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Why fashion e commerce returns persist despite smarter sizing technology

 

For over a decade, the fashion sector has invested heavily in virtual fitting rooms, AI-powered size recommendations, and 3D body scanning technologies in an attempt to reduce e-commerce returns. Yet return volumes remain stubbornly high, exposing a deeper structural problem within online fashion retail. A new white paper by IDNTFY.ME highlights the industry’s long-standing assumption that consumers mainly return products because they do not fit is fundamentally incomplete. While size and fit remain contributing factors, the report concludes that behavioral patterns and platform-driven shopping habits have become the dominant forces sustaining reverse logistics at scale.

The numbers reflect how deeply embedded these habits have become. Between 2014 and 2024, the global apparel market expanded from roughly $1.3 trillion to $1.8 trillion, growing at an annually at around 3 per cent. Online apparel sales, however, nearly doubled from $350 billion to close to $700 billion over the same period, pushing e-commerce’s share of total apparel sales from 15 to 30 per cent.

But as digital apparel spending grew, return rates widened sharply. Online fashion returns now average between 20 per cent and 40 per cent, compared to just 8 to 10 per cent in physical retail. What was initially treated as a technological problem it appears to be a behavioral byproduct of frictionless commerce systems engineered to maximize order volume.

Returns become consumption

The strongest evidence emerges from regional and generational shopping behavior. In parts of Western Europe, returns have effectively become embedded into the online purchase journey itself.

Table: Country wise return rates

Country

Return rate (%)

Switzerland

45

Germany

44

Austria

36

These figures indicate that returns are no longer exceptional outcomes but normalized components of digital apparel consumption. Consumers increasingly buy with the expectation that a meaningful portion of orders will be sent back. This trend is particularly visible among younger shoppers.

Returns by generation

Estimated return volume (%)

Generation Z

50

Millennials

40

Older Cohorts

Lower

Generation Z shoppers now reportedly return nearly half of everything they purchase online. The behavior is closely associated with ‘bracketing’, where consumers intentionally order multiple sizes, colors, or styles with the pre-planned intention of returning most of the items. The white paper notes that 69 per cent of Gen Z consumers deliberately over-order, effectively turning bedrooms into temporary fitting rooms. Social commerce has further normalized this cycle. Haul videos, ‘get ready with me’ content, and unboxing formats increasingly portray keep or return decisions as part of the entertainment experience surrounding consumption.

Flexible logistics policies reinforce these habits. Over 90 per cent of European shoppers now consider free delivery and free returns to be baseline expectations rather than premium services. As a result, purchasing and returning have merged into one continuous decision-making process.

A different intervention

To test whether behavioral alignment could reduce returns more effectively than technical sizing fixes, IDNTFY conducted a long-term consumer insights programme involving roughly 1,000 women. The company identified a recurring paradox among participants: despite owning full wardrobes, consumers consistently felt they had ‘nothing to wear’. Instead of immediately focusing on measurements or fit algorithms, the programme prioritized broader issues such as wardrobe management, personal style alignment, and deliberate purchasing behavior over a one- to two-year period.

The outcome was striking. Average online return rates within the cohort reportedly fell to just 5 per cent, even though participants still retained access to free or highly flexible return policies. The findings challenge one of fashion e-commerce’s most entrenched assumptions. Returns did not decline because sizing technology became more precise; they declined because consumers made fewer impulsive and mismatched purchases in the first place.

Growth vs efficiency

Despite the enormous operational costs associated with reverse logistics, the industry has struggled to address the issue because returns remain commercially beneficial in the short term. Lenient return policies continue to drive customer acquisition, basket expansion, and conversion rates. In many cases, the additional revenue generated through higher order volumes offsets the immediate costs of handling returned inventory.

This dynamic is gets a boost from investor expectations. Public markets continue to prioritize top-line growth as the dominant measure of performance, encouraging digital retailers to tolerate inefficient return structures as part of broader revenue growth strategies. Internally, the problem is further complicated by fragmented accountability. Return management is often dispersed across logistics, merchandising, customer service, sustainability, and marketing departments, leaving no single function fully responsible for controlling the issue.

At the same time, inconsistent sizing systems and incomplete SKU-level technical data continue to limit the effectiveness of machine learning tools designed to predict return behavior.

The sustainability reckoning

The environmental implications of this model are becoming increasingly difficult for the industry to externalize. The report notes that emissions associated with produced-but-unused garments can exceed the impact of reverse logistics itself, particularly when returned products are never resold and ultimately become waste.

