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データ準備の世界市場

Data Preparation

出版日
ページ情報
英文 194 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
データ準備の世界市場
出版日: 2024年08月29日
発行: Global Industry Analysts, Inc.
ページ情報: 英文 194 Pages
納期: 即日から翌営業日
GIIご利用のメリット
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  • 概要
  • 目次
概要

データ準備の世界市場は2030年までに225億米ドルに達する見込み

2023年に68億米ドルと推定されるデータ準備の世界市場は、2023年から2030年にかけてCAGR 18.6%で成長し、2030年には225億米ドルに達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BSFIエンドユーズは、CAGR 19.0%を記録し、分析期間終了時には111億米ドルに達すると予測されます。小売エンドユーズ分野の成長率は、分析期間中CAGR16.0%と推定されます。

米国市場は19億米ドルと推定、中国はCAGR 17.8％で成長予測

米国のデータ準備市場は2023年に19億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、2030年までに34億米ドルの市場規模に達すると予測され、分析期間2023-2030年のCAGRは17.8%です。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、分析期間中にそれぞれ16.2%と16.2%のCAGRで成長すると予測されています。欧州では、ドイツがCAGR約13.8%で成長すると予測されています。

世界のデータ準備市場動向と促進要因まとめ

データ準備とは何か、なぜデータ分析の基礎となるのか？

データ準備は、データ分析ワークフローにおける重要なプロセスであり、生データのクリーニング、整理、分析に適したフォーマットへの変換を含みます。様々なソースから収集されたデータには、エラー、矛盾、冗長性、不完全性などが含まれていることが多く、適切に対処しなければ分析結果に歪みを生じさせる可能性があるため、このステップは不可欠です。効果的なデータ準備はデータの質を高め、その後の分析が正確で信頼できるものになることを保証します。この作業には、エラーを修正したり無関係なデータを削除したりするデータクレンジング、異なるソースからのデータを結合するデータ統合、データの再フォーマット化や再構築を行うデータ変換など、さまざまなタスクが含まれます。これらのプロセスは、データ分析に対応できるようにするために不可欠であり、企業やアナリストが有意義で実用的な洞察を効率的に導き出せるように支援します。

データ準備はビッグデータとアナリティクスの効果をどのように高めるのか？

ビッグデータ時代において、企業が扱うべきデータの量、種類、速度は劇的に増加しています。データ準備のツールやテクニックは、データセットが分析プロセスに入る前に、クリーンで、よく整理され、適切に構造化されていることを保証することで、この複雑性を管理する上で極めて重要な役割を果たします。高度なアナリティクスと機械学習の台頭により、高品質なデータへの要求はかつてないほど高まっています。データ準備は、分析アルゴリズムに投入されるデータセットに偏りや異常がなく、誤った結論につながる可能性がないことを保証します。さらに、十分に準備されたデータは、処理時間と必要なリソースを削減することで分析プロセスを大幅にスピードアップし、全体的な業務効率を高め、企業が市場の変化や社内の要求に迅速に対応できるようにします。

データ準備で組織が直面する課題とは？

その重要性にもかかわらず、データ準備にはいくつかの課題があります。構造化データベース、非構造化テキストファイル、そしてリアルタイムのデータストリームからのデータを統合して、まとまりのあるデータセットにすることは大変なことです。それぞれのソースは異なる処理技術を必要とし、準備プロセスを複雑で時間のかかるものにしています。さらに、準備段階を通じてデータの正確性と一貫性を維持することは、特に、隠れた重複、欠損値、不正確なエントリを含む可能性のある大量のデータを扱う場合、重要な課題です。データ量が増加するにつれて、データ準備に使用されるツールやプロセスも、パフォーマンスを低下させたり、コストを不釣り合いに増加させたりすることなく、拡張しなければなりません。

データ準備市場の成長の原動力は？

データ準備市場の成長は、戦略的意思決定や業務管理におけるデータの役割の拡大を反映した、いくつかの要因によってもたらされています。より多くの企業がデジタルトランスフォーメーションの取り組みに着手する中、複雑なデータの増加に対応できる堅牢なデータ準備ツールの必要性が極めて重要になっています。データ分析やビジネスインテリジェンスプラットフォームの普及も、データ準備ソリューションの需要を高めています。これらのプラットフォームが最適に機能するためには、クリーンで正確なデータが必要だからです。さらに、データのプライバシーと正確性に関する規制の圧力により、企業はコンプライアンスを確保するために高度なデータ準備ツールへの投資を余儀なくされています。自動化や人工知能などの技術の進歩により、データ準備ツールはより洗練され、ユーザーフレンドリーになり、技術的なバックグラウンドを持たないユーザーでも複雑なデータ準備タスクを実行できるようになっています。このようなデータ処理能力の民主化は、データの戦略的価値に対する意識の高まりとともに、データ準備市場の持続的な成長を保証し、データ中心のビジネス慣行を強化する上で重要な役割を果たすことを強調しています。

