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1736724

エラストマーコーティングの世界市場規模:タイプ別、技術別、用途別、地域範囲別、予測

Global Elastomeric Coating Market Size By Type (Acrylic, Polyurethane, Silicone), By Technology (Solvent-Borne, Water-Borne), By Application (Roof Coating, Wall Coating), By Geographic Scope And Forecast


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2~3営業日
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エラストマーコーティングの世界市場規模:タイプ別、技術別、用途別、地域範囲別、予測
出版日: 2025年05月06日
発行: Verified Market Research
ページ情報: 英文
納期: 2~3営業日
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概要

エラストマーコーティングの市場規模と予測

エラストマーコーティング市場規模は、2024年に174億米ドルと評価され、2026~2032年にかけてCAGR 14.10%で成長し、2032年には499億8,000万米ドルに達すると予測されます。

エラストマーコーティングは、エラストマーで構成される保護コーティングの一種です。エラストマーは、伸縮して元の形態に戻ることができる弾性を持つポリマーです。これらのコーティングは、コンクリート、金属、木材など様々な表面に柔軟性、弾力性、防水性を与えることを目的としています。紫外線や高温、湿潤などの過酷な気象条件から構造物を保護するために、建築や産業用途で頻繁に使用されています。エラストマーコーティングは、雨漏りを防ぎ、下地の寿命を延ばし、熱を反射してエネルギー効率を高めるために、屋根、橋、壁などに広く使用されています。

エラストマーコーティングは、さまざまな産業で人気が高まっていることから有望視されています。材料科学の進歩により、耐紫外線性、接着性、耐久性などの品質が向上した塗料が生まれると予想されます。

サステイナブル建築プラクティスとグリーンコンストラクションの増加は、省エネルギーを実現し、構造物の長寿命化に貢献するエラストマーコーティングの使用を刺激する可能性が高いです。ナノテクノロジーの利用など、塗布技術や配合の革新により、エラストマーコーティングの性能と汎用性が向上し、より多様な用途や環境に適したものになる可能性があります。

エラストマーコーティングの世界市場力学

世界のエラストマーコーティング市場を形成している主要市場力学は以下の通りです。

主要市場促進要因

建設産業の成長:建設産業の成長:建設産業の成長はエラストマーコーティング市場の主要促進要因です。米国国勢調査局によると、米国の建築プロジェクト額は2022年に1兆7,900億米ドルに達し、2021年から10.2%増加します。この拡大は、建物の外装や屋根用途に使用されるエラストマーコーティングの需要に直接的な影響を与えます。

エネルギー効率重視の高まり:エネルギー効率の高い建物への需要がエラストマーコーティングの使用を増加させています。米国エネルギー省によると、エラストマーなどの冷涼屋根用塗料は、商業ビルのピーク時の冷房需要を10~15%低下させることができます。この省エネルギーの可能性が、反射型エラストマーコーティングの需要を押し上げています。

建物保護に対する意識の高まり:エラストマーコーティング市場は、建築物の環境保護に対する意識の高まりによって成長しています。米国海洋大気庁(NOAA)によると、米国では2022年に18件の気象・気候危機が発生し、それぞれの損失額は10億米ドルを超えました。悪天候の発生頻度の増加が、保護コーティングの需要を押し上げています。

厳しい環境規制:環境に関する法律が、エコフレンドリーエラストマーコーティングの需要を押し上げています。環境保護庁(EPA)は、1990~2014年の間に建築用塗料からの揮発性有機化合物(VOC)排出量が60%削減されたと主張しています。この動向は、低VOCと水性エラストマーコーティングの技術革新を促し、その結果、これらの製品の市場を拡大しています。

主要課題

環境規制:塗料に含まれるVOC(揮発性有機化合物)の含有量を規制する厳しい環境規制は、エラストマーコーティング事業にとって問題となる可能性があります。これらの規制を遵守するためには、配合の変更が頻繁に必要となり、その結果、性能特性に影響を与えたり、製造コストが上昇したりする可能性があります。メーカーは常に変化する規制に対応し、製品の有効性を犠牲にすることなく、エコフレンドリー代替品を製造するための研究に取り組まなければなりません。