Environmental impact metrics

Data

Reference

Global Annual Waste from Returns

25 bn kg

BBC, 2023; The Interline, 2023

Annual Europe Return Transport Emissions

10 mn tonnes CO2​

Statista,

Multiplier Effect of Multiple Delivery Cycles

×3 Footprint

Statista, 2024; Niinimäki, 2020

Regulatory changes in Europe are now forcing retailers to internalize these costs. The European Union’s Ecodesign for Sustainable Products Regulation (ESPR), which bans the destruction of unsold and returned apparel, effectively converts excessive returns from an operational inconvenience into a compliance liability.

As a result, brands are beginning to explore prevention-focused strategies rather than relying exclusively on post-purchase logistics optimization. These strategies include cross-functional internal task forces, behavioral checkout prompts, customer segmentation based on return history, and pilot programmes that encourage more intentional purchasing decisions before transactions are completed.

Rebuilding the digital wardrobe

The broader implication of the research is that fashion e-commerce may need to rethink the architecture of digital shopping itself. For years, the industry approached returns as a technical mismatch between garments and body measurements. But the persistence of high return rates despite sophisticated sizing tools suggests the real challenge lies elsewhere in consumer psychology, platform incentives, and the normalization of disposable decision-making.

Companies like IDNTFY.ME are now positioning wardrobe intelligence, behavioral alignment, and long-term purchasing discipline as the next frontier of fashion technology. If regulatory pressure intensifies and logistics costs continue to climb, the future competitive advantage in online apparel retail may no longer come from helping shoppers buy more, but from helping them buy better.

 

Adidas is reinforcing its ‘Own the Game’ strategy by embedding its brand identity deep within the digital architecture of Supercell’s Brawl Stars. This multi-phase partnership, which commenced on June 18, 2026, extends beyond standard product placement, integrating Adidas directly into the mobile gaming experience. A centerpiece of this initiative is the ‘adidas Starr Cup,’ a two-week in-game tournament where players compete in an updated ‘Super Brawl Ball’ mode. By introducing functional, Adidas-branded assets - such as exclusive skins for Brawlers -the brand is successfully turning virtual engagement into a driver for its broader ecosystem, including its adiClub loyalty program.

Apparel as a cultural bridge

The partnership culminates in the August 1 launch of the ‘Starr Drop Unlocked’ apparel and footwear collection. Targeted at junior consumers, the line reimagines iconic Adidas silhouettes like the Samba and Superstar, infused with character-inspired graphics and subtle ‘easter eggs’ from the Brawl Stars universe. This launch follows a high-visibility live activation at the Adidas Home of Soccer event in Brooklyn, where fans engaged with interactive zones and Robo Keeper challenges. According to industry analysts, this convergence of sports heritage and digital gaming culture is a calculated effort to capture Gen Z mindshare. By blending physical streetwear with gaming milestones, Adidas is effectively diversifying its revenue streams while deepening the emotional connection between its performance-driven heritage and the chaotic, fast-paced world of mobile esports.

Adidas is a global leader in the sporting goods industry, designing and manufacturing high-performance footwear, apparel, and accessories. Focused on digital transformation and community engagement, the brand serves athletes and lifestyle consumers worldwide. Its growth strategy centers on elite collaborations, sustainability, and blending physical sport with digital entertainment experiences.

 

Coach has officially debuted ‘&Coach,’ a sophisticated digital platform designed to shift luxury storytelling from prescriptive marketing to participatory shared authorship. This new initiative serves as an always-on content ecosystem, departing from the traditional, top-down campaign models that have historically defined the luxury sector. By integrating Gen Z creators, cultural icons, and grassroots communities into the creative process, the brand is positioning itself as a companion to personal identity rather than a static status symbol. According to Joon Silverstein, Chief Marketing Officer, the platform recognizes that younger demographics prefer to actively build their sense of self rather than inherit an aspirational persona prescribed by heritage labels.

Operationalizing cultural relevance

The &Coach platform features a high-profile roster, including Charli xcx, Malala Yousafzai, and Paige Bueckers, who appear in unvarnished, authentic moments that prioritize emotional relatability over high-gloss polish. This strategic direction follows the success of the brand’s ‘Explore Your Story’ campaign earlier this year, which leveraged deep consumer immersions to drive a 25 per cent revenue increase in Q2, FY26. By utilizing social-first storytelling and maintaining a non-fixed narrative, the brand ensures its content remains fluid and responsive to cultural shifts. This disciplined commitment to co-creation enables Coach to reconcile its long-standing legacy with the rapid, participatory digital habits of modern consumers, effectively securing brand desire through genuine community engagement.

