データ準備ツールの世界市場レポート 2025年

データ準備ツール市場規模は、今後数年で飛躍的な成長が見込まれます。2029年にはCAGR22.8％で218億4,000万米ドルに成長します。予測期間の成長は、オンデバイスデータ準備タスクへのエッジAIの採用、データ準備タスクへのAIと機械学習の採用の増加、セルフサービスデータ準備ツールの需要の高まり、準備プロセスにおけるデータ品質とガバナンスのニーズの高まり、リアルタイムデータ準備機能の需要に起因します。予測期間における主な動向としては、技術の進歩、ビッグデータとIoTの拡大による拡張性の高いデータ準備ソリューションの需要拡大、チームベースのデータ準備プロジェクトにおけるコラボレーション機能、分散データ準備タスクにおける連携学習アプローチの採用、データ準備とデータガバナンスおよびスチュワードシッププラットフォームとの統合などが挙げられます。

急増するデータ量は、データ準備ツール市場の拡大を促進します。データには、分析のために収集された生の事実や数値が含まれ、デジタル化の進展、技術の進歩、接続デバイスの急増に後押しされて急成長を遂げています。このような急成長により、大規模なデータセットを扱う複雑さと規模を考慮すると、分析のためにデータを効率的に洗浄、変換、整理するデータ準備ツールの使用が必要となります。例えば、Linux Foundationが2022年12月に発表したレポートでは、平均的なエンドユーザ組織ではデータストレージ容量が毎年大幅に増加しており、データの著しい増加傾向が明らかになりました。このようなデータ量の増加は、生成される膨大なデータを管理・活用する上でデータ準備ツールが果たす役割の重要性を浮き彫りにしています。

データ準備ツール市場の主要企業は、データ処理作業を効率化する革新的な技術の開発を優先しています。SnapLogicが2023年8月に発表したジェネレーティブAIツール「SnapGPT」もその1つです。SnapGPTは、人工知能を活用してデータパイプラインの作成を効率化し、統合作業への迅速かつ直感的なアプローチを提供します。SnapGPTは、テキスト認識、画像認識、音声テキスト化機能、高速な統合プロトタイピングなどの機能を備えており、ユーザーは正確なクエリーを生成し、さまざまな形式のデータをシームレスに変換できます。AI主導の機能とユーザーフレンドリーな機能の統合により、データ統合ワークフローの効率性と有効性が向上し、データ主導型企業の進化するニーズに対応します。

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

• 世界データ準備ツール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
• 世界のデータ準備ツール市場：成長率分析
• 世界のデータ準備ツール市場の実績：規模と成長, 2019-2024
• 世界のデータ準備ツール市場の予測：規模と成長, 2024-2029, 2034F
• 世界データ準備ツール総アドレス可能市場（TAM）

第6章 市場セグメンテーション

• 世界のデータ準備ツール市場：プラットフォーム別、実績と予測, 2019-2024, 2024-2029F, 2034F
• セルフサービス
• データ統合
• 世界のデータ準備ツール市場：展開モード別、実績と予測, 2019-2024, 2024-2029F, 2034F
• オンプレミス
• クラウド
• 世界のデータ準備ツール市場：機能別、実績と予測, 2019-2024, 2024-2029F, 2034F
• データ収集
• データカタログ
• データ品質
• データガバナンス
• データの取り込み
• データキュレーション
• 世界のデータ準備ツール市場：業界別、実績と予測, 2019-2024, 2024-2029F, 2034F
• 情報技術（IT）と通信
• 小売業とeコマース
• 銀行、金融サービス、保険（BFSI）
• 政府
• ヘルスケア
• エネルギーと公共事業
• 交通機関
• 製造業
• その他の業種
• 世界のデータ準備ツール市場、セルフサービスのサブセグメンテーション、タイプ別、実績と予測, 2019-2024, 2024-2029F, 2034F
• データラングリング
• データクレンジング
• データ変換
• データの視覚化
• データプロファイリング
• 自動データ準備
• 世界のデータ準備ツール市場データ統合のサブセグメンテーション、タイプ別、実績と予測, 2019-2024, 2024-2029F, 2034F
• データ集約
• ETL（抽出、変換、ロード）統合
• データパイプライン管理
• リアルタイムデータ統合
• クラウドデータ統合
• データの移行と同期