耐久性のばらつき:エラストマーコーティングの耐久性はよく知られていますが、その性能は配合や塗布手順、環境条件によって異なる場合があります。耐久性のばらつきは一貫性のない結果をもたらし、消費者の満足度や製品への信頼に影響を与えます。メーカーは、複数の製品や用途にわたって一貫した品質と信頼性を確保するという課題に直面し続けています。

互換性の問題:エラストマーコーティングは、コンクリート、金属、木材など、さまざまな基材に適合しなければなりません。しかし、基材の特性は密着性や性能に影響を与える可能性があります。相溶性が悪いと、剥離やひび割れ、接着不良を引き起こし、塗膜の効果を低下させる可能性があります。このような相溶性の問題に対処するためには、配合や塗布方法を改善するための継続的な研究開発が必要です。

高いコスト:エラストマーコーティングは従来型コーティングよりも高価であることが多いです。これは、原料費、複雑な製造方法、専門的な塗布技術が要求されるためです。初期の出費は大きいかもしれないが、長期的な耐久性とコスト削減によって補われることが多いです。しかし、中小企業や予算に敏感な消費者にとっては、コストが高いことが負担となり、その結果、採用率が低下したり、より安価な選択肢との競合が生じたりします。

主要動向

サステイナブルソリューションへの需要の高まり:環境に優しくサステイナブル建材への要望が高まっており、低VOCで環境性能に優れたエラストマーコーティングへの需要が高まっています。メーカー各社は、優れた性能を維持しながら環境への影響を低減する配合に取り組んでいます。この動向は、グリーンビルディングの実践や持続可能性を優先する法律への幅広いシフトと一致しており、その結果、コーティング技術が進歩し、環境配慮型製品の市場が拡大しています。

配合技術の進歩:新しいエラストマーコーティングの配合は、その性能と適応性を向上させています。ナノテクノロジーやポリマーブレンドは、柔軟性、耐久性、耐紫外線性などの品質を向上させるために使用されています。こうした技術的進歩により、より優れた保護性能と長寿命を実現し、さまざまな用途や状況における特定のニーズを満たすコーティング剤が生み出されています。

屋根用塗料の採用増加:エラストマー塗料は、その優れた防水性と柔軟性により、屋根用塗料として普及しつつあります。この動向を後押ししているのは、環境課題に耐え、屋根の寿命を延ばすことができる、長持ちし、メンテナンスの手間が少ない屋根システムに対する需要です。コーティング技術の進歩により、接着性、耐候性、塗布の簡便性が改善され、住宅と商業施設の両方の屋根に人気のある選択肢となっています。

研究開発投資の増加:各社は、エラストマーコーティング技術を開発・改良するため、研究開発に大規模な投資を行っています。これには、新規原料の調査、配合の改良、塗布方法の開発などが含まれます。競合を維持し、変化する市場ニーズに対応するため、研究開発活動は耐用年数、接着性、耐環境性などの性能向上に向けられます。

目次

第1章 世界のエラストマーコーティング市場の導入

  • 市場概要
  • 調査範囲
  • 前提条件

第2章 エグゼクティブサマリー

第3章 VERIFIED MARKET RESEARCHの調査手法

  • データマイニング
  • バリデーション
  • 一次資料
  • データソース一覧

第4章 エラストマーコーティングの世界市場展望

  • 概要
  • 市場力学
    • 促進要因
    • 抑制要因
    • 機会
  • ポーターのファイブフォースモデル
  • バリューチェーン分析

第5章 エラストマーコーティングの世界市場:タイプ別

  • 概要
  • アクリル
  • ポリウレタン
  • シリコーン
  • ブチル

第6章 エラストマーコーティングの世界市場:技術別

  • 概要
  • 溶剤系
  • 水性

第7章 エラストマーコーティングの世界市場:用途別

  • 概要
  • 屋根用コーティング
  • 壁用コーティング
  • フロアコーティング

第8章 エラストマーコーティングの世界市場:地域別

  • 概要
  • 北米
    • 米国
    • カナダ
    • メキシコ
  • 欧州
    • ドイツ
    • 英国
    • フランス
    • その他の欧州
  • アジア太平洋
    • 中国
    • 日本
    • インド
    • その他のアジア太平洋
  • その他
    • ラテンアメリカ
    • 中東・アフリカ

第9章 世界のエラストマーコーティング市場の競合情勢

  • 概要
  • 各社の市場ランキング
  • 主要開発戦略

第10章 企業プロファイル

  • PPG Industries Inc.
  • Dow and Asian Paints
  • The Sherwin-Williams Company
  • BASF SE
  • Axalta Coating Systems
  • Nippon Paints
  • Clariant
  • JotunA/S
  • The Valspar Corporation

第11章 付録

  • 関連調査
目次
Product Code: 40365

Elastomeric Coating Market Size And Forecast

Elastomeric Coating Market size was valued at USD 17.4 Billion in 2024 and is projected to reach USD 49.98 Billion by 2032, growing at a CAGR of 14.10% during the forecast period 2026-2032.

