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データ整理の世界市場

Data Wrangling

出版日
ページ情報
英文 193 Pages
納期
即日から翌営業日
適宜更新あり
価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=146.99円
データ整理の世界市場
出版日: 2024年08月29日
発行: Global Industry Analysts, Inc.
ページ情報: 英文 193 Pages
納期: 即日から翌営業日
GIIご利用のメリット
  • 全表示
  • 概要
  • 目次
概要

データ整理の世界市場は2030年までに79億米ドルに達する見込み

2023年に22億米ドルと推定されるデータ整理の世界市場は、2030年には79億米ドルに達し、分析期間2023-2030年のCAGRは19.9%で成長すると予測されます。本レポートで分析したセグメントの1つであるデータ整理サービスは、CAGR 17.6％を記録し、分析期間終了時には21億米ドルに達すると予測されます。データ整理ツール分野の成長率は、分析期間中CAGR 20.8％と推定されます。

米国市場は推定5億9,200万米ドル、中国はCAGR18.4％で成長予測

米国のデータ整理市場は、2023年に5億9,200万米ドルと推定されます。世界第2位の経済大国である中国は、分析期間2023-2030年のCAGR18.4%で推移し、2030年までに12億米ドルの市場規模に達すると予測されています。その他の注目すべき地域別市場としては、日本とカナダがあり、分析期間中のCAGRはそれぞれ18.2%と16.9%と予測されています。欧州では、ドイツがCAGR約14.1%で成長すると予測されています。

世界のデータ整理市場動向と促進要因まとめ

データ整理とは何か、なぜビッグデータの成功に不可欠なのか？

データ整理は、しばしばデータマウンティングと呼ばれ、分析に備えるために生データをある形式から別の形式に変換し、マッピングするプロセスです。このデータ準備の重要な段階は、生データをクリーニングし、構造化し、より消化しやすく有用な形式にリッチ化することです。企業や組織は、IoTデバイス、ソーシャルメディア、トランザクションシステムなど、さまざまなソースから膨大な量の非構造化データを蓄積しているため、ビッグデータの爆発的な増加に伴い、データ整理の重要性が高まっています。効果的なデータ整理は、このデータを正確に分析し、実用的な洞察を提供し、戦略的な意思決定を促進し、業務効率を向上させます。この重要なステップがなければ、生データは不完全で一貫性がなく、不正確な場合が多いため、収集されたデータの多くは利用されないままになってしまいます。

データ整理はデータの品質と分析をどのように強化しますか？

データ整理は、クリーニングの段階で欠損値、エラー、不整合などの問題に対処することで、データの質を高めます。このプロセスには、データの変換やエンリッチ化も含まれ、データ形式の正規化、値の修正、データのコンテキストを豊かにするためのデータセットの統合などが含まれます。例えば、企業内のさまざまな部門のデータを統合することで、業務の包括的なビューを提供することができます。さらに、データ整理の構造化フェーズでは、データを機械学習アルゴリズム用のモデルレディなフォーマットに変換するなど、分析により適したフォーマットにデータを整理するのに役立ちます。データの品質と構造を改善することで、データ整理はより高度で正確な分析を容易にし、企業がデータ資産から予測的洞察と戦略的インテリジェンスを引き出すことを可能にします。

データ整理の課題とは？

その重要性にもかかわらず、データ整理は複雑で時間のかかる、しばしば困難なプロセスです。主な課題の一つは、膨大な量と種類のデータであり、データ専門家が手作業で管理するには圧倒されてしまいます。データ・ソースごとに、構造、品質レベル、含まれる情報の種類が異なるため、異なるアプローチが必要になる場合があります。さらに、データ整理のツールやテクニックは、データ作成の急速なペースや新たに出現する非構造化データの種類に対応するために、常に進化し続けなければなりません。また、特にGDPRやHIPAAなどの規制を遵守して機密情報や個人情報を扱う場合、その処理プロセスにおいてデータのプライバシーとセキュリティを確保することも重要な課題です。これらの課題には、熟練したデータ専門家だけでなく、データ整理の多くの側面を自動化し、効率性と精度を向上させる高度なツールが必要です。

