データ準備ソフトウェアの世界市場レポート 2025年

データ準備ソフトウェア市場規模は、今後数年で急成長が見込まれます。2029年には年間平均成長率（CAGR）14.1％で33億5,000万米ドルに成長します。予測期間の成長は、AIと機械学習機能のデータ準備ソフトウェアへの統合、技術の進歩、スケーラブルで俊敏なデータ準備プラットフォームへのシフト、データ準備とデータガバナンスフレームワークの統合、データ準備とデータ統合プラットフォームの統合に起因すると考えられます。予測期間の主な動向には、AIと機械学習機能のデータ準備ソフトウェアへの統合、技術の進歩、スケーラブルでアジャイルなデータ準備プラットフォームへのシフト、データ準備とデータガバナンスフレームワークの統合、データ準備とデータ統合プラットフォームの統合などがあります。

セルフサービス型データ準備ツールに対する需要の高まりが、今後数年間のデータ準備ソフトウェア市場の拡大を促進すると予測されています。こうしたセルフサービス・ツールを利用すれば、ユーザーは豊富な技術的知識やITサポートを必要とせずに、生データを操作してアクセス可能な形式に変換することができます。このようなツールの需要は、データ分析の俊敏性とアクセシビリティの向上に対するニーズとともに、データの複雑化と量の増加により高まっています。データ準備ソフトウェアは、データクレンジング、統合、エンリッチメントを簡素化するソリューションを提供することで、この需要をサポートし、効率的でユーザーフレンドリーなデータ準備オプションのニーズを促進しています。例えば、米国を拠点とするソフトウェア開発会社GRUBBRRによると、セルフサービス・キオスク技術は2022年から2032年にかけて収益の50％を生み出し、この分野は2028年までに510億5,000万米ドルに達すると予測されています。その結果、セルフサービス型データ準備ツールに対するニーズの高まりが、データ準備ソフトウェア市場の成長に拍車をかけています。

データ準備ソフトウェア市場の主要企業は、競争力を維持するために先進的なソリューションの革新に注力しています。その顕著な例が、データのサイロ化を解消することを目的とした新しいIBMビジネスアナリティクス・エンタープライズソフトウェアの開発です。このエンタープライズ・ソフトウェアは、組織が異種ソースからのデータを統合するのを支援し、データ主導の迅速な意思決定と予測不可能な混乱に対する巧みな管理を可能にします。IBMが2023年11月にビジネス・アナリティクス・エンタープライズ・ソフトウェアを発売することは、データのサイロを取り払い、プランニングとアナリティクスのプロセスを合理化するというコミットメントを強調するものです。データ・サイロの破壊、ビジネス・インテリジェンス機能、AIを活用したプランニングなどの機能を提供するこのプラットフォームは、企業がよりデータ主導型のアプローチを採用し、合理的なプランニングと意思決定を促進することを支援します。

目次

第1章 エグゼクティブサマリー

第2章 市場の特徴

第3章 市場動向と戦略

第4章 市場- 金利、インフレ、地政学、コロナ、回復が市場に与える影響を含むマクロ経済シナリオ

第5章 世界の成長分析と戦略分析フレームワーク

• 世界データ準備ソフトウェア PESTEL分析（政治、社会、技術、環境、法的要因、促進要因、抑制要因）
• 最終用途産業の分析
• 世界のデータ準備ソフトウェア市場：成長率分析
• 世界のデータ準備ソフトウェア市場の実績：規模と成長, 2019-2024
• 世界のデータ準備ソフトウェア市場の予測：規模と成長, 2024-2029, 2034F
• 世界データ準備ソフトウェア総アドレス可能市場（TAM）

