資料準備工具市場 - 全球產業規模、佔有率、趨勢、機會及預測（按平台、部署方式、功能、產業垂直領域、地區和競爭格局分類，2021-2031 年）

全球資料準備工具市場預計將從 2025 年的 83.9 億美元大幅成長至 2031 年的 217.5 億美元，複合年成長率達 17.21%。

這些工具包含用於提取、清洗、轉換和載入原始資料的專用軟體，最終產生可供分析的統一格式資料。市場的主要促進因素是資料量和資料種類的爆炸性成長，以及對自主分析能力日益成長的需求，這些能力使業務使用者無需大量IT支援即可管理資訊。此外，高品質資料對於訓練人工智慧 (AI) 和機器學習模型至關重要，這也是推動這些工具廣泛應用的重要因素。

儘管市場需求強勁，但將這些現代工具與舊有系統整合，並確保跨不同環境的資料管治，仍面臨許多挑戰。企業在擴展基礎設施以滿足現代化分析需求的同時，常常難以維護資料完整性。根據TDWI預測，到2025年，一半的受訪者將資料品質和資料清洗難度列為主要挑戰。這項持續存在的挑戰凸顯了數據獲取與將其轉化為可用於策略性業務決策的有效工具之間存在的巨大差距。

市場促進因素

來自各種來源的資料量和複雜性呈指數級成長，這是推動採用高級資料準備工具的關鍵因素。隨著企業從包括物聯網設備、舊有系統和外部 API 在內的不同管道聚合訊息，它們面臨著一個混亂的局面，維護資料完整性變得越來越具有挑戰性。這種複雜性使得擁有能夠攝取、清洗和標準化大規模資料集的強大解決方案變得至關重要，從而避免營運瓶頸。根據 dbt Labs 在 2025 年初發布的《2025 年分析工程現狀》報告，數據品質不佳仍然是數據團隊面臨的最常見挑戰，超過 56% 的受訪者提到了這一點。這凸顯了這些現代平台必須填補的一個關鍵空白：將碎片化的資訊轉化為可信賴的資產。

同時，人工智慧和機器學習的整合正在革新市場，透過自動化數據準備大幅減輕人工工作的負擔。這些工具內建的複雜演算法能夠智慧地偵測模式、異常值和相關性，從而自動完成以往耗時費力的重複性資料清洗任務。根據 Alteryx 於 2025 年 2 月發布的《人工智慧時代資料分析師現況（2​​025 年版）》報告，十分之七的分析師認為人工智慧和自動化分析將提升他們的工作效率。這項技術變革不僅提高了生產力，也確保了最高品質的資料輸入到下游人工智慧模型中。 Salesforce 2025 年的一項調查也印證了這項必要性，該調查發現，84% 的資料負責人認知到「人工智慧的輸出取決於輸入的品質」。

市場挑戰

將資料準備工具與舊有系統整合，並確保在孤立的環境中實現穩健的管治，仍然是市場成長的關鍵障礙。企業常常難以將現代軟體與其現有基礎設施相匹配，導致資料池碎片化，難以存取和整合。這種技術上的摩擦增加了實施成本，延長了部署週期，往往抵消了這些工具所承諾的速度和效率。因此，企業面臨阻礙其擴展分析能力的瓶頸，決策者也對那些無法與現有資料庫無縫整合的解決方案猶豫不決。

這種營運效率低下直接阻礙了資料完整性的維護，而資料完整性對於準確的分析和模型訓練至關重要。無法有效管理不同的系統會導致對資料品質缺乏信心，並減緩企業範圍內的採用速度。這種能力差距在近期的產業調查中顯而易見：CompTIA 2024 年的調查發現，只有 25% 的組織表示他們在有效管理和分析數據方面的能力「達到了要求水準」。這項數據凸顯了管理和整合挑戰的嚴峻性，這些挑戰仍然是限制全球資料準備工具市場擴張的重要因素。