データ整理市場の成長の原動力は？

データ整理市場の成長は、ビジネス戦略におけるデータ分析の重要性の高まりを反映した、いくつかの要因によってもたらされています。デジタル技術によって生成されるデータの急激な増加は、組織が競争優位のためにこのデータを活用しようとする大きなきっかけとなっています。アナリティクス技術が高度化するにつれ、高品質で十分に準備されたデータに対する需要はかつてないほど高まっています。人工知能と機械学習における革新も大きな推進力であり、これらのテクノロジーは正確なモデルを訓練するために大量の管理されたデータセットを必要とするからです。さらに、業界全体でデータ主導の意思決定が推進されているため、複雑なデータ情勢から価値ある洞察を引き出そうとする企業にとって、データ整理は不可欠な能力となっています。さらに、より高いデータ品質とプライバシーを求める規制の圧力が、コンプライアンスとセキュリティを保証する高度なデータ整理ソリューションへの投資を企業に促しています。このような背景から、データ整理は、データ管理とアナリティクスという広い視野の中で、重要かつ成長し続ける分野であると言えます。

調査対象企業の例（全44件）

  • Alteryx, Inc.
  • Brillio
  • Cooladata Ltd.
  • Dataiku, Inc
  • Datameer, Inc.
  • Hitachi Vantara Corporation
  • IBM Corporation
  • Ideata Analytics
  • Impetus Technologies
  • Infogix
  • Informatica, LLC
  • Innovative Routines International（IRI）
  • Onedot AG
  • Oracle Corporation
  • Paxata
  • Rapid Insight.
  • SAS Institute, Inc.
  • Talend SA
  • Teradata Corporation
  • TIBCO Software, Inc.
  • TMMData
  • Trifacta
  • Unifi Software

目次

第1章 調査手法

第2章 エグゼクティブサマリー

  • 市場概要
  • 主要企業
  • 市場動向と促進要因
  • 世界市場の見通し

第3章 市場分析

  • 米国
  • カナダ
  • 日本
  • 中国
  • 欧州
  • フランス
  • ドイツ
  • イタリア
  • 英国
  • その他欧州
  • アジア太平洋
  • その他の地域

第4章 競合

目次
Product Code: MCP11464

Global Data Wrangling Market to Reach US$7.9 Billion by 2030

The global market for Data Wrangling estimated at US$2.2 Billion in the year 2023, is expected to reach US$7.9 Billion by 2030, growing at a CAGR of 19.9% over the analysis period 2023-2030. Data Wrangling Services, one of the segments analyzed in the report, is expected to record a 17.6% CAGR and reach US$2.1 Billion by the end of the analysis period. Growth in the Data Wrangling Tools segment is estimated at 20.8% CAGR over the analysis period.

The U.S. Market is Estimated at US$592.0 Million While China is Forecast to Grow at 18.4% CAGR

The Data Wrangling market in the U.S. is estimated at US$592.0 Million in the year 2023. China, the world's second largest economy, is forecast to reach a projected market size of US$1.2 Billion by the year 2030 trailing a CAGR of 18.4% over the analysis period 2023-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 18.2% and 16.9% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 14.1% CAGR.

Global Data Wrangling Market - Key Trends and Drivers Summarized

What Is Data Wrangling and Why Is It Fundamental to Big Data Success?

Data wrangling, often referred to as data munging, is the process of transforming and mapping raw data from one form into another to prepare it for analysis. This essential phase of data preparation involves cleaning, structuring, and enriching raw data into a more digestible and useful format. The importance of data wrangling has escalated with the explosion of big data, as businesses and organizations accumulate vast amounts of unstructured data from various sources including IoT devices, social media, and transactional systems. Effective data wrangling ensures that this data can be accurately analyzed to provide actionable insights, drive strategic decision-making, and enhance operational efficiency. Without this critical step, much of the data collected would remain untapped, as raw data is often incomplete, inconsistent, or imprecise.