第6章 市場セグメンテーション

• 世界のデータ準備ソフトウェア市場：タイプ別、実績と予測, 2019-2024, 2024-2029F, 2034F
• クラウドベース
• ウェブベース
• 世界のデータ準備ソフトウェア市場：展開別、実績と予測, 2019-2024, 2024-2029F, 2034F
• オンプレミス
• ホスト
• 世界のデータ準備ソフトウェア市場価格モデル別、実績と予測, 2019-2024, 2024-2029F, 2034F
• サブスクリプション
• 一度
• 世界のデータ準備ソフトウェア市場機能別、実績と予測, 2019-2024, 2024-2029F, 2034F
• データ統合
• データクレンジング
• データ変換
• データプロファイリング
• 世界のデータ準備ソフトウェア市場：業界別、実績と予測, 2019-2024, 2024-2029F, 2034F
• 銀行、金融サービス、保険（BFSI）
• ヘルスケア
• 製造業
• 小売り
• 通信
• エネルギー
• 教育
• 世界のデータ準備ソフトウェア市場、クラウドベースのタイプ別サブセグメンテーション、実績と予測, 2019-2024, 2024-2029F, 2034F
• パブリッククラウド
• プライベートクラウド
• ハイブリッドクラウド
• マルチクラウド
• 世界のデータ準備ソフトウェア市場、Webベースのタイプ別サブセグメンテーション、実績と予測, 2019-2024, 2024-2029F, 2034F
• SaaS（サービスとしてのソフトウェア）
• PaaS（サービスとしてのプラットフォーム）
• オンデマンド Webアプリケーション

第7章 地域別・国別分析

• 世界のデータ準備ソフトウェア市場：地域別、実績と予測, 2019-2024, 2024-2029F, 2034F
• 世界のデータ準備ソフトウェア市場：国別、実績と予測, 2019-2024, 2024-2029F, 2034F

第8章 アジア太平洋市場

第9章 中国市場

第10章 インド市場

第11章 日本市場

第12章 オーストラリア市場

第13章 インドネシア市場

第14章 韓国市場

第15章 西欧市場

第16章 英国市場

第17章 ドイツ市場

第18章 フランス市場

第19章 イタリア市場

第20章 スペイン市場

第21章 東欧市場

第22章 ロシア市場

第23章 北米市場

第24章 米国市場

第25章 カナダ市場

第26章 南米市場

第27章 ブラジル市場

第28章 中東市場

第29章 アフリカ市場

第30章 競合情勢と企業プロファイル

• データ準備ソフトウェア市場：競合情勢
• データ準備ソフトウェア市場：企業プロファイル
  • Amazon Web Services Inc. Overview, Products and Services, Strategy and Financial Analysis
  • Microsoft Corporation Overview, Products and Services, Strategy and Financial Analysis
  • International Business Machines Corporation Overview, Products and Services, Strategy and Financial Analysis
  • Oracle Corporation Overview, Products and Services, Strategy and Financial Analysis
  • Salesforce.com Inc. Overview, Products and Services, Strategy and Financial Analysis

第31章 その他の大手企業と革新的企業

• SAS Institute Inc.
• SAP SE
• Hitachi Vantara Corporation
• NICE Ltd.
• Teradata Corporation
• Informatica Inc.
• Tibco Software Inc.
• Quest Software Inc.
• Alteryx Inc.
• Rapid Insight Inc.
• QlikTech International AB
• Altair Engineering Inc.
• Micro Strategy Incorporated
• DataRobot Inc.
• Dataiku Inc.

第32章 世界の市場競合ベンチマーキングとダッシュボード

第33章 主要な合併と買収

第34章 最近の市場動向

第35章 市場の潜在力が高い国、セグメント、戦略

• データ準備ソフトウェア市場2029：新たな機会を提供する国
• データ準備ソフトウェア市場2029：新たな機会を提供するセグメント
• データ準備ソフトウェア市場2029：成長戦略
  • 市場動向に基づく戦略
  • 競合の戦略

第36章 付録

Data preparation software comprises tools specifically engineered to streamline the cleaning, transformation, and organization of raw data, rendering it suitable for analysis. These solutions play a pivotal role in expediting data processing tasks, thereby ensuring the accuracy and efficiency required for informed decision-making processes driven by data.

