parquet files:

11.6 MB

Number of rows:

91,513

Collection including IeBoytsov/wayfair_product_summaries

Review summaries

Collection

Materials for the End-to-End Aspect-Guided Review Summarization at Scale paper that has been accepted to the EMNLP 2025 Industry track. • 2 items • Updated Sep 29, 2025