市場趨勢

自助式和無程式碼資料準備工具的普及正在從根本上改變市場格局，將資料處理能力從技術專家轉移到領域專家。尋求加速洞察生成的公司正在採用基於視覺化介面的解決方案，使非技術用戶無需編寫複雜程式碼即可管理和轉換資料集。這種民主化消除了 IT 資源有限而造成的瓶頸，並賦予「公民資料整合者」管理特定分析需求資訊的能力。根據 Kissflow 於 2025 年 12 月發布的報告《您需要了解的 35 個低程式碼統計資料和趨勢》，預計到 2025 年底，50% 的低程式碼工具新使用者將來自 IT 部門以外的業務團隊，這標誌著使用者群體組成發生了重大變化。

同時，隨著企業將資料工作流程工業化以支援人工智慧的可擴展性和持續交付，資料就緒工具正擴大被整合到資料運維 (DataOps) 和機器學習運維 (MLOps) 自動化管道中。現代工具已發展成為自動化 CI/CD 管道的整合元件，確保資料清洗和轉換步驟像軟體程式碼一樣進行版本控制、測試和監控。這一趨勢的驅動力在於迫切需要減少與脆弱的手動資料工程工作相關的運維開銷，這些工作常常會阻礙生產部署。根據 Fivetran 2025 年 5 月發布的《人工智慧和資料就緒調查》，67% 的集中式公司將超過 80% 的工程資源用於維護資料管道，這證實了市場對以資料運維為中心的自動化解決方案的迫切需求。

目錄

第1章概述

第2章調查方法

第3章執行摘要

第4章：客戶評價

第5章：全球資料準備工具市場展望

• 市場規模及預測
  • 按金額
• 市佔率及預測
  • 按平台（自助服務、數據整合）
  • 依部署類型（本機部署、雲端部署）
  • 依功能分類（資料收集、資料編目、資料品質、資料管治、資料擷取、資料管理）
  • 按行業分類（IT與電信、零售與電子商務、銀行、金融服務與保險、政府、醫療保健、能源與公共產業、製造業、其他）
  • 按地區
  • 按公司（2025 年）
• 市場地圖

6. 北美數據準備工具市場展望

• 市場規模及預測
• 市佔率及預測
• 北美洲：國家分析
  • 美國
  • 加拿大
  • 墨西哥

7. 歐洲資料準備工具市場展望

• 市場規模及預測
• 市佔率及預測
• 歐洲：國家分析
  • 德國
  • 法國
  • 英國
  • 義大利
  • 西班牙

8. 亞太地區資料準備工具市場展望

• 市場規模及預測
• 市佔率及預測
• 亞太地區：國家分析
  • 中國
  • 印度
  • 日本
  • 韓國
  • 澳洲

9. 中東和非洲資料準備工具市場展望

• 市場規模及預測
• 市佔率及預測
• 中東和非洲：國家分析
  • 沙烏地阿拉伯
  • 阿拉伯聯合大公國
  • 南非

10. 南美洲資料準備工具市場展望

• 市場規模及預測
• 市佔率及預測
• 南美洲：國家分析
  • 巴西
  • 哥倫比亞
  • 阿根廷

第11章 市場動態

• 促進要素
• 任務

第12章 市場趨勢與發展

• 併購
• 產品發布
• 最新進展

第13章 全球資料準備工具市場：SWOT分析

第14章 波特五力分析

• 產業競爭
• 新進入者的可能性
• 供應商電力
• 顧客權力
• 替代品的威脅

第15章 競爭格局

• Alteryx, Inc.
• Trifacta, Inc.
• Talend SA
• International Business Machines Corporation
• SAP SE
• Informatica LLC
• Oracle Corporation
• Microsoft Corporation
• DataRobot, Inc.
• RapidMiner, Inc.

第16章 策略建議

第17章：關於研究公司及免責聲明

The Global Data Preparation Tools Market is projected to expand significantly, growing from USD 8.39 Billion in 2025 to USD 21.75 Billion by 2031, representing a CAGR of 17.21%. These tools consist of specialized software designed to extract, cleanse, transform, and load raw data into a consolidated format ready for analysis. The market is primarily driven by the explosive increase in data volume and variety, coupled with a rising demand for independent analytics capabilities that allow business users to manage information without extensive IT support. Additionally, the critical need for high-quality data to train artificial intelligence and machine learning models serves as a fundamental catalyst for widespread adoption.

