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Digital Textile Printing Equipment Market Size & Share 2026-2035

Report ID: GMI13654
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Published Date: October 2026
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Digital Textile Printing Equipment Market Size

The digital textile printing equipment market was valued at USD 2.00 billion in 2025 and is projected to reach USD 2.15 billion in 2026, advancing at 8.1% CAGR (2026-2035) to attain USD 4.32 billion by 2035.

Digital Textile Printing Equipment Market Key Takeaways

2025 Market Size
$ 2.00 Billion
2026 Market Size
$ 2.15 Billion
2035 Forecast Market Size
$ 4.32 Billion
CAGR (2026–2035)
8.1%
Regional Dominance
Largest Market
Asia Pacific
Fastest Growing Region
Asia Pacific
Key Players

  • Market Leader: Kornit Digital led with over 10.4% market share in 2025.

  • Leading Players: Top 5 players in this market include Kornit Digital, Durst Group, EFI Reggiani, MS Printing Solutions, Mimaki Engineering, which collectively held a market share of 33.4% in 2025.

Get Market Insights & Growth Opportunities

The digital textile printing equipment market is moving beyond its post-pandemic capital-spending correction as textile converters, garment decorators, and brand-linked production networks prioritize shorter runs, lower inventory exposure, and faster design refresh cycles. Demand is broadening from fashion-led printing into performance apparel, interior textiles, soft signage, and engineered fabrics, supporting a more diversified equipment procurement base.

GMI Analyst View

Based on our tracking of revenue across the industry's primary equipment providers, the digital textile printing equipment market recorded USD 1.70 billion in 2023-a contraction of 11.0% from the prior year-reflecting a post-pandemic demand correction as print service providers paused capital expenditure following aggressive equipment investment in 2021 and 2022. This cyclical trough, the sharpest in the dataset's observable history, underscores the market's sensitivity to credit conditions and buyer confidence during high-interest-rate environments, but it equally highlights the durability of the structural growth thesis: recovery was already visible in 2024, and the 2025 rebound includes a significant M&A-driven element that illustrates the industry's appetite for scale consolidation at the leading-supplier level.

Digital Textile Printing Equipment Market Trends, Growth Drivers & GMI Forecast Outlook

Sustainability requirements, greenfield textile investment, and higher-throughput digital architectures are expanding the addressable equipment base. Conversion remains selective because established analog assets retain economic relevance in high-volume environments, making application fit, substrate capability, and total deployment economics central to purchasing decisions.

Key Drivers

Driver Evidence signal Market-demand implication GMI forecast condition
EU sustainability mandates and the global pivot to low-waste textile production Digital textile printing generates 36% less water consumption per equivalent print volume compared with rotary-screen printing [1] Brand and mill compliance obligations under the EU Ecodesign for Sustainable Products Regulation and corporate environmental commitments drive accelerated equipment transition from analog screen to digital platforms across European and internationally exposed production facilities GMI forecasts regulatory compliance investment to sustain elevated equipment procurement cycles in Europe and across export-oriented mills serving EU buyers, supporting consistent capital allocation to digital printing systems through the forecast period
India's government-backed integrated textile infrastructure expansion India's PM-MITRA scheme has attracted USD 8.2 billion in declared investment interest across seven state-specific integrated textile park sites [2] Greenfield textile manufacturing clusters create immediate and concentrated demand for new digital printing equipment at scale, accelerating India's deployment of high-throughput scanning and single-pass systems across fashion, technical textile, and sportswear production categories GMI forecasts India's manufacturing infrastructure buildout to drive above-market equipment demand through 2035, anchoring Asia Pacific's regional leadership trajectory in the global digital textile printing equipment market
Printhead architecture and single-pass system advances enabling industrial-scale digital economics Single-pass printing arrays deposit all colorants in a single substrate transit, eliminating the reciprocating multi-pass scanning cycle and enabling throughput compatible with high-volume commercial textile production without proportionally increasing floor space or labor requirements Short-run and on-demand orders previously served by screen printing become economically viable at digital quality, broadening the addressable order base for digital equipment owners and shortening capital payback periods at mid-to-large production scales GMI forecasts single-pass adoption to accelerate through 2035, with the architecture's throughput and economic-threshold advantages increasingly reaching mid-scale commercial textile producers that were previously below the minimum volume threshold for single-pass viability
Get Market Insights & Growth Opportunities

*Evidence anchors use cited external data; demand implications and forecast conditions represent GMI analysis.*

Environmental performance is becoming a procurement issue rather than a purely reputational consideration. The EU Ecodesign for Sustainable Products Regulation establishes a framework that tightens product sustainability expectations across textile supply chains, including a prohibition on destruction of unsold apparel for large enterprises beginning in July 2026 and a textile-specific delegated act targeted for 2027 [3]. Mills serving European brands increasingly need production documentation that supports environmental qualification, which improves the strategic case for digital systems where water, chemical, and waste reduction can be demonstrated.