第7章 地域別・国別分析

• 世界のデータ準備ツール市場：地域別、実績と予測, 2019-2024, 2024-2029F, 2034F
• 世界のデータ準備ツール市場：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

• データ準備ツール市場：競合情勢
• データ準備ツール市場：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
  • SAP SE 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

• Salesforce.com Inc.
• SAS Institute Inc.
• Hitachi Vantara Corporation
• Teradata Corporation
• Informatica Inc.
• Tibco Software Inc.
• Zoho DataPrep
• 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

• データ準備ツール市場2029：新たな機会を提供する国
• データ準備ツール市場2029：新たな機会を提供するセグメント
• データ準備ツール市場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 tools are software solutions engineered to streamline the collection, cleansing, and transformation of raw data into a usable format for analysis and reporting. By automating manual tasks and improving data quality, these tools empower organizations to extract valuable insights efficiently.

Data preparation tools primarily operate on self-service and data integration platforms. Self-service platforms empower users to independently cleanse, transform, and analyze data without extensive technical knowledge. These tools are deployed both on-premises and in the cloud, offering functionalities such as data collection, cataloging, quality assessment, governance, ingestion, and curation. They cater to various verticals including IT, telecom, retail, BFSI, government, healthcare, energy, transportation, manufacturing, and more.

The data preparation tools research report is one of a series of new reports from The Business Research Company that provides data preparation tools market statistics, including the data preparation tools industry's global market size, regional shares, competitors with a data preparation tools market share, detailed data preparation tools market segments, market trends, and opportunities, and any further data you may need to thrive in the data preparation tools industry. This data preparation tools 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 tools market size has grown exponentially in recent years. It will grow from $7.79 billion in 2024 to $9.59 billion in 2025 at a compound annual growth rate (CAGR) of 23.2%. The growth in the historic period can be attributed to the increasing complexity of data formats and sources driving tool sophistication, growth of data preparation as a service (DPaaS) offerings, use of data virtualization technology in preparation processes, development of industry-specific data preparation solutions, adoption of federated learning approaches for distributed data preparation tasks.

The data preparation tools market size is expected to see exponential growth in the next few years. It will grow to $21.84 billion in 2029 at a compound annual growth rate (CAGR) of 22.8%. The growth in the forecast period can be attributed to adoption of edge AI for on-device data preparation tasks, increasing adoption of AI and machine learning for data preparation tasks, growing demand for self-service data preparation tools, rising need for data quality and governance in preparation processes, demand for real-time data preparation capabilities. Major trends in the forecast period include technological advancements, expansion of big data and IoT driving demand for scalable data preparation solutions, collaboration features for team-based data preparation projects, adoption of federated learning approaches for distributed data preparation tasks, integration of data preparation with data governance and stewardship platforms.

The burgeoning volume of data is poised to drive the expansion of the data preparation tools market. Data, encompassing raw facts and figures collected for analysis, is witnessing rapid growth propelled by increased digitalization, technological advancements, and the proliferation of connected devices. This surge necessitates the use of data preparation tools to efficiently clean, transform, and organize data for analysis, given the complexity and scale of handling large datasets. For instance, a report by the Linux Foundation in December 2022 revealed significant data growth trends, with average end-user organizations experiencing substantial annual increases in data storage capacity. The data growth witnessed underscores the critical role of data preparation tools in managing and harnessing the vast amounts of data generated.

Leading companies in the data preparation tools market are prioritizing the development of innovative technologies to streamline data processing tasks. One such advancement is SnapGPT, a generative AI tool introduced by SnapLogic in August 2023. SnapGPT leverages artificial intelligence to facilitate the creation of data pipelines more efficiently, offering a faster and more intuitive approach to integration tasks. Equipped with features such as text recognition, image recognition, speech-to-text capabilities, and fast integration prototyping, SnapGPT empowers users to generate accurate queries and transform data seamlessly across various formats. This integration of AI-driven capabilities with user-friendly functionalities enhances the efficiency and effectiveness of data integration workflows, addressing the evolving needs of data-driven organizations.