How Does Data Wrangling Enhance Data Quality and Analysis?

Data wrangling enhances the quality of data by addressing issues such as missing values, errors, and inconsistencies during the cleaning phase. This process also involves transforming and enriching data, which may include normalizing data formats, correcting values, and integrating datasets to enrich the data's context. For instance, data from different departments within a company can be amalgamated to provide a comprehensive view of operations. Furthermore, the structuring phase of data wrangling helps in organizing the data into a more appropriate format for analysis, such as converting data into model-ready formats for machine learning algorithms. By improving data quality and structure, data wrangling facilitates more sophisticated and accurate analyses, allowing businesses to unlock predictive insights and strategic intelligence from their data assets.

What Are the Challenges Associated with Data Wrangling?

Despite its importance, data wrangling can be a complex, time-consuming, and often challenging process. One of the primary challenges is the sheer volume and variety of data, which can be overwhelming for data professionals to manage manually. Each data source may require a different approach due to varying structures, quality levels, and the types of information contained. Additionally, data wrangling tools and techniques must continuously evolve to keep up with the rapid pace of data creation and the emerging varieties of unstructured data. Another significant challenge is ensuring data privacy and security during the wrangling process, especially when handling sensitive or personal information in compliance with regulations such as GDPR or HIPAA. These challenges necessitate not only skilled data professionals but also advanced tools that can automate many aspects of data wrangling to improve efficiency and accuracy.

What Drives the Growth in the Data Wrangling Market?

The growth in the data wrangling market is driven by several factors, reflecting the increasing importance of data analytics in business strategy. The exponential growth of data generated by digital technologies is a major catalyst, as organizations seek to harness this data for competitive advantage. As analytics technologies become more sophisticated, the demand for high-quality, well-prepared data is higher than ever. Innovations in artificial intelligence and machine learning are also significant drivers, as these technologies require large volumes of curated datasets to train accurate models. Furthermore, the push towards data-driven decision-making across industries has made data wrangling an essential capability for companies looking to extract valuable insights from complex data landscapes. Additionally, regulatory pressures for higher data quality and privacy are pushing businesses to invest in advanced data wrangling solutions that ensure compliance and security. Together, these drivers ensure that data wrangling remains a critical and growing field within the broader landscape of data management and analytics.

Select Competitors (Total 44 Featured) -

  • Alteryx, Inc.
  • Brillio
  • Cooladata Ltd.
  • Dataiku, Inc
  • Datameer, Inc.
  • Hitachi Vantara Corporation
  • IBM Corporation
  • Ideata Analytics
  • Impetus Technologies
  • Infogix
  • Informatica, LLC
  • Innovative Routines International (IRI)
  • Onedot AG
  • Oracle Corporation
  • Paxata
  • Rapid Insight.
  • SAS Institute, Inc.
  • Talend SA
  • Teradata Corporation
  • TIBCO Software, Inc.
  • TMMData
  • Trifacta
  • Unifi Software