India's integrated-park rollout creates a concentrated equipment opportunity because new production sites can specify digital workflows during facility design rather than retrofit them around legacy analog infrastructure. The government's infrastructure commitment of USD 532 million is intended to unlock downstream private manufacturing investment across the seven PM-MITRA locations [2]. This favors a range of equipment purchases, from scanning and direct-to-garment platforms for specialized producers to single-pass lines for integrated mills with sustained production volumes.

Key Restraints

Restraint Evidence signal Market-demand implication GMI forecast condition
Structural dominance of analog printing limiting near-term equipment conversion Digital processes account for only 10-12% of global textile printing output, with analog screen and rotary systems retaining the large majority of installed production capacity [4] The scale of committed analog infrastructure-equipment, trained operators, ink inventory, and fixation chemistry-creates high switching costs and long replacement cycles, limiting the addressable annual digital conversion opportunity even in markets where digital economics are favorable GMI forecasts the analog-to-digital transition to remain gradual rather than disruptive, concentrating digital equipment growth in greenfield installations and order-book-driven capacity additions rather than in wholesale analog displacement at established mills
Entrenched rotary-screen market position in volume-dominated production environments Rotary-screen printing accounts for approximately 65% of global textile print market output [1] A deeply embedded analog base across South and Southeast Asian volume production centers-where rotary-screen economics remain competitive at high continuous-footage volumes-delays the demand conversion that would otherwise accelerate market growth GMI forecasts digital market growth to concentrate in applications where digital economics clearly exceed analog alternatives: short runs, complex design iterations, on-demand orders, and premium substrates, rather than in commodity continuous-footage yardage
Substrate-specific ink chemistry and pre-treatment processing requirements Reactive, acid, pigment, and sublimation ink systems each require substrate-matched pre-treatment chemistry, fixation methods, and post-print processing configurations that cannot be readily interchanged without process re-validation, new training, and in some cases additional capital infrastructure Multi-substrate production facilities must invest in separate ink systems, pre-treatment modules, and validated process profiles for each substrate-ink combination, raising effective capital expenditure well above equipment list price and extending deployment ROI timelines for mixed-substrate buyers GMI forecasts ink-system integration capability, substrate advisory services, and modular pre-treatment bundling to become differentiated competitive factors for equipment suppliers targeting mid-scale and multi-substrate buyers through 2035

*Evidence anchors use cited external data; demand implications and forecast conditions represent GMI analysis.*

Legacy analog assets remain difficult to displace because their economics are embedded in operating practices, trained labor, established ink inventories, and production schedules. A conversion decision therefore depends on the buyer's order mix rather than on print quality alone. Facilities with recurring short-run, high-design-complexity, or volatile demand patterns have a stronger business case for digital investment than mills dedicated to long, standardized production runs.

Ink and substrate requirements add another layer to total cost of ownership. Large roll-to-roll facilities may need to coordinate printing equipment with pre-treatment, steaming, washing, drying, water management, and effluent infrastructure. Suppliers that can validate the complete process configuration, rather than sell a printer in isolation, are better positioned with buyers operating across cotton, polyester, blended fabrics, and specialty materials.

GMI Analyst View

We view the forecast period as a gradual reallocation of capital toward applications where responsiveness, design complexity, and inventory discipline outweigh the unit-cost advantages of continuous analog production. Regulatory pressure strengthens the European case, while commercial economics and brand channel requirements remain the decisive conversion triggers across much of the global production base.

Digital Textile Printing Equipment Market Segment Analysis

By Machine Type

Scanning printers generated USD 800 million in 2025 and are projected to hold 35.0% of market revenue by 2035. The digital textile printing equipment market continues to rely on scanning systems where print quality, substrate flexibility, and efficient handling of medium-length runs matter more than peak throughput. Their operating versatility keeps them relevant for converters managing varied designs and fabric types.