Despite this strong demand, the market encounters substantial obstacles regarding the complexity of integrating these modern tools with legacy systems and ensuring data governance across isolated environments. Organizations frequently struggle to preserve data integrity while scaling infrastructure to meet contemporary analytical demands. According to TDWI, in 2025, half of the respondents highlighted difficulty with data quality and cleansing as a major pain point. This persistent challenge underscores the significant gap between simply acquiring data and rendering it practically usable for strategic business decision-making.

Market Driver

The exponential growth in data volume and complexity from diverse sources acts as a primary force propelling the adoption of sophisticated preparation tools. As organizations aggregate information from disparate channels like IoT devices, legacy systems, and external APIs, they encounter a chaotic landscape where maintaining data integrity becomes increasingly difficult. This complexity necessitates robust solutions capable of ingesting, cleansing, and standardizing massive datasets to prevent operational bottlenecks. According to dbt Labs' '2025 State of Analytics Engineering' report from early 2025, poor data quality remains the most frequently reported challenge for data teams, cited by over 56% of respondents, highlighting the critical gap these modern platforms fill in transforming fragmented information into reliable assets.

Concurrently, the integration of AI and machine learning is revolutionizing the market by dramatically reducing manual workloads through automated data preparation. Advanced algorithms embedded within these tools intelligently detect patterns, anomalies, and relationships, automating repetitive cleansing tasks that previously consumed valuable time. According to the 'The 2025 State of Data Analysts in the Age of AI' report by Alteryx in February 2025, seven out of 10 analysts agree that AI and analytics automation enhance their effectiveness. This technological shift not only boosts productivity but ensures that data feeding downstream AI models is of the highest caliber, a necessity reinforced by Salesforce in 2025, where 84% of data leaders agreed that AI outputs are only as good as their inputs.

Market Challenge

The difficulty of integrating data preparation tools with legacy systems and ensuring robust governance across siloed environments remains a primary obstacle restricting market growth. Organizations frequently struggle to align modern software with entrenched infrastructure, resulting in fragmented data pools that are challenging to access and unify. This technical friction increases implementation costs and prolongs deployment timelines, often negating the speed and efficiency promised by these tools. Consequently, businesses face bottlenecks that hinder the scaling of analytical capabilities, causing decision-makers to hesitate in adopting solutions that cannot communicate seamlessly with existing databases.

This operational inefficiency directly hampers the ability to maintain data integrity, which is essential for accurate analytics and model training. When disparate systems cannot be governed effectively, the resulting lack of trust in data quality stalls enterprise-wide usage. This capability gap is evident in recent industry findings; according to CompTIA in 2024, only 25 percent of companies reported feeling they were exactly where they needed to be regarding their ability to manage and analyze data effectively. This statistic highlights the severity of the management and integration struggle, which continues to act as a significant brake on the expansion of the Global Data Preparation Tools Market.

Market Trends

The proliferation of self-service and no-code data preparation tools is fundamentally reshaping the market by transferring data manipulation capabilities from technical specialists to business domain experts. Enterprises seeking to accelerate insight generation are deploying visual interface-based solutions that allow non-technical users to curate and transform datasets without writing complex code. This democratization addresses bottlenecks caused by limited IT resources, empowering "citizen data integrators" to manage information for their specific analytical needs. According to the December 2025 '35 Must-Know Low-Code Statistics And Trends' report by Kissflow, 50% of all new users of low-code tools will come from business teams outside the IT department by the end of 2025, signaling a massive shift in user base composition.