Focusing on long-term sustainable growth

Coach is a premier New York-based global fashion house known for leather goods, apparel, and accessories. A cornerstone of Tapestry, Inc, the brand focuses on sustainable long-term growth through digital innovation and community-led marketing. Its current strategy emphasizes inventory precision, experiential retail, and fostering deep consumer loyalty through inclusive branding.

 

The landscape for the once-buzzy lifestyle footwear brand Allbirds has shifted decisively following the formal completion of its acquisition by a partnership between the American Exchange Group (AEG) and WSG Brands. Following a tumultuous period that saw the firm’s valuation collapse from a $4.2 billion peak in 2021 to a final asset sale price of $39 million, the new owners are now setting the stage for a comprehensive brand revival. This transaction represents a total transition of the intellectual property, inventory, and brand identity, allowing the legacy entity to finalize its dissolution while the new co-owners launch an aggressive expansion roadmap.

Licensing and expansion under the new mandate

The strategy moving forward centers on a lean, asset-light model designed to restore Allbirds' market relevance. Under the current operating structure, AEG will leverage its extensive infrastructure in footwear design and manufacturing, while WSG Brands will spearhead brand management and market development. This division of labor mirrors the successful revitalization of the Von Dutch label, which recently saw significant distribution growth through similar licensing-led initiatives. Alen Mamrout, CEO,  American Exchange Group, stated that the group is focused on preserving the brand's core identity while thoughtfully extending its reach into new product categories and international retail channels. By streamlining operations and utilizing strategic partnerships, the coalition aims to convert Allbirds’ established consumer affinity into sustainable commercial performance, shifting focus away from the capital-intensive direct-to-consumer model that previously challenged the brand’s profitability.

Wider distribution and product expansion to fuel growth

Founded in 2016, Allbirds gained global recognition for its sustainable, wool-based footwear. Originally a direct-to-consumer pioneer, it struggled to maintain momentum after its 2021 IPO. Post-acquisition, the brand is now managed by American Exchange Group and WSG Brands, focusing on licensing, wider retail distribution, and expanded product categories.

 

H&M Group is undergoing a fundamental transformation of its physical retail estate as it navigates a volatile global market. While headlines often emphasize the shuttering of hundreds of stores, the group’s 2026 performance data reveals a deliberate strategy of ‘portfolio optimization’ rather than a mere retrenchment. By the end of May 2026, the retail giant had reduced its global footprint to approximately 4,036 stores, reflecting a net reduction of 128 locations over the previous 12 months. This systematic contraction is part of a broader mandate to prioritize high-performing assets, ensuring that capital investment is directed toward locations that offer superior connectivity between physical browsing and digital fulfillment.

Leveraging data to reclaim competitive edge

The transition is not strictly about downsizing; it is about enhancing operational density. H&M’s latest financial reports indicate, this disciplined approach is successfully boosting margins. Despite a 1per cent decline in net sales in local currencies during Q2, FY26 the group achieved an operating margin of 12.0 per cent, a marked improvement from 10.4 per cent in the same period last year. Daniel Ervér, CEO emphasizes, the strategy involves shorter decision-making paths and a rigorous audit of every retail space. By integrating advanced digital infrastructure and AI-driven inventory management, H&M is working to rectify supply gaps that have previously hampered growth. The brand is not satisfied with their top-line sales, but operational discipline is creating the necessary foundations for sustainable profitability, notes Ervér, highlighting that the company is simultaneously debuting in new markets like Paraguay to balance its global presence.

Aiming for long-term profitability with inventory precision

Founded in 1947, H&M is a leading global fashion retailer operating brands including H&M, COS, Monki, and ARKET. With a massive international presence, the group offers apparel, home goods, and beauty products. Its current growth strategy focuses on digital integration, store modernization, and achieving long-term, resilient profitability through inventory precision.