In February 2022, Alteryx Inc. bolstered its presence in the data preparation tools market by acquiring Trifacta Inc. This acquisition underscores Alteryx's commitment to facilitating cloud-based analytics solutions and providing versatile deployment options tailored to enterprise users' diverse analytics needs. Trifacta Inc., renowned for its expertise in cloud data engineering and data preparation tools, aligns with Alteryx's vision of empowering organizations with robust data analytics capabilities in the cloud environment.

Major companies operating in the data preparation tools market are Amazon Web Services Inc., Microsoft Corporation, International Business Machines Corporation, Oracle Corporation, SAP SE, Salesforce.com Inc., SAS Institute Inc., Hitachi Vantara Corporation, Teradata Corporation, Informatica Inc., Tibco Software Inc., Zoho DataPrep, 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

North America was the largest region in the data preparation tools market in 2024. Asia-Pacific is expected to be the fastest-growing region in the forecast period. The regions covered in the data preparation tools market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa.

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

The data preparation tools market consists of revenues earned by entities by providing services such as data cleansing, data integration, data transformation, and data enrichment. The market value includes the value of related goods sold by the service provider or included within the service offering. The data preparation tools market also includes sales of servers, storage devices, and networking equipment. 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 Tools 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 tools 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 tools ? 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 tools 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 Platform: Self-Service; Data Integration
• 2) By Deployment Mode: On-Premises; Cloud
• 3) By Function: Data Collection; Data Cataloging; Data Quality; Data Governance; Data Ingestion; Data Curation
• 4) By Vertical: Information Technology (IT) And Telecom; Retail And E-Commerce; Banking, Financial Services, And Insurance (BFSI); Government; Healthcare; Energy And Utilities; Transportation; Manufacturing; Other Verticals
• Subsegments:
• 1) By Self-Service: Data Wrangling; Data Cleansing; Data Transformation; Data Visualization; Data Profiling; Automated Data Preparation
• 2) By Data Integration: Data Aggregation; ETL (Extract, Transform, Load) Integration; Data Pipeline Management; Real-time Data Integration; Cloud Data Integration; Data Migration And Synchronization
• Companies Mentioned: Amazon Web Services Inc.; Microsoft Corporation; International Business Machines Corporation; Oracle Corporation; SAP SE
• 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 Tools Market Characteristics

3. Data Preparation Tools Market Trends And Strategies

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

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

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

6. Data Preparation Tools Market Segmentation

• 6.1. Global Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Self-Service
• Data Integration
• 6.2. Global Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• On-Premises
• Cloud
• 6.3. Global Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Data Collection
• Data Cataloging
• Data Quality
• Data Governance
• Data Ingestion
• Data Curation
• 6.4. Global Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Information Technology (IT) And Telecom
• Retail And E-Commerce
• Banking, Financial Services, And Insurance (BFSI)
• Government
• Healthcare
• Energy And Utilities
• Transportation
• Manufacturing
• Other Verticals
• 6.5. Global Data Preparation Tools Market, Sub-Segmentation Of Self-Service, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Data Wrangling
• Data Cleansing
• Data Transformation
• Data Visualization
• Data Profiling
• Automated Data Preparation
• 6.6. Global Data Preparation Tools Market, Sub-Segmentation Of Data Integration, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Data Aggregation
• ETL (Extract, Transform, Load) Integration
• Data Pipeline Management
• Real-time Data Integration
• Cloud Data Integration
• Data Migration And Synchronization

7. Data Preparation Tools Market Regional And Country Analysis

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

8. Asia-Pacific Data Preparation Tools Market

• 8.1. Asia-Pacific Data Preparation Tools 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 Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 8.3. Asia-Pacific Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 8.4. Asia-Pacific Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