Elastomeric coating is a type of protective coating composed of elastomers, which are polymers with elastic qualities that allow them to stretch and return to their original shape. These coatings are intended to give a flexible, resilient, and waterproof layer over a variety of surfaces, including concrete, metal, and wood. They are frequently used in construction and industrial applications to shield structures from harsh weather conditions such as UV radiation, high temperatures, and wetness. Elastomeric coatings are extensively used on roofs, bridges, and walls to prevent leaks, extend the life of the substrate, and increase energy efficiency by reflecting heat.

Elastomeric coatings are promising due to their growing popularity in a variety of industries. Advances in material science are anticipated to result in the creation of coatings with improved qualities such as UV resistance, adhesion, and durability.

The increase in sustainable building practices and green construction is likely to stimulate the use of elastomeric coatings, which provide energy savings and contribute to longer-lasting structures. Innovations in application techniques and formulas, such as the use of nanotechnology, may improve the performance and versatility of elastomeric coatings, making them appropriate for an expanded variety of applications and environments.

Global Elastomeric Coating Market Dynamics

The key market dynamics that are shaping the global elastomeric coating market include:

Key Market Drivers:

Growing Construction Industry: The construction industry's growth is a key driver for the elastomeric coating market. According to the United States Census Bureau, the value of building projects in the United States will reach $1.79 trillion in 2022, up 10.2% from 2021. This expansion has a direct impact on the demand for elastomeric coatings used in building exteriors and roofing applications.

Increasing Focus on Energy Efficiency: The demand for energy-efficient buildings is increasing the use of elastomeric coatings. According to the US Department of Energy, cool roof coatings, such as elastomeric materials, can lower peak cooling demand in commercial buildings by 10-15%. This energy-saving potential is driving up demand for reflective elastomeric coatings.

Rising Awareness of Building Protection: The market for elastomeric coatings is growing due to increased awareness of environmental protection for buildings. According to the National Oceanic and Atmospheric Administration (NOAA), there were 18 weather and climate crisis occurrences in the United States in 2022, each with a loss of more than $1 billion. The increased frequency of adverse weather occurrences is pushing the demand for protective coatings.

Stringent Environmental Regulations: Environmental laws are driving the demand for eco-friendly elastomeric coatings. The Environmental Protection Agency (EPA) claims that between 1990 and 2014, volatile organic compound (VOC) emissions from architectural coatings were reduced by 60%. This trend is pushing innovation in low-VOC and water-based elastomeric coatings, hence growing the market for these products.

Key Challenges:

Environmental Regulations: Stringent environmental rules governing the VOC (Volatile Organic Compounds) content of coatings may present problems for the elastomeric coating business. Compliance with these requirements frequently necessitates formulation changes, which can affect performance attributes and raise production costs. Manufacturers must constantly adjust to changing rules and engage in research to produce environmentally friendly alternatives without sacrificing product efficacy.

Durability Variability: Although elastomeric coatings are well-known for their longevity, performance can vary depending on formulation, application procedures, and ambient conditions. Variability in durability can produce inconsistent results, affecting consumer happiness and faith in the product. Manufacturers continue to face challenges in ensuring consistent quality and reliability across several products and applications.

Compatibility Issues: Elastomeric coatings must be compatible with a variety of substrates, such as concrete, metal, and wood. However, substrate properties can influence adherence and performance. Incompatibility difficulties might cause peeling, cracking, or poor adhesion, reducing the coating's effectiveness. Addressing these compatibility issues necessitates continuous research and development to improve formulations and application procedures.