Digital Textile Printing Equipment Market Size, by Machine Type, 2025 & 2035 (USD Billion)

To get key market trends
Single-pass printers are projected to reach USD 1.81 billion by 2035 and advance at 10.1% CAGR (2026-2035). Their fixed printhead arrays support continuous production and make the architecture most compelling for integrated mills and high-volume contract printers that can sustain utilization levels sufficient to justify higher machine investment.

Plotter printers accounted for 15.0% of market revenue in 2025 and are projected to reach USD 605 million by 2035. Demand is concentrated in wide-format soft signage, display textiles, and specialty interiors, where material width, color control, and production flexibility matter more than the industrial output profile required for fabric conversion lines.

Flatbed printers accounted for 10.0% of market revenue in 2025 and are projected to reach USD 389 million by 2035. Their role is most pronounced in applications involving panels, structured textiles, and materials that cannot move efficiently through roll-based transport systems, including engineered fabric assemblies and selected sportswear components.

By Printing Process

Roll-to-roll (R2R) systems generated USD 900 million in 2025 and are projected to retain 40.0% of market revenue by 2035. The process remains the revenue foundation for continuous fabric applications in apparel, home textiles, and soft signage because it accommodates a broad mix of textile substrates and ink technologies.

Direct-to-garment (DTG) printing is projected to reach USD 1.64 billion by 2035 and expand at 10.7% CAGR (2026-2035). DTG benefits from print-on-demand fulfillment, branded merchandise, and sportswear personalization, where direct decoration of finished garments reduces setup requirements and supports fast order turnaround.

Transfer-based printing accounted for 25.0% of market revenue in 2025 and is projected to reach USD 951 million by 2035. The process retains a strong role in polyester-rich performance apparel and display materials, where dye-sublimation workflows deliver color performance and wash durability while accommodating decoration of pre-finished garment components.

By Ink Type

Reactive ink generated USD 560 million in 2025 and is projected to account for 22.0% of market revenue by 2035. Its importance remains rooted in natural-fiber textile production, particularly cotton, linen, and viscose applications that require durable color performance for apparel and home-textile end uses.

Digital Textile Printing Equipment Market Share, by Ink Type, 2025

Pigment ink is projected to reach USD 1.21 billion by 2035 and grow at 11.7% CAGR (2026-2035). Improved pigment formulations are reducing process complexity for mixed-substrate producers by limiting dependence on extensive steaming and washing stages, strengthening their appeal where operational flexibility and lower resource intensity are priorities.

Sublimation ink accounted for 22.0% of market revenue in 2025 and is projected to reach USD 864 million by 2035. It remains well matched to polyester-based sportswear, swimwear, and interior applications, where vivid color reproduction and performance through repeated washing are central commercial requirements.

Direct disperse ink accounted for 18.0% of market revenue in 2025 and is projected to reach USD 691 million by 2035. The category serves high-throughput polyester printing, particularly in production environments where eliminating transfer media can improve workflow efficiency and support cost-sensitive fabric programs.

Acid ink accounted for 8.0% of market revenue in 2025 and is projected to reach USD 346 million by 2035. Its application base is specialized but defensible, spanning silk, nylon, polyamide, luxury fabrics, hosiery, and premium performance products that require substrate-specific color depth and brightness.

Other ink types are projected to reach USD 259 million by 2035 and expand at 12.7% CAGR (2026-2035). Emerging specialty formulations are gaining relevance in technical, medical, defense, and engineered-material applications where durability, functional performance, and compatibility with demanding substrates outweigh mainstream volume considerations.

By End-Use Application

Fashion, casual, and formal apparel generated USD 600 million in 2025 and are projected to account for 28.0% of market revenue by 2035. This application remains the largest buyer base because seasonal collection turnover, design differentiation, and smaller production batches make digital equipment commercially relevant across both luxury and mass-market apparel supply chains.

Home textiles accounted for 18.0% of market revenue in 2025 and are projected to reach USD 734 million by 2035. Customized bedding, upholstery, drapery, and furnishing fabrics favor digital production where design variety, rapid changeover, and premium collection management provide value beyond commodity yardage economics.