Simultaneously, the incorporation of preparation tools into DataOps and MLOps automation pipelines is gaining traction as organizations industrialize data workflows to support AI scalability and continuous delivery. Modern tools are evolving into integrated components of automated CI/CD pipelines, ensuring that data cleaning and transformation steps are versioned, tested, and monitored similarly to software code. This trend is driven by the critical necessity to reduce the operational overhead associated with fragile, manual data engineering tasks that often stall production deployments. According to Fivetran's May 2025 'AI and Data Readiness Survey', 67% of centralized enterprises allocate over 80 percent of their engineering resources to maintaining data pipelines, underscoring the urgent market push toward automated DataOps-centric solutions.

Key Market Players

• Alteryx, Inc.
• Trifacta, Inc.
• Talend S.A.
• International Business Machines Corporation
• SAP SE
• Informatica LLC
• Oracle Corporation
• Microsoft Corporation
• DataRobot, Inc.
• RapidMiner, Inc.

Report Scope

In this report, the Global Data Preparation Tools Market has been segmented into the following categories, in addition to the industry trends which have also been detailed below:

Data Preparation Tools Market, By Platform

• Self Service
• Data Integration

Data Preparation Tools Market, By Deployment

• On-premises
• Cloud

Data Preparation Tools Market, By Function

• Data Collection
• Data Cataloging
• Data Quality
• Data Governance
• Data Ingestion
• Data Curation

Data Preparation Tools Market, By Industry Vertical

• IT and Telecom
• Retail and E-commerce
• BFSI
• Government
• Healthcare
• Energy and Utilities
• Manufacturing
• Others

Data Preparation Tools Market, By Region

• North America
  • United States
  • Canada
  • Mexico
• Europe
  • France
  • United Kingdom
  • Italy
  • Germany
  • Spain
• Asia Pacific
  • China
  • India
  • Japan
  • Australia
  • South Korea
• South America
  • Brazil
  • Argentina
  • Colombia
• Middle East & Africa
  • South Africa
  • Saudi Arabia
  • UAE

Competitive Landscape

Company Profiles: Detailed analysis of the major companies present in the Global Data Preparation Tools Market.

Available Customizations:

Global Data Preparation Tools Market report with the given market data, TechSci Research offers customizations according to a company's specific needs. The following customization options are available for the report:

Company Information

• Detailed analysis and profiling of additional market players (up to five).

Table of Contents

1. Product Overview

• 1.1. Market Definition
• 1.2. Scope of the Market
  • 1.2.1. Markets Covered
  • 1.2.2. Years Considered for Study
  • 1.2.3. Key Market Segmentations

2. Research Methodology

• 2.1. Objective of the Study
• 2.2. Baseline Methodology
• 2.3. Key Industry Partners
• 2.4. Major Association and Secondary Sources
• 2.5. Forecasting Methodology
• 2.6. Data Triangulation & Validation
• 2.7. Assumptions and Limitations

3. Executive Summary

• 3.1. Overview of the Market
• 3.2. Overview of Key Market Segmentations
• 3.3. Overview of Key Market Players
• 3.4. Overview of Key Regions/Countries
• 3.5. Overview of Market Drivers, Challenges, Trends

4. Voice of Customer

5. Global Data Preparation Tools Market Outlook

• 5.1. Market Size & Forecast
  • 5.1.1. By Value
• 5.2. Market Share & Forecast
  • 5.2.1. By Platform (Self Service, Data Integration)
  • 5.2.2. By Deployment (On-premises, Cloud)
  • 5.2.3. By Function (Data Collection, Data Cataloging, Data Quality, Data Governance, Data Ingestion, Data Curation)
  • 5.2.4. By Industry Vertical (IT and Telecom, Retail and E-commerce, BFSI, Government, Healthcare, Energy and Utilities, Manufacturing, Others)
  • 5.2.5. By Region
  • 5.2.6. By Company (2025)
• 5.3. Market Map