調査対象企業の例（全42件）

  • Alteryx, Inc.
  • Cambridge Semantics
  • ClearStory Data, Inc.
  • IBM Corporation
  • Informatica LLC
  • Lavastorm Analytics, Inc.
  • Microsoft Corporation
  • Qlik Technologies, Inc.
  • Rapid Insight.
  • SAP SE
  • SAS Institute, Inc.
  • Tableau Software, Inc.
  • Talend SA

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: MCP11456

Global Data Preparation Market to Reach US$22.5 Billion by 2030

The global market for Data Preparation estimated at US$6.8 Billion in the year 2023, is expected to reach US$22.5 Billion by 2030, growing at a CAGR of 18.6% over the analysis period 2023-2030. BSFI End-Use, one of the segments analyzed in the report, is expected to record a 19.0% CAGR and reach US$11.1 Billion by the end of the analysis period. Growth in the Retail End-Use segment is estimated at 16.0% CAGR over the analysis period.

The U.S. Market is Estimated at US$1.9 Billion While China is Forecast to Grow at 17.8% CAGR

The Data Preparation market in the U.S. is estimated at US$1.9 Billion in the year 2023. China, the world's second largest economy, is forecast to reach a projected market size of US$3.4 Billion by the year 2030 trailing a CAGR of 17.8% over the analysis period 2023-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 16.2% and 16.2% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 13.8% CAGR.

Global Data Preparation Market - Key Trends and Drivers Summarized

What Is Data Preparation and Why Is It Fundamental to Data Analysis?

Data preparation is a critical process in the data analysis workflow, involving the cleaning, organizing, and transforming of raw data into a format suitable for analysis. This step is essential because data collected from various sources often contains errors, inconsistencies, redundancies, and incompleteness that can skew analysis results if not properly addressed. Effective data preparation enhances the quality of data, ensuring that subsequent analyses are accurate and reliable. It involves various tasks such as data cleansing, where errors are corrected or irrelevant data is removed; data integration, where data from different sources is combined; and data transformation, where data is reformatted or restructured. These processes are vital for making data analysis-ready, helping businesses and analysts to derive meaningful and actionable insights efficiently.

How Does Data Preparation Enhance the Effectiveness of Big Data and Analytics?

In the era of big data, the volume, variety, and velocity of data that organizations need to handle have increased dramatically. Data preparation tools and techniques play a pivotal role in managing this complexity by ensuring that data sets are clean, well-organized, and structured properly before they enter any analytical process. With the rise of advanced analytics and machine learning, the demand for high-quality data has never been more critical. Data preparation ensures that the datasets fed into analytical algorithms are free from biases and anomalies that could lead to incorrect conclusions. Moreover, well-prepared data can significantly speed up the analysis process by reducing processing time and resources required, thereby enhancing overall operational efficiency and enabling businesses to respond more swiftly to market changes or internal demands.

What Challenges Do Organizations Face in Data Preparation?

Despite its importance, data preparation poses several challenges, primarily due to the diverse sources and formats of data that organizations collect today. Integrating data from structured databases, unstructured text files, and real-time data streams into a cohesive dataset can be daunting. Each source may require different handling techniques, making the preparation process complex and time-consuming. Additionally, maintaining the accuracy and consistency of data throughout the preparation phase is a significant challenge, especially when dealing with large volumes of data that may contain hidden duplicates, missing values, or incorrect entries. There's also the issue of scalability; as data volumes grow, the tools and processes used for data preparation must also scale without compromising performance or increasing costs disproportionately.

What Drives the Growth in the Data Preparation Market?

The growth in the data preparation market is driven by several factors, reflecting the expanding role of data in strategic decision-making and operational management. As more organizations embark on digital transformation initiatives, the need for robust data preparation tools that can handle increasing volumes of complex data becomes crucial. The proliferation of data analytics and business intelligence platforms has also heightened the demand for data preparation solutions, as these platforms require clean, accurate data to function optimally. Furthermore, regulatory pressures concerning data privacy and accuracy are compelling businesses to invest in advanced data preparation tools to ensure compliance. Technological advancements, such as automation and artificial intelligence, are making data preparation tools more sophisticated and user-friendly, enabling users without technical backgrounds to perform complex data preparation tasks. This democratization of data processing capabilities, along with the growing awareness of the strategic value of data, ensures sustained growth in the data preparation market, highlighting its critical role in enhancing data-centric business practices.