9. China Data Preparation Tools Market

• 9.1. China Data Preparation Tools Market Overview
• 9.2. China Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
• 9.3. China Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
• 9.4. China Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion

10. India Data Preparation Tools Market

• 10.1. India Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 10.2. India Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 10.3. India Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

11. Japan Data Preparation Tools Market

• 11.1. Japan Data Preparation Tools Market Overview
• 11.2. Japan Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 11.3. Japan Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 11.4. Japan Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

12. Australia Data Preparation Tools Market

• 12.1. Australia Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 12.2. Australia Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 12.3. Australia Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

13. Indonesia Data Preparation Tools Market

• 13.1. Indonesia Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 13.2. Indonesia Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 13.3. Indonesia Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

14. South Korea Data Preparation Tools Market

• 14.1. South Korea Data Preparation Tools Market Overview
• 14.2. South Korea Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 14.3. South Korea Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 14.4. South Korea Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

15. Western Europe Data Preparation Tools Market

• 15.1. Western Europe Data Preparation Tools Market Overview
• 15.2. Western Europe Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 15.3. Western Europe Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 15.4. Western Europe Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

16. UK Data Preparation Tools Market

• 16.1. UK Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 16.2. UK Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 16.3. UK Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

17. Germany Data Preparation Tools Market

• 17.1. Germany Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 17.2. Germany Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 17.3. Germany Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

18. France Data Preparation Tools Market

• 18.1. France Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 18.2. France Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 18.3. France Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

19. Italy Data Preparation Tools Market

• 19.1. Italy Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 19.2. Italy Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 19.3. Italy Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

20. Spain Data Preparation Tools Market

• 20.1. Spain Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 20.2. Spain Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 20.3. Spain Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

21. Eastern Europe Data Preparation Tools Market

• 21.1. Eastern Europe Data Preparation Tools Market Overview
• 21.2. Eastern Europe Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 21.3. Eastern Europe Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 21.4. Eastern Europe Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

22. Russia Data Preparation Tools Market

• 22.1. Russia Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 22.2. Russia Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 22.3. Russia Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

23. North America Data Preparation Tools Market

• 23.1. North America Data Preparation Tools Market Overview
• 23.2. North America Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 23.3. North America Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 23.4. North America Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

24. USA Data Preparation Tools Market

• 24.1. USA Data Preparation Tools Market Overview
• 24.2. USA Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 24.3. USA Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 24.4. USA Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

25. Canada Data Preparation Tools Market

• 25.1. Canada Data Preparation Tools Market Overview
• 25.2. Canada Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 25.3. Canada Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 25.4. Canada Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

26. South America Data Preparation Tools Market

• 26.1. South America Data Preparation Tools Market Overview
• 26.2. South America Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 26.3. South America Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 26.4. South America Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

27. Brazil Data Preparation Tools Market

• 27.1. Brazil Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 27.2. Brazil Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 27.3. Brazil Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

28. Middle East Data Preparation Tools Market

• 28.1. Middle East Data Preparation Tools Market Overview
• 28.2. Middle East Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 28.3. Middle East Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 28.4. Middle East Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

29. Africa Data Preparation Tools Market

• 29.1. Africa Data Preparation Tools Market Overview
• 29.2. Africa Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 29.3. Africa Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 29.4. Africa Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

30. Data Preparation Tools Market Competitive Landscape And Company Profiles

• 30.1. Data Preparation Tools Market Competitive Landscape
• 30.2. Data Preparation Tools 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. SAP SE Overview, Products and Services, Strategy and Financial Analysis

31. Data Preparation Tools Market Other Major And Innovative Companies

• 31.1. Salesforce.com Inc.
• 31.2. SAS Institute Inc.
• 31.3. Hitachi Vantara Corporation
• 31.4. Teradata Corporation
• 31.5. Informatica Inc.
• 31.6. Tibco Software Inc.
• 31.7. Zoho DataPrep
• 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 Tools Market Competitive Benchmarking And Dashboard

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

34. Recent Developments In The Data Preparation Tools Market

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

• 35.1 Data Preparation Tools Market In 2029 - Countries Offering Most New Opportunities
• 35.2 Data Preparation Tools Market In 2029 - Segments Offering Most New Opportunities
• 35.3 Data Preparation Tools 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