Soft signage and display accounted for 14.0% of market revenue in 2025 and are projected to reach USD 562 million by 2035. Retail visual merchandising, exhibitions, events, and architectural interiors support investment in wide-format systems that combine color fidelity with substrate versatility.

Sports and athletic apparel is projected to reach USD 950 million by 2035 and grow at 8.9% CAGR (2026-2035). Demand is reinforced by teamwear, fan merchandise, athleisure, and personalized performance products, all of which benefit from fast-turn production across polyester, cotton, and blended materials.

Technical textiles accounted for 12.0% of market revenue in 2025 and are projected to advance at 10.6% CAGR (2026-2035). Automotive interiors, protective apparel, medical textiles, and construction-grade fabrics increasingly require customized designs, traceability, and precise material specifications that are difficult to address economically through conventional printing methods.

Other applications accounted for 6.0% of market revenue in 2025 and are projected to reach USD 216 million by 2035. Niche aerospace, defense, and industrial uses create selective demand for equipment capable of supporting highly customized materials and stringent functional-performance requirements.

By Distribution Channel

Direct sales generated USD 1.10 billion in 2025 and are projected to account for 48.0% of market revenue by 2035. Industrial buyers favor direct engagement where system specification, financing, installation, workflow integration, and after-sales support require close coordination with the equipment supplier.

Indirect sales accounted for 35.0% of market revenue in 2025 and are projected to reach USD 1.51 billion in 2035. Regional distributors, value-added resellers, and system integrators remain important for smaller and geographically dispersed buyers that need localized installation, training, consumables access, and maintenance support.

Rental, leasing, and Print-as-a-Service arrangements accounted for 10.0% of market revenue in 2025 and are projected to grow at 13.8% CAGR (2026-2035). Flexible commercial models lower the initial capital threshold for smaller print service providers and enable suppliers to build recurring customer relationships around utilization, software, consumables, and service support.

GMI Analyst View

We see the segment mix shifting toward equipment that makes customization commercially viable at greater scale. Roll-to-roll platforms will remain essential to fabric converters, yet the stronger strategic pull is toward single-pass and DTG systems that connect digital production to on-demand fulfillment, shorter design cycles, and more flexible customer-order patterns.

Digital Textile Printing Equipment Market Regional Analysis

Digital Textile Printing Equipment Market Share, by Region, 2025 & 2035

Learn more about the key segments shaping this market

North America Digital Textile Printing Equipment Market Analysis

The digital textile printing equipment market in North America generated USD 560 million in 2025 and is projected to reach USD 1.12 billion by 2035. The region's premium equipment demand is supported by direct-to-consumer apparel, branded merchandise, retail soft signage, and performancewear production, where short runs and fast fulfillment carry greater economic weight than high-volume continuous output.

United States

The United States generated USD 476 million in 2025 and is projected to grow at 7.0% CAGR (2026-2035). The country's large print-on-demand ecosystem supports continued demand for DTG and industrial garment-decoration systems, while interest in shorter supply chains encourages investment in domestic digital production capacity.

Canada

Canada is projected to reach USD 191 million by 2035 and advance at 8.9% CAGR (2026-2035). Digital adoption is supported by opportunities among apparel SMEs, interior-textile producers, and specialized signage providers seeking differentiated output in a comparatively less-saturated market.

Europe Digital Textile Printing Equipment Market Analysis

Europe generated USD 600 million in 2025 and is projected to account for 28.0% of market revenue by 2035. The region combines high-value fashion and luxury production with technical textiles, furnishings, and increasingly stringent sustainability expectations, creating demand for equipment that can support design variation, traceability, and more resource-conscious production.

Germany

Germany generated USD 120 million in 2025 and is projected to reach USD 230 million by 2035. Its industrial textile base, spanning furnishing, protective, and technical fabrics, benefits from proximity to specialized equipment, ink, and service capabilities that facilitate deployment of advanced digital systems.

United Kingdom

The United Kingdom generated USD 96 million in 2025 and is projected to represent 14.0% of the European market by 2035. Print-on-demand fulfillment, branded merchandise, and sustainable-fashion positioning support equipment demand among producers using lower-waste manufacturing as part of a premium retail proposition.

France

France accounted for 12.0% of the European market in 2025 and is projected to reach USD 133 million by 2035. Luxury fashion, collection prototyping, limited-edition fabrics, and creative apparel production favor workflows that prioritize design originality and rapid iteration over standardized volume output.