The primary categories of data preparation software are cloud-based and web-based solutions. Web-based software is accessible through web browsers, necessitating only an internet connection for use. These solutions are deployed either on-premise or hosted, with pricing models typically offered as subscription-based or one-time payment options. Functionality encompasses data integration, cleansing, transformation, and profiling, serving various industry verticals such as banking, financial services, insurance (BFSI), healthcare, manufacturing, retail, telecom, energy, and education.

The data preparation software market research report is one of a series of new reports from The Business Research Company that provides data preparation software market statistics, including the data preparation software industry global market size, regional shares, competitors with data preparation software market share, detailed data preparation software market segments, market trends, and opportunities, and any further data you may need to thrive in the data preparation software industry. This data preparation software market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenarios of the industry.

The data preparation software market size has grown rapidly in recent years. It will grow from $1.73 billion in 2024 to $1.97 billion in 2025 at a compound annual growth rate (CAGR) of 14.3%. The growth in the historic period can be attributed to demand for data preparation in advanced analytics and AI applications, increasing investment in data preparation automation, adoption of data preparation for data science and machine learning projects, rising need for data preparation in data lakes and data warehouses, and rising demand for data preparation in regulatory reporting.

The data preparation software market size is expected to see rapid growth in the next few years. It will grow to $3.35 billion in 2029 at a compound annual growth rate (CAGR) of 14.1%. The growth in the forecast period can be attributed to integration of AI and machine learning capabilities into data preparation software, technological advancement, shift towards scalable and agile data preparation platforms, integration of data preparation with data governance frameworks, and integration of data preparation with data integration platforms. Major trends in the forecast period include the integration of AI and machine learning capabilities into data preparation software, technological advancement, shift towards scalable and agile data preparation platforms, integration of data preparation with data governance frameworks, and integration of data preparation with data integration platforms.

The rising demand for self-service data preparation tools is anticipated to drive the expansion of the data preparation software market in the coming years. These self-service tools allow users to manipulate and transform raw data into an accessible format without needing extensive technical knowledge or IT support. Demand for such tools is growing due to the increasing complexity and volume of data, along with the need for greater agility and accessibility in data analytics. Data preparation software supports this demand by offering solutions that simplify data cleansing, integration, and enrichment, thereby fostering the need for efficient, user-friendly data preparation options. For example, according to GRUBBRR, a U.S.-based software development company, self-service kiosk technology is projected to generate 50% of revenue from 2022 to 2032, with the sector expected to reach $51.05 billion by 2028. Consequently, the rising need for self-service data preparation tools is fueling growth in the data preparation software market.

Key players in the data preparation software market are focused on innovating advanced solutions to maintain a competitive edge. One notable example is the development of new IBM business analytics enterprise software aimed at dismantling data silos. This enterprise software assists organizations in consolidating data from disparate sources, enabling swift data-driven decision-making and adept management of unpredictable disruptions. IBM's launch of the business analytics enterprise software in November 2023 underscores its commitment to breaking down data silos and streamlining planning and analytics processes. Offering features such as data silo breakdown, business intelligence capabilities, and AI-powered planning, this platform empowers enterprises to embrace a more data-driven approach and foster streamlined planning and decision-making.

In February 2022, Alteryx Inc. strengthened its position in the data preparation software market by acquiring Trifacta Inc. This strategic acquisition aims to offer flexible deployment options across various cloud providers, enhance collaboration between IT and business teams, and deliver actionable insights. Trifacta Inc., known for its expertise in cloud data engineering and data preparation software, aligns with Alteryx's vision of providing robust data analytics automation platforms and facilitating seamless data-driven workflows.