Select Competitors (Total 42 Featured) -

  • Alteryx, Inc.
  • Cambridge Semantics
  • ClearStory Data, Inc.
  • IBM Corporation
  • Informatica LLC
  • Lavastorm Analytics, Inc.
  • Microsoft Corporation
  • Qlik Technologies, Inc.
  • Rapid Insight.
  • SAP SE
  • SAS Institute, Inc.
  • Tableau Software, Inc.
  • Talend SA

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

  • 1. MARKET OVERVIEW
    • Influencer Market Insights
    • Data Preparation - Global Key Competitors Percentage Market Share in 2024 (E)
    • Global Economic Update
    • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2024 (E)
  • 2. FOCUS ON SELECT PLAYERS
  • 3. MARKET TRENDS & DRIVERS
    • Surge in Analytics and Business Intelligence Spurs Need for Robust Data Preparation Tools
    • Expansion of Data Lakes and the Need for Structured Data Environments Propel Data Preparation Efforts
    • Growing Complexity of Data Sources Necessitates More Comprehensive Data Preparation Solutions
    • Increased Adoption of Data Preparation in Healthcare for Research and Compliance
    • Rising Awareness of the Business Value of Clean and Prepared Data
    • Growing Use of Data Preparation Tools in Financial Services for Risk Management
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: 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$ Million for Years 2023 through 2030 and % CAGR
    • TABLE 2: World Historic Review 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$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 3: World 16-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 2014, 2024 & 2030
    • TABLE 4: 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$ Million for Years 2023 through 2030 and % CAGR
    • TABLE 5: World Historic Review for Cloud by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 6: World 16-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 2014, 2024 & 2030
    • TABLE 7: World Recent Past, Current & Future Analysis for BSFI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2023 through 2030 and % CAGR
    • TABLE 8: World Historic Review for BSFI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 9: World 16-Year Perspective for BSFI by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 10: World Recent Past, Current & Future Analysis for Retail by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2023 through 2030 and % CAGR
    • TABLE 11: World Historic Review for Retail by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 12: World 16-Year Perspective for Retail by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 13: 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$ Million for Years 2023 through 2030 and % CAGR
    • TABLE 14: World Historic Review 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$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 15: World 16-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 2014, 2024 & 2030
    • TABLE 16: World Recent Past, Current & Future Analysis for Other End-Uses by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2023 through 2030 and % CAGR
    • TABLE 17: World Historic Review for Other End-Uses by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 18: World 16-Year Perspective for Other End-Uses by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 19: World Data Preparation Market Analysis of Annual Sales in US$ Million for Years 2014 through 2030
    • TABLE 20: World Recent Past, Current & Future Analysis for Data Preparation by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2023 through 2030 and % CAGR
    • TABLE 21: World Historic Review for Data Preparation by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 22: World 16-Year Perspective for Data Preparation by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2014, 2024 & 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2024 (E)
    • TABLE 23: USA Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 24: USA Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 25: USA 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 26: USA Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 27: USA Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 28: USA 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • CANADA
    • TABLE 29: Canada Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 30: Canada Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 31: Canada 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 32: Canada Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 33: Canada Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 34: Canada 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • JAPAN
    • Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2024 (E)
    • TABLE 35: Japan Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 36: Japan Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 37: Japan 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 38: Japan Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 39: Japan Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 40: Japan 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • CHINA
    • Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2024 (E)
    • TABLE 41: China Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 42: China Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 43: China 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 44: China Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 45: China Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 46: China 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • EUROPE
    • Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2024 (E)
    • TABLE 47: Europe Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 48: Europe Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 49: Europe 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 50: Europe Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 51: Europe Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 52: Europe 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
    • TABLE 53: Europe Recent Past, Current & Future Analysis for Data Preparation by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Million for Years 2023 through 2030 and % CAGR
    • TABLE 54: Europe Historic Review for Data Preparation by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 55: Europe 16-Year Perspective for Data Preparation by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK and Rest of Europe Markets for Years 2014, 2024 & 2030
  • FRANCE
    • Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2024 (E)
    • TABLE 56: France Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 57: France Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 58: France 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 59: France Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 60: France Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 61: France 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • GERMANY
    • Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2024 (E)
    • TABLE 62: Germany Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 63: Germany Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 64: Germany 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 65: Germany Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 66: Germany Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 67: Germany 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • ITALY
    • TABLE 68: Italy Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 69: Italy Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 70: Italy 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 71: Italy Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 72: Italy Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 73: Italy 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • UNITED KINGDOM
    • Data Preparation 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 Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 75: UK Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 76: UK 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 77: UK Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 78: UK Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 79: UK 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • REST OF EUROPE
    • TABLE 80: Rest of Europe Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 81: Rest of Europe Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 82: Rest of Europe 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 83: Rest of Europe Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 84: Rest of Europe Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 85: Rest of Europe 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • ASIA-PACIFIC
    • Data Preparation 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 Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 87: Asia-Pacific Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 88: Asia-Pacific 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 89: Asia-Pacific Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 90: Asia-Pacific Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 91: Asia-Pacific 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • REST OF WORLD
    • TABLE 92: Rest of World Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 93: Rest of World Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 94: Rest of World 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 95: Rest of World Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 96: Rest of World Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 97: Rest of World 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030

IV. COMPETITION