High Costs: Elastomeric coatings are often more expensive than conventional coatings. This might be ascribed to raw material costs, complex manufacturing methods, and the requirement for specialist application techniques. While the initial expenditure may be substantial, it is frequently compensated by long-term durability and cost savings. However, the higher cost can be prohibitive for smaller enterprises or budget-conscious consumers, resulting in slower adoption rates and competition from less expensive options.

Key Trends:

Growing Demand for Sustainable Solutions: There is a growing desire for eco-friendly and sustainable construction materials, which is boosting demand for elastomeric coatings with low VOCs and superior environmental performance. Manufacturers are working on formulas that reduce environmental impact while keeping good performance. This trend is consistent with a broader shift toward green building practices and legislation that prioritizes sustainability, resulting in advancements in coating technologies and a growing market for environmentally conscious products.

Advancements in Formulation Technology: New elastomeric coating formulations are improving their performance and adaptability. Nanotechnology and polymer blends are used to increase qualities like as flexibility, durability, and UV resistance. These technical advancements are resulting in the creation of coatings that provide better protection and have a longer lifespan, fulfilling specific needs in a variety of applications and situations.

Rising Adoption in Roof Coatings: Elastomeric coatings are becoming more popular for roofing applications due to their superior waterproofing and flexibility. This trend is driven by the demand for long-lasting, low-maintenance roofing systems that can endure environmental challenges and extend roof life. Coating technology advancements have improved adhesion, weather resilience, and simplicity of application, making them a popular choice for both residential and commercial roofs.

Increased Research and Development Investments: Companies are investing extensively in R&D to create and improve elastomeric coating technology. This includes investigating novel raw ingredients, improving formulas, and creating application methods. To remain competitive and fulfill changing market needs, R&D activities are directed toward improving performance qualities such as increased longevity, adhesion, and environmental resistance.

Global Elastomeric Coating Market Regional Analysis

Here is a more detailed regional analysis of the global elastomeric coating market:

North America:

North America continues to lead the global elastomeric coating market, owing to a strong construction industry and a focus on sustainable building solutions. The United States and Canada are driving this increase, thanks to major infrastructure investments, stringent building codes, and a growing emphasis on energy efficiency. As of 2023, the U.S. Green Building Council reports over 80,000 LEED-certified projects across the country, accounting for more than 13.8 billion square feet of building space. This shift toward sustainable construction increases demand for elastomeric coatings, which are prized for their energy-saving capabilities and durability. The US Census Bureau forecasts that construction investment in the US will reach $1.98 trillion in 2023, which will have a direct impact on the rising use of elastomeric coatings in new and renovated buildings.

North America's elastomeric coatings market. The increasing frequency of extreme weather occurrences, with 28 climate disasters surpassing $1 billion in losses reported by NOAA in 2023, is pushing the demand for resilient construction solutions. Elastomeric coatings protect such environments, increasing building durability. The US Department of Energy predicts that cool roof coatings, especially elastomeric forms, can reduce peak cooling demand by 10-15%, resulting in energy savings in the face of escalating energy costs and demanding efficiency regulations. Technological improvements also play a part, with the American Coatings Association investing over $1 billion in research and development in 2023 to improve elastomeric coating compositions. These factors contribute to North America's strong market position and expected growth in elastomeric coatings.

Asia Pacific:

The Asia Pacific region is rapidly emerging as the fastest-growing market for elastomeric coatings, owing to rapid urbanization, significant infrastructure development, and rising disposable incomes in countries such as China, India, and Southeast Asian nations. The region's thriving building industry is bolstered by favorable government policies and growing awareness of the advantages of elastomeric coatings. According to the Asian Development Bank (ADB), Asia Pacific's urban population will increase by 63% between 2017 and 2050, considerably increasing demand for new development and infrastructure projects.

China and India are important contributors to this expansion, with China's building output estimated at $4.5 trillion in 2022 and India investing $134 billion for infrastructure development in its 2023-24 budget. Furthermore, Southeast Asia's construction market is expected to reach $1.5 trillion by 2025, with strong development in countries such as Indonesia, Vietnam, and the Philippines.

Several factors contribute to the growth of the elastomeric coating market in Asia Pacific. The tremendous urbanization trend in the region needs major construction and infrastructure projects, resulting in a high demand for elastomeric coatings. These coatings are critical for protecting structures from a variety of climatic conditions while also increasing durability, which is increasingly essential as countries such as China and India spend massively on infrastructure.