Italy

Italy accounted for 18.0% of the European market in 2025 and is projected to reach USD 206 million by 2035. The country's luxury textile districts sustain demand for premium digital equipment able to manage natural-fiber substrates, high-value designs, and the rapid seasonal development cycles required by global fashion supply chains.

Spain

Spain accounted for 10.0% of the European market in 2025. Its established printing-service and home-textile base supports adoption across interior fabrics, fashion applications, and display printing, particularly where shorter production cycles improve responsiveness to changing retail demand.

Asia Pacific Digital Textile Printing Equipment Market Analysis

The digital textile printing equipment market in Asia Pacific generated USD 600 million in 2025 and is projected to account for 36.0% of market revenue by 2035. Its position rests on the scale of regional textile manufacturing, investment in integrated industrial clusters, and a broad supplier ecosystem ranging from global industrial specialists to domestic equipment manufacturers.

China

China generated USD 228 million in 2025 and is projected to represent 35.0% of Asia Pacific market revenue by 2035. Established printing clusters and a growing domestic equipment base reinforce adoption across mid-tier scanning and plotter categories while intensifying competitive pressure on international suppliers.

India

India is projected to reach USD 342 million by 2035 and expand at 13.4% CAGR (2026-2035). PM-MITRA-linked manufacturing clusters create a concentrated greenfield opportunity for digital equipment across apparel, technical textiles, and sportswear, giving suppliers a route to participate in new production capacity rather than legacy-facility replacement alone.

Japan

Japan generated USD 72 million in 2025 and is projected to account for 8.0% of Asia Pacific market revenue by 2035. Demand is shaped by exacting print-quality requirements, technical-fabric specialization, and advanced substrate and ink knowledge that favor suppliers with strong application support and material-compatibility credentials.

South Korea

South Korea accounted for 8.0% of Asia Pacific market revenue in 2025 and is projected to reach USD 109 million by 2035. Performance fabrics, synthetic textiles, and a digitally advanced manufacturing base support adoption where faster product cycles and functional-material requirements justify the transition from conventional production methods.

Australia

Australia is projected to reach USD 47 million by 2035. The market is small but comparatively premium, with soft signage, display textiles, and specialized technical applications benefiting from automation in a production environment where high labor costs strengthen the value proposition for digital workflows.

Latin America Digital Textile Printing Equipment Market Analysis

Latin America generated USD 140 million in 2025 and is projected to grow at 4.3% CAGR (2026-2035). Digital adoption remains concentrated in applications where design variety, shorter batch sizes, and faster turnaround materially improve economics relative to established analog operations, while equipment financing availability remains an important determinant of investment timing.

Brazil

Brazil generated USD 77 million in 2025 and is projected to reach USD 112 million by 2035. The country's apparel and activewear base, led by the Sao Paulo production cluster, supports continued digital adoption in print-on-demand, sportswear, and shorter-run garment-decoration applications.

Mexico

Mexico accounted for 25.0% of the Latin American market in 2025 and is projected to grow at 5.7% CAGR (2026-2035). Nearshore apparel manufacturing for North American buyers creates demand for production systems that can accommodate reduced lead times, smaller purchase orders, and frequent design changes.

Argentina

Argentina is expected to progress at a measured pace through the forecast period. Macroeconomic volatility and limited access to foreign currency for imported capital equipment continue to constrain the pace at which textile producers can transition to internationally sourced digital systems.

Middle East & Africa Digital Textile Printing Equipment Market Analysis

The Middle East & Africa digital textile printing equipment market accounted for 5.0% of global market revenue in 2025 and is projected to reach USD 216 million by 2035. Gulf industrial diversification, premium retail demand, and a growing commercial display market are expanding the regional opportunity, although adoption remains uneven across countries and application types.

UAE

The UAE generated USD 35 million in 2025 and is projected to reach USD 71 million by 2035. Its position as a regional printing-services, logistics, and luxury-retail hub supports demand for high-value textile printing systems serving domestic, tourism-linked, and re-export markets.

Saudi Arabia

Saudi Arabia accounted for 28.0% of the Middle East & Africa market in 2025 and is projected to reach USD 65 million by 2035. Industrial diversification under Vision 2030 is creating a more supportive setting for domestic textile and apparel production, opening new demand for equipment in developing industrial zones.