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

  • 1. MARKET OVERVIEW
    • Influencer Market Insights
    • Data Wrangling - Global Key Competitors Percentage Market Share in 2024 (E)
    • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2024 (E)
    • Global Economic Update
  • 2. FOCUS ON SELECT PLAYERS
  • 3. MARKET TRENDS & DRIVERS
    • Surge in Big Data Analytics Drives Demand for Data Wrangling Tools
    • Growing Need for Faster Decision-Making Bolsters Adoption of Data Wrangling Solutions
    • Increasing Complexity of Data Sources Spurs Innovations in Data Wrangling Technologies
    • Growing Focus on Predictive Analytics Enhances Need for Robust Data Wrangling Tools
    • Adoption of Data Wrangling Tools in Healthcare to Improve Patient Care and Research
    • Growing Investments in Data-Driven Strategies Propel the Data Wrangling Tools Market
    • Enhanced Focus on Operational Efficiency Bolsters Adoption of Data Wrangling Solutions in SMEs
    • Need for Agile Data Handling in Financial Services Spurs Data Wrangling Tool Deployments
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: World Recent Past, Current & Future Analysis for Data Wrangling by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 2: World 7-Year Perspective for Data Wrangling by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2024 & 2030
    • TABLE 3: World Recent Past, Current & Future Analysis for Tools by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 4: World 7-Year Perspective for Tools by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 5: World Recent Past, Current & Future Analysis for Services by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 6: World 7-Year Perspective for Services by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 7: World Recent Past, Current & Future Analysis for Cloud by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 8: World 7-Year Perspective for Cloud by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 9: World Recent Past, Current & Future Analysis for On-Premise by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 10: World 7-Year Perspective for On-Premise by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 11: World Recent Past, Current & Future Analysis for BFSI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 12: World 7-Year Perspective for BFSI by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 13: World Recent Past, Current & Future Analysis for Travel & Hospitality by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 14: World 7-Year Perspective for Travel & Hospitality by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 15: World Recent Past, Current & Future Analysis for Government by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 16: World 7-Year Perspective for Government by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 17: World Recent Past, Current & Future Analysis for Other Verticals by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 18: World 7-Year Perspective for Other Verticals by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 19: World Data Wrangling Market Analysis of Annual Sales in US$ Thousand for Years 2014 through 2030
    • TABLE 20: World Recent Past, Current & Future Analysis for Retail & eCommerce by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 21: World 7-Year Perspective for Retail & eCommerce by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 22: World Recent Past, Current & Future Analysis for IT & Telecom by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 23: World 7-Year Perspective for IT & Telecom by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2024 (E)
    • TABLE 24: USA Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 25: USA 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 26: USA Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 27: USA 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 28: USA Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 29: USA 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • CANADA
    • TABLE 30: Canada Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 31: Canada 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 32: Canada Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 33: Canada 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 34: Canada Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 35: Canada 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • JAPAN
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2024 (E)
    • TABLE 36: Japan Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 37: Japan 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 38: Japan Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 39: Japan 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 40: Japan Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 41: Japan 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • CHINA
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2024 (E)
    • TABLE 42: China Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 43: China 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 44: China Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 45: China 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 46: China Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 47: China 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • EUROPE
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2024 (E)
    • TABLE 48: Europe Recent Past, Current & Future Analysis for Data Wrangling by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 49: Europe 7-Year Perspective for Data Wrangling by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK and Rest of Europe Markets for Years 2024 & 2030
    • TABLE 50: Europe Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 51: Europe 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 52: Europe Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 53: Europe 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 54: Europe Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 55: Europe 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • FRANCE
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2024 (E)
    • TABLE 56: France Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 57: France 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 58: France Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 59: France 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 60: France Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 61: France 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • GERMANY
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2024 (E)
    • TABLE 62: Germany Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 63: Germany 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 64: Germany Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 65: Germany 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 66: Germany Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 67: Germany 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • ITALY
    • TABLE 68: Italy Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 69: Italy 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 70: Italy Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 71: Italy 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 72: Italy Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 73: Italy 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • UNITED KINGDOM
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2024 (E)
    • TABLE 74: UK Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 75: UK 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 76: UK Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 77: UK 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 78: UK Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 79: UK 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • REST OF EUROPE
    • TABLE 80: Rest of Europe Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 81: Rest of Europe 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 82: Rest of Europe Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 83: Rest of Europe 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 84: Rest of Europe Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 85: Rest of Europe 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • ASIA-PACIFIC
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2024 (E)
    • TABLE 86: Asia-Pacific Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 87: Asia-Pacific 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 88: Asia-Pacific Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 89: Asia-Pacific 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 90: Asia-Pacific Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 91: Asia-Pacific 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • REST OF WORLD
    • TABLE 92: Rest of World Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 93: Rest of World 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 94: Rest of World Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 95: Rest of World 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 96: Rest of World Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 97: Rest of World 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030

IV. COMPETITION