Major companies operating in the data preparation software market are Amazon Web Services Inc., Microsoft Corporation, International Business Machines Corporation, Oracle Corporation, Salesforce.com Inc., SAS Institute Inc., SAP SE, Hitachi Vantara Corporation, NICE Ltd., Teradata Corporation, Informatica Inc., Tibco Software Inc., Quest Software Inc., Alteryx Inc., Rapid Insight Inc., QlikTech International AB, Altair Engineering Inc., Micro Strategy Incorporated, DataRobot Inc., Dataiku Inc., Datawatch Corporation, Unifi Software Inc., Datameer Inc., InfluxData Inc., Crate Tech Inc.

North America was the largest region in the data preparation software market in 2024. The regions covered in the data preparation software market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa.

The countries covered in the data preparation software market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA, Canada, Italy, Spain.

The data preparation software market consists of revenues earned by entities by providing services such as data cleansing, data integration, data wrangling, data enrichment, and data profiling. The market value includes the value of related goods sold by the service provider or included within the service offering. The data preparation software market also includes sales of servers, storage devices, networking equipment, and computing infrastructure. Values in this market are 'factory gate' values, that is the value of goods sold by the manufacturers or creators of the goods, whether to other entities (including downstream manufacturers, wholesalers, distributors and retailers) or directly to end customers. The value of goods in this market includes related services sold by the creators of the goods.

The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified).

The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.

Data Preparation Software Global Market Report 2025 from The Business Research Company provides strategists, marketers and senior management with the critical information they need to assess the market.

This report focuses on data preparation software market which is experiencing strong growth. The report gives a guide to the trends which will be shaping the market over the next ten years and beyond.

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Where is the largest and fastest growing market for data preparation software ? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward? The data preparation software market global report from the Business Research Company answers all these questions and many more.

The report covers market characteristics, size and growth, segmentation, regional and country breakdowns, competitive landscape, market shares, trends and strategies for this market. It traces the market's historic and forecast market growth by geography.

• The market characteristics section of the report defines and explains the market.
• The market size section gives the market size ($b) covering both the historic growth of the market, and forecasting its development.
• The forecasts are made after considering the major factors currently impacting the market. These include:

The forecasts are made after considering the major factors currently impacting the market. These include the Russia-Ukraine war, rising inflation, higher interest rates, and the legacy of the COVID-19 pandemic.

• Market segmentations break down the market into sub markets.
• The regional and country breakdowns section gives an analysis of the market in each geography and the size of the market by geography and compares their historic and forecast growth. It covers the growth trajectory of COVID-19 for all regions, key developed countries and major emerging markets.
• The competitive landscape chapter gives a description of the competitive nature of the market, market shares, and a description of the leading companies. Key financial deals which have shaped the market in recent years are identified.
• The trends and strategies section analyses the shape of the market as it emerges from the crisis and suggests how companies can grow as the market recovers.

Scope

• Markets Covered:1) By Type: Cloud Based; Web Based
• 2) By Deployment: On-Premise; Hosted
• 3) By Pricing Model: Subscription; One-Time
• 4) By Functionality: Data Integration; Data Cleansing; Data Transformation; Data Profiling
• 5) By Industry Vertical: Banking, Financial Services, And Insurance (BFSI); Healthcare; Manufacturing; Retail; Telecom; Energy; Education
• Subsegments:
• 1) By Cloud-Based: Public Cloud; Private Cloud; Hybrid Cloud; Multi-Cloud
• 2) By Web-Based: SaaS (Software As A Service); PaaS (Platform As A Service); On-Demand Web Applications
• Companies Mentioned: Amazon Web Services Inc.; Microsoft Corporation; International Business Machines Corporation; Oracle Corporation; Salesforce.com Inc.
• Countries: Australia; Brazil; China; France; Germany; India; Indonesia; Japan; Russia; South Korea; UK; USA; Canada; Italy; Spain
• Regions: Asia-Pacific; Western Europe; Eastern Europe; North America; South America; Middle East; Africa
• Time series: Five years historic and ten years forecast.
• Data: Ratios of market size and growth to related markets, GDP proportions, expenditure per capita,
• Data segmentations: country and regional historic and forecast data, market share of competitors, market segments.
• Sourcing and Referencing: Data and analysis throughout the report is sourced using end notes.
• Delivery format: PDF, Word and Excel Data Dashboard.