 

Specialty chemicals leader Stahl has secured the EcoVadis Platinum medal for the fifth consecutive year, a milestone that reaffirms its position within the top 1 per cent of over 175,000 global companies evaluated. This recognition serves as a testament to the company’s rigorous commitment to environmental, social, and governance (ESG) standards, which have become central to its operational strategy. By consistently meeting these stringent benchmarks, Stahl provides apparel and textile manufacturers with the transparency required to navigate complex global supply chains. As regulatory environments - such as the Corporate Sustasinability Reporting Directive (CSRD) - increase the demand for verifiable ESG data, this Platinum status acts as a critical assurance for downstream brands seeking to minimize their environmental footprint.

Integrating sustainability into value chains

The company’s sustainability framework, anchored by its ‘ESG Roadmap to 2030,’ prioritizes decarbonization and circular innovation across its portfolio of coatings and treatments. Laura Willemsen, Director - Sustainability and Marketing, notes, the achievement is not merely a reporting milestone but a reflection of the company’s focus on creating measurable value for customers. By aligning its developments with frameworks like the ZDHC (Zero Discharge of Hazardous Chemicals) guidelines, Stahl enables its partners to reconcile aesthetic quality with environmental responsibility. This focus is particularly vital as the textile industry faces intensified pressure to reduce virgin material reliance and eliminate harmful chemicals, positioning Stahl’s certified solutions as a key driver for long-term brand equity and regulatory compliance.

Stahl is a world-leading developer of specialty coatings and treatments for flexible materials, including leather, textiles, and synthetic apparel. The company serves global fashion and footwear brands by providing innovative chemical solutions that enhance performance and sustainability. It is currently focused on decarbonization, circularity, and advancing responsible supply chain practices. 

 

The Hong Kong Research Institute of Textiles and Apparel (HKRITA) has launched a tripartite initiative, the Green Machine Circular Textile Ecosystem in collaboration with Jeanologia and Looptworks. This strategic alliance transitions hydrothermal recycling from localized laboratory trials to industrial-scale application. At the core of this infrastructure is the Green Machine 4.0, a proprietary system capable of separating cotton-polyester blends and recovering polyester at a purity level of 98 per cent or higher. By eliminating the reliance on aggressive chemical processes, the technology addresses a persistent bottleneck in apparel sustainability: the inability to effectively recycle blended materials.

Engineering industrial integration

The partnership leverages the unique strengths of each participant to ensure operational viability. Jeanologia, serving as the official machinery partner, is contributing industrial-grade equipment engineered to stringent European CE high-pressure standards, ensuring the ecosystem can be deployed across global production hubs. Meanwhile, Looptworks will utilize the output to manufacture Global Recycled Standard (GRS)-certified fibers, effectively reintroducing them into the supply chain. Jake Koh, Chief Executive Officer, HKRITA, noted that the circular economy has moved beyond a theoretical goal, emphasizing that the Green Machine is now fully ‘adoption-ready’ to meet the urgent requirements of brands striving to reduce virgin resource dependency. As the global recycled textile market continues its projected expansion, this ecosystem offers a definitive pathway for manufacturers to convert waste into high-value raw material streams, despite the operational challenges of managing mixed-material input.

Focusing on circular economy and functional fiber development

A leading research center dedicated to advancing textile technology, The Hong Kong Research Institute of Textiles and Apparel (HKRITA) focuses on circular economy solutions, sustainable manufacturing, and functional fiber development. The institute collaborates extensively with global brands and manufacturers to commercialize breakthrough technologies, significantly improving efficiency and reducing the environmental footprint of the textile and apparel sector.

 

In a display of enduring supply chain resilience, mainland China further cemented its status as the primary apparel supplier to Taiwan during Q1, FY26. Despite ongoing geopolitical complexities, bilateral trade intensified, with mainland exports of garments to Taiwan reaching a total valuation of $245 million. This trade volume underscores a deepening dependency, as mainland China’s market share in Taiwan increased to 48.65 per cent in Q1 2026, up from 47.92 per cent in the corresponding period of the previous year. While alternative sourcing hubs like Vietnam saw their influence wane - with their market share declining to 14.85 per cent - mainland manufacturers maintained their foothold by leveraging superior logistics and competitive cost structures.

Operational resilience and evolving cost dynamics

Industry analysts attribute this growth to the mainland’s robust industrial infrastructure, which has successfully offset global demand fluctuations. While the average unit price for garments across several markets declined by approximately 6.2 per cent due to aggressive pricing strategies, manufacturers have pivoted toward operational efficiency to protect margins. A prominent example is the widespread adoption of AI-powered inspection lines and automated stitching systems by large-scale producers like Shenzhou International, which now achieves 70 per cent automation in core knitwear production. This technological integration allows firms to absorb raw material cost volatility while meeting the stringent quality requirements of international and regional buyers. However, firms face mounting pressure, as the industry’s loss-making rate expanded to 35.6 per cent during the quarter, signaling that scaling volume remains critical to counterbalancing rising overheads.