Furthermore, the focus on sustainable and energy-efficient buildings is driving market expansion, with over 2,000 green building projects accredited in the region by 2023. Technological breakthroughs and significant R&D investments, totaling nearly $780 million in 2022, are also advancing elastomeric coating technologies to satisfy the region's specific needs, hence supporting the market's strong growth.

Global Elastomeric Coating Market Segmentation Analysis

The Global Elastomeric Coating Market is Segmented on the basis of Type, Technology, Application, And Geography.

Elastomeric Coating Market, By Type

  • Acrylic
  • Polyurethane
  • Silicone
  • Butyl

Based on Type, the market is bifurcated into Acrylic, Polyurethane, Silicone, and Butyl. Acrylic is the main segment in the elastomeric coating market, with the largest market share. Its appeal stems from its high flexibility, adhesion, and UV resistance, which make it suited for a wide range of applications including wall coatings, roof coatings, and floor coatings. Silicone is the fastest-growing segment, thanks to its better durability, water-repellent properties, and tolerance to extreme temperatures. Silicone coatings are particularly popular for high-performance applications such as industrial and marine coatings, where long-term protection is required.

Elastomeric Coating Market, By Technology

  • Solvent-Borne
  • Water-Borne

Based on Technology, the market is segmented into Solvent-Borne and Water-Borne. Solvent-borne elastomeric coatings have long dominated the market due to their better performance and durability. However, increased environmental concerns and laws have prompted a shift toward water-based coatings. While solvent-borne coatings continue to dominate the industry, water-borne coatings are rapidly expanding due to lower VOC emissions, less environmental impact, and growing customer desire for sustainable products. The trend towards water-based coatings is projected to continue as governments and companies prioritize environmentally friendly solutions.

Elastomeric Coating Market, By Application

  • Roof Coating
  • Wall Coating
  • Floor Coating

Based on Application, the market is segmented into Roof Coating, Wall Coating, and Floor Coating. Roof coating is the dominating segment in the elastomeric coating market, owing to the demand for long-lasting and weather-resistant roof protection. Its appeal is due to its capacity to increase roof durability, improve energy efficiency, and lower maintenance costs. Wall coating, is the fastest-growing market, owing to increased consumer awareness of the benefits of elastomeric coatings in terms of building aesthetics, durability, and maintenance requirements. Wall coatings are especially popular in residential and commercial structures due to they provide an affordable way to protect and enhance outside surfaces.

Elastomeric Coating Market, By Geography

  • North America
  • Europe
  • Asia Pacific
  • Rest of the World
  • On the basis of geographical analysis, the Global Elastomeric Coating Market is classified into North America, Europe, Asia Pacific, and the Rest of the world. North America presently dominates the elastomeric coating market, owing to its well-established construction sector and high demand for long-lasting building materials. However, the Asia Pacific area is the fastest-growing market, driven by rapid urbanization, infrastructure development, and rising disposable incomes. While North America is a prominent player, the Asia Pacific region's rapid expansion is projected to have a considerable impact on the worldwide elastomeric coating market in the coming years.

Key Players

The "Global Elastomeric Coating Market" study report will provide valuable insight with an emphasis on the global market. The major players in the market are PPG Industries Inc., The Sherwin-Williams Company, BASF SE, Axalta Coating Systems, Nippon Paints, Clariant, JotunA/S, The Valspar Corporation, Dow and Asian Paints. The competitive landscape section also includes key development strategies, market share, and market ranking analysis of the above-mentioned players globally.

Our market analysis also entails a section solely dedicated to such major players wherein our analysts provide an insight into the financial statements of all the major players, along with product benchmarking and SWOT analysis. The competitive landscape section also includes key development strategies, market share, and market ranking analysis of the above-mentioned players globally.

  • Elastomeric Coating Market Recent Developments
  • In December 2023, WEG created a new coating that promised considerable benefits to offshore sectors. Using WrapX technology, the coating is based on high-performance elastomeric coatings, which effectively improve the longevity of the coated surface.
  • In April 2023, Gaco, a major roofing system manufacturer, introduced its newest product, GacoFlex A48, an acrylic elastomeric roof covering. This single-component coating is intended to be applied in a single pass, with the capacity to apply up to 80 wet mils (5 gal/SQ). The coating's elastomeric qualities extend the lifespan of roofs, improve their visual look, assure strong adhesion, offer great tensile strength, and provide good reflection.