Table of Contents

1. Executive Summary

2. Data Preparation Software Market Characteristics

3. Data Preparation Software Market Trends And Strategies

4. Data Preparation Software Market - Macro Economic Scenario Including The Impact Of Interest Rates, Inflation, Geopolitics, Covid And Recovery On The Market

5. Global Data Preparation Software Growth Analysis And Strategic Analysis Framework

• 5.1. Global Data Preparation Software PESTEL Analysis (Political, Social, Technological, Environmental and Legal Factors, Drivers and Restraints)
• 5.2. Analysis Of End Use Industries
• 5.3. Global Data Preparation Software Market Growth Rate Analysis
• 5.4. Global Data Preparation Software Historic Market Size and Growth, 2019 - 2024, Value ($ Billion)
• 5.5. Global Data Preparation Software Forecast Market Size and Growth, 2024 - 2029, 2034F, Value ($ Billion)
• 5.6. Global Data Preparation Software Total Addressable Market (TAM)

6. Data Preparation Software Market Segmentation

• 6.1. Global Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Cloud Based
• Web Based
• 6.2. Global Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• On-Premise
• Hosted
• 6.3. Global Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Subscription
• One-Time
• 6.4. Global Data Preparation Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Data Integration
• Data Cleansing
• Data Transformation
• Data Profiling
• 6.5. Global Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Banking, Financial Services, And Insurance (BFSI)
• Healthcare
• Manufacturing
• Retail
• Telecom
• Energy
• Education
• 6.6. Global Data Preparation Software Market, Sub-Segmentation Of Cloud-Based, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Public Cloud
• Private Cloud
• Hybrid Cloud
• Multi-Cloud
• 6.7. Global Data Preparation Software Market, Sub-Segmentation Of Web-Based, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• SaaS (Software As A Service)
• PaaS (Platform As A Service)
• On-Demand Web Applications

7. Data Preparation Software Market Regional And Country Analysis

• 7.1. Global Data Preparation Software Market, Split By Region, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 7.2. Global Data Preparation Software Market, Split By Country, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

8. Asia-Pacific Data Preparation Software Market

• 8.1. Asia-Pacific Data Preparation Software Market Overview
• Region Information, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies
• 8.2. Asia-Pacific Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 8.3. Asia-Pacific Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 8.4. Asia-Pacific Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

9. China Data Preparation Software Market

• 9.1. China Data Preparation Software Market Overview
• 9.2. China Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
• 9.3. China Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
• 9.4. China Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion

10. India Data Preparation Software Market

• 10.1. India Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 10.2. India Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 10.3. India Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

11. Japan Data Preparation Software Market

• 11.1. Japan Data Preparation Software Market Overview
• 11.2. Japan Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 11.3. Japan Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 11.4. Japan Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

12. Australia Data Preparation Software Market

• 12.1. Australia Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 12.2. Australia Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 12.3. Australia Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

13. Indonesia Data Preparation Software Market

• 13.1. Indonesia Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 13.2. Indonesia Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 13.3. Indonesia Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

14. South Korea Data Preparation Software Market

• 14.1. South Korea Data Preparation Software Market Overview
• 14.2. South Korea Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 14.3. South Korea Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 14.4. South Korea Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

15. Western Europe Data Preparation Software Market

• 15.1. Western Europe Data Preparation Software Market Overview
• 15.2. Western Europe Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 15.3. Western Europe Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 15.4. Western Europe Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

16. UK Data Preparation Software Market

• 16.1. UK Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 16.2. UK Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 16.3. UK Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

17. Germany Data Preparation Software Market

• 17.1. Germany Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 17.2. Germany Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 17.3. Germany Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

18. France Data Preparation Software Market

• 18.1. France Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 18.2. France Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 18.3. France Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