South Africa

South Africa accounted for 15.0% of the Middle East & Africa market in 2025 and is projected to reach USD 26 million by 2035. Johannesburg and Cape Town remain central demand centers for printing services, retail display, and event-production applications that favor wide-format plotter and scanning systems.

GMI Analyst View

We expect regional competition to be shaped by sharply different demand architectures. Europe rewards product differentiation and premium application expertise, while Asia Pacific offers the greatest equipment-volume opportunity through manufacturing-scale expansion. Gulf investment adds a strategically important growth corridor for suppliers able to provide local sales coverage, technical service, and application support.

Digital Textile Printing Equipment Market Share & Competitive Landscape

The digital textile printing equipment market share structure remains fragmented, with the five leading suppliers such as Kornit Digital, Durst Group, EFI Reggiani, MS Printing Solutions, and Mimaki Engineering collectively holding approximately 33.4% of global market revenue in 2025. Competition is shaped by application specialization, printhead and ink capabilities, regional service reach, workflow integration, and the ability to support buyers across different textile substrates and production scales.

Kornit Digital

Kornit Digital held 10.4% of global market revenue in 2025 and generated USD 208 million in company revenue during the year. The company is positioned strongly in industrial direct-to-garment and on-demand apparel production, where integrated workflow, automation, and substrate flexibility are central to customer purchasing decisions.

Durst Group

Durst Group held 6.8% of global market revenue in 2025. Its portfolio spans sublimation, direct-to-fabric, and industrial textile systems, positioning the company in premium fashion, home-textile, and technical-fabric applications where output quality, color management, and service capability carry considerable weight.

EFI Reggiani

EFI Reggiani held approximately 6.2% of global market revenue in 2025. The company's strength in high-speed industrial printing and reactive, pigment, and acid-ink applications supports its position with fabric converters requiring continuous production capability across fashion and home-textile programs.

MS Printing Solutions

MS Printing Solutions held an estimated 5.5% of global market revenue in 2025. Its concentration in single-pass industrial systems makes it particularly relevant to integrated textile producers seeking to shift substantial output volumes to digital workflows rather than deploy equipment primarily for sampling or short-run production.

Mimaki Engineering

Mimaki Engineering held approximately 4.5% of global market revenue in 2025. Its broad distribution reach and experience across multiple print technologies support adoption among small and mid-scale print service providers, especially in custom apparel, soft signage, and entry-to-mid-range textile applications.

Recent Industry Developments

Kornit Digital Acquires PrintFactory — April 2026

Kornit Digital completed its acquisition of PrintFactory in April 2026, extending its offering into cloud-native workflow, color management, and production-automation software. PrintFactory serves more than 10,000 active users and supports compatibility with over 3,500 printer and cutting-device models, strengthening Kornit's ability to address production-management and color-consistency barriers within complex digital print environments [5].

Kornit Digital Announces Commercial Availability of Atlas MATRIX — May 2026

Kornit Digital announced commercial availability of its Atlas MATRIX direct-to-garment platform in May 2026 following a global beta program. The system's Karbon Shield process is designed to enable single-step printing across cotton, polyester, and blended fabrics, reducing the workflow fragmentation that has historically complicated mixed-substrate DTG production [6].

Durst Group Launches Durst Como — June 2026

Durst Group launched Durst Como in June 2026 as a dedicated digital textile printing hub in Italy's Como district. The company described the facility as a center for textile research, product management, software development, and production, following the integration of Aleph SrL into the group's textile business [7].

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Authors:  Avinash Singh, Amit Patil

Frequently Asked Questions (FAQs):

The Digital Textile Printing Equipment Market size was estimated at USD 2.00 billion in 2025 and is expected to reach USD 2.15 billion in 2026.
The market is projected to reach USD 4.32 billion by 2035, growing at a CAGR of 8.1% from 2026 to 2035.
Asia Pacific currently holds the largest share of the Digital Textile Printing Equipment Market in 2025.
Asia Pacific is projected to be the fastest-growing region during the forecast period.
Some of the major players in Digital Textile Printing Equipment Market include Kornit Digital, Durst Group, EFI Reggiani, MS Printing Solutions, Mimaki Engineering.

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This report draws on a structured research process built around direct industry conversations, proprietary modelling, and rigorous cross-validation and not just desk research.

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Authors:  Avinash Singh, Amit Patil
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