TABLE OF CONTENTS

1 INTRODUCTION OF GLOBAL ELASTOMERIC COATING MARKET

  • 1.1 Overview of the Market
  • 1.2 Scope of Report
  • 1.3 Assumptions

2 EXECUTIVE SUMMARY

3 RESEARCH METHODOLOGY OF VERIFIED MARKET RESEARCH

  • 3.1 Data Mining
  • 3.2 Validation
  • 3.3 Primary Interviews
  • 3.4 List of Data Sources

4 GLOBAL ELASTOMERIC COATING MARKET OUTLOOK

  • 4.1 Overview
  • 4.2 Market Dynamics
    • 4.2.1 Drivers
    • 4.2.2 Restraints
    • 4.2.3 Opportunities
  • 4.3 Porters Five Force Model
  • 4.4 Value Chain Analysis

5 GLOBAL ELASTOMERIC COATING MARKET, BY TYPE

  • 5.1 Overview
  • 5.2 Acrylic
  • 5.3 Polyurethane
  • 5.4 Silicone
  • 5.5 Butyl

6 GLOBAL ELASTOMERIC COATING MARKET, BY TECHNOLOGY

  • 6.1 Overview
  • 6.2 Solvent-Borne
  • 6.3 Water-Borne

7 GLOBAL ELASTOMERIC COATING MARKET, BY APPLICATION

  • 7.1 Overview
  • 7.2 Roof Coating
  • 7.3 Wall Coating
  • 7.4 Floor Coating

8 GLOBAL ELASTOMERIC COATING MARKET, BY GEOGRAPHY

  • 8.1 Overview
  • 8.2 North America
    • 8.2.1 U.S.
    • 8.2.2 Canada
    • 8.2.3 Mexico
  • 8.3 Europe
    • 8.3.1 Germany
    • 8.3.2 U.K.
    • 8.3.3 France
    • 8.3.4 Rest of Europe
  • 8.4 Asia Pacific
    • 8.4.1 China
    • 8.4.2 Japan
    • 8.4.3 India
    • 8.4.4 Rest of Asia Pacific
  • 8.5 Rest of the World
    • 8.5.1 Latin America
    • 8.5.2 Middle East And Africa

9 GLOBAL ELASTOMERIC COATING MARKET COMPETITIVE LANDSCAPE

  • 9.1 Overview
  • 9.2 Company Market Ranking
  • 9.3 Key Development Strategies

10 COMPANY PROFILES

  • 10.1 PPG Industries Inc.
    • 10.1.1 Overview
    • 10.1.2 Financial Performance
    • 10.1.3 Product Outlook
    • 10.1.4 Key Developments
  • 10.2 Dow and Asian Paints
    • 10.2.1 Overview
    • 10.2.2 Financial Performance
    • 10.2.3 Product Outlook
    • 10.2.4 Key Developments
  • 10.3 The Sherwin-Williams Company
    • 10.3.1 Overview
    • 10.3.2 Financial Performance
    • 10.3.3 Product Outlook
    • 10.3.4 Key Developments
  • 10.4 BASF SE
    • 10.4.1 Overview
    • 10.4.2 Financial Performance
    • 10.4.3 Product Outlook
    • 10.4.4 Key Developments
  • 10.5 Axalta Coating Systems
    • 10.5.1 Overview
    • 10.5.2 Financial Performance
    • 10.5.3 Product Outlook
    • 10.5.4 Key Developments
  • 10.6 Nippon Paints
    • 10.6.1 Overview
    • 10.6.2 Financial Performance
    • 10.6.3 Product Outlook
    • 10.6.4 Key Developments
  • 10.7 Clariant
    • 10.7.1 Overview
    • 10.7.2 Financial Performance
    • 10.7.3 Product Outlook
    • 10.7.4 Key Developments
  • 10.8 JotunA/S
    • 10.8.1 Overview
    • 10.8.2 Financial Performance
    • 10.8.3 Product Outlook
    • 10.8.4 Key Developments
  • 10.9 The Valspar Corporation
    • 10.9.1 Overview
    • 10.9.2 Financial Performance
    • 10.9.3 Product Outlook
    • 10.9.4 Key Developments

11 Appendix

  • 11.1 Related Research