19. Italy Data Preparation Software Market

• 19.1. Italy Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 19.2. Italy Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 19.3. Italy Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

20. Spain Data Preparation Software Market

• 20.1. Spain Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 20.2. Spain Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 20.3. Spain Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

21. Eastern Europe Data Preparation Software Market

• 21.1. Eastern Europe Data Preparation Software Market Overview
• 21.2. Eastern Europe Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 21.3. Eastern Europe Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 21.4. Eastern Europe Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

22. Russia Data Preparation Software Market

• 22.1. Russia Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 22.2. Russia Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 22.3. Russia Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

23. North America Data Preparation Software Market

• 23.1. North America Data Preparation Software Market Overview
• 23.2. North America Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 23.3. North America Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 23.4. North America Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

24. USA Data Preparation Software Market

• 24.1. USA Data Preparation Software Market Overview
• 24.2. USA Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 24.3. USA Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 24.4. USA Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

25. Canada Data Preparation Software Market

• 25.1. Canada Data Preparation Software Market Overview
• 25.2. Canada Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 25.3. Canada Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 25.4. Canada Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

26. South America Data Preparation Software Market

• 26.1. South America Data Preparation Software Market Overview
• 26.2. South America Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 26.3. South America Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 26.4. South America Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

27. Brazil Data Preparation Software Market

• 27.1. Brazil Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 27.2. Brazil Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 27.3. Brazil Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

28. Middle East Data Preparation Software Market

• 28.1. Middle East Data Preparation Software Market Overview
• 28.2. Middle East Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 28.3. Middle East Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 28.4. Middle East Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

29. Africa Data Preparation Software Market

• 29.1. Africa Data Preparation Software Market Overview
• 29.2. Africa Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 29.3. Africa Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 29.4. Africa Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

30. Data Preparation Software Market Competitive Landscape And Company Profiles

• 30.1. Data Preparation Software Market Competitive Landscape
• 30.2. Data Preparation Software Market Company Profiles
  • 30.2.1. Amazon Web Services Inc. Overview, Products and Services, Strategy and Financial Analysis
  • 30.2.2. Microsoft Corporation Overview, Products and Services, Strategy and Financial Analysis
  • 30.2.3. International Business Machines Corporation Overview, Products and Services, Strategy and Financial Analysis
  • 30.2.4. Oracle Corporation Overview, Products and Services, Strategy and Financial Analysis
  • 30.2.5. Salesforce.com Inc. Overview, Products and Services, Strategy and Financial Analysis

31. Data Preparation Software Market Other Major And Innovative Companies

• 31.1. SAS Institute Inc.
• 31.2. SAP SE
• 31.3. Hitachi Vantara Corporation
• 31.4. NICE Ltd.
• 31.5. Teradata Corporation
• 31.6. Informatica Inc.
• 31.7. Tibco Software Inc.
• 31.8. Quest Software Inc.
• 31.9. Alteryx Inc.
• 31.10. Rapid Insight Inc.
• 31.11. QlikTech International AB
• 31.12. Altair Engineering Inc.
• 31.13. Micro Strategy Incorporated
• 31.14. DataRobot Inc.
• 31.15. Dataiku Inc.

32. Global Data Preparation Software Market Competitive Benchmarking And Dashboard

33. Key Mergers And Acquisitions In The Data Preparation Software Market

34. Recent Developments In The Data Preparation Software Market

35. Data Preparation Software Market High Potential Countries, Segments and Strategies

• 35.1 Data Preparation Software Market In 2029 - Countries Offering Most New Opportunities
• 35.2 Data Preparation Software Market In 2029 - Segments Offering Most New Opportunities
• 35.3 Data Preparation Software Market In 2029 - Growth Strategies
  • 35.3.1 Market Trend Based Strategies
  • 35.3.2 Competitor Strategies

36. Appendix

• 36.1. Abbreviations
• 36.2. Currencies
• 36.3. Historic And Forecast Inflation Rates
• 36.4. Research Inquiries
• 36.5. The Business Research Company
• 36.6. Copyright And Disclaimer