Mainland China’s garment industry functions as the global benchmark for textile production, operating over 45,000 factories that prioritize high-volume automation and vertical integration. With a 32 per cent global export market share, the sector serves major international brands alongside domestic and regional Asian markets. Growth strategies currently center on ‘new quality productive forces,’ focusing on digital transformation, high-tech fiber development, and sustainable manufacturing processes to mitigate the impact of rising labor costs and trade protectionism.

 

The Tamil Nadu textile and apparel sector is undergoing a structural evolution, shifting focus toward high-growth segments such as man-made fiber (MMF) and technical textiles. During a recent industry consultation in Tiruppur, Giriraj Singh, Union Textile Minister underscored the urgency for local manufacturers to utilize the national Production Linked Incentive (PLI) scheme. With the central government recently approving 96 companies under the third round of the initiative - committing over Rs 12,800 crore in investments nationwide - the window for state-level industrial expansion is narrowing. By incentivizing value-added manufacturing, the government aims to catalyze a shift away from traditional cotton-only reliance, positioning Tamil Nadu to capture a larger share of the global synthetic apparel market.

Scaling infrastructure and export ambitions

The strategic drive is not merely about capacity, but technical sophistication. Industry leaders, including the Apparel Export Promotion Council (AEPC), are pushing for targeted export revenue of $21 billion from the state by 2030. To reach this, regional stakeholders are advocating for enhanced machinery manufacturing capabilities within the knitting and weaving clusters. A case in point is the newly inaugurated GM Testing Laboratory at the South India Textile Research Association in Coimbatore, which serves as a critical infrastructure asset for exporters to ensure compliance with global organic and quality standards. As the state targets Rs 1,000 crore in technical textile investment by 2030, the integration of such testing facilities with PLI-backed manufacturing is expected to drive long-term industrial resilience and export competitiveness.

A corner of India’s textile landscape

Tamil Nadu remains the cornerstone of India’s textile landscape, accounting for approximately 23 per ecnt of the nation’s total textile exports. The state primarily focuses on knitwear, apparel, and home textiles, with an emerging emphasis on technical textiles. Industry growth is currently steered by the AEPC and regional bodies like the Tiruppur Exporters Association, which are actively pursuing a diversification strategy to boost output and move up the value chain toward synthetic fibers.

 

Marking a shift towards its long-term lifecycle management, Uniqlo is aggressively expanding its RE.UNIQLO initiative across mainland China. The brand recently completed a comprehensive upgrade to its Shanghai flagship studios, introducing the ‘Heart Clothing Renewal’ project. This move transitions the retailer from simple garment collection toward a more sophisticated, value-added service model that incorporates upcycling and traditional Japanese Sashiko embroidery. By transforming garments - including those with minor manufacturing defects - into unique, artisanal pieces, Uniqlo is effectively tackling the industry-wide challenge of post-consumer waste while driving deeper consumer engagement with its core LifeWear philosophy.

Market integration and consumer adoption

This expansion addresses the growing demand among Chinese consumers for sustainable retail options, a trend increasingly supported by national policy shifts toward ecological civilization. Industry analysts suggest that Uniqlo’s model serves as a vital bridge in a market historically dominated by rapid consumption. By embedding craftsmanship into the repair process, Uniqlo is successfully repositioning 'second-hand' as a premium, artistic consumer choice, noted a senior retail consultant. The initiative also leverages localized partnerships with regional manufacturers to standardize these upcycling techniques. As the brand continues to scale these studios across Tier-1 cities, the objective remains clear: to standardize circularity as a core business operation rather than a supplementary advocacy campaign, effectively decoupling growth from raw material extraction.

Committed to societal contribution and textile innovation

A brand under the Fast Retailing Co Group, Uniqlo specializes in high-quality, functional casual wear under its ‘LifeWear’ philosophy. A dominant force in Asia, the brand focuses on staple categories like outerwear, Heattech and AIRism. It maintains an ambitious international expansion strategy, emphasizing sustained financial growth and sustainable manufacturing, with a deep historical commitment to societal contribution and textile innovation.

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