6. North America Data Preparation Tools Market Outlook

• 6.1. Market Size & Forecast
  • 6.1.1. By Value
• 6.2. Market Share & Forecast
  • 6.2.1. By Platform
  • 6.2.2. By Deployment
  • 6.2.3. By Function
  • 6.2.4. By Industry Vertical
  • 6.2.5. By Country
• 6.3. North America: Country Analysis
  • 6.3.1. United States Data Preparation Tools Market Outlook
    • 6.3.1.1. Market Size & Forecast
      • 6.3.1.1.1. By Value
    • 6.3.1.2. Market Share & Forecast
      • 6.3.1.2.1. By Platform
      • 6.3.1.2.2. By Deployment
      • 6.3.1.2.3. By Function
      • 6.3.1.2.4. By Industry Vertical
  • 6.3.2. Canada Data Preparation Tools Market Outlook
    • 6.3.2.1. Market Size & Forecast
      • 6.3.2.1.1. By Value
    • 6.3.2.2. Market Share & Forecast
      • 6.3.2.2.1. By Platform
      • 6.3.2.2.2. By Deployment
      • 6.3.2.2.3. By Function
      • 6.3.2.2.4. By Industry Vertical
  • 6.3.3. Mexico Data Preparation Tools Market Outlook
    • 6.3.3.1. Market Size & Forecast
      • 6.3.3.1.1. By Value
    • 6.3.3.2. Market Share & Forecast
      • 6.3.3.2.1. By Platform
      • 6.3.3.2.2. By Deployment
      • 6.3.3.2.3. By Function
      • 6.3.3.2.4. By Industry Vertical

7. Europe Data Preparation Tools Market Outlook

• 7.1. Market Size & Forecast
  • 7.1.1. By Value
• 7.2. Market Share & Forecast
  • 7.2.1. By Platform
  • 7.2.2. By Deployment
  • 7.2.3. By Function
  • 7.2.4. By Industry Vertical
  • 7.2.5. By Country
• 7.3. Europe: Country Analysis
  • 7.3.1. Germany Data Preparation Tools Market Outlook
    • 7.3.1.1. Market Size & Forecast
      • 7.3.1.1.1. By Value
    • 7.3.1.2. Market Share & Forecast
      • 7.3.1.2.1. By Platform
      • 7.3.1.2.2. By Deployment
      • 7.3.1.2.3. By Function
      • 7.3.1.2.4. By Industry Vertical
  • 7.3.2. France Data Preparation Tools Market Outlook
    • 7.3.2.1. Market Size & Forecast
      • 7.3.2.1.1. By Value
    • 7.3.2.2. Market Share & Forecast
      • 7.3.2.2.1. By Platform
      • 7.3.2.2.2. By Deployment
      • 7.3.2.2.3. By Function
      • 7.3.2.2.4. By Industry Vertical
  • 7.3.3. United Kingdom Data Preparation Tools Market Outlook
    • 7.3.3.1. Market Size & Forecast
      • 7.3.3.1.1. By Value
    • 7.3.3.2. Market Share & Forecast
      • 7.3.3.2.1. By Platform
      • 7.3.3.2.2. By Deployment
      • 7.3.3.2.3. By Function
      • 7.3.3.2.4. By Industry Vertical
  • 7.3.4. Italy Data Preparation Tools Market Outlook
    • 7.3.4.1. Market Size & Forecast
      • 7.3.4.1.1. By Value
    • 7.3.4.2. Market Share & Forecast
      • 7.3.4.2.1. By Platform
      • 7.3.4.2.2. By Deployment
      • 7.3.4.2.3. By Function
      • 7.3.4.2.4. By Industry Vertical
  • 7.3.5. Spain Data Preparation Tools Market Outlook
    • 7.3.5.1. Market Size & Forecast
      • 7.3.5.1.1. By Value
    • 7.3.5.2. Market Share & Forecast
      • 7.3.5.2.1. By Platform
      • 7.3.5.2.2. By Deployment
      • 7.3.5.2.3. By Function
      • 7.3.5.2.4. By Industry Vertical

8. Asia Pacific Data Preparation Tools Market Outlook

• 8.1. Market Size & Forecast
  • 8.1.1. By Value
• 8.2. Market Share & Forecast
  • 8.2.1. By Platform
  • 8.2.2. By Deployment
  • 8.2.3. By Function
  • 8.2.4. By Industry Vertical
  • 8.2.5. By Country
• 8.3. Asia Pacific: Country Analysis
  • 8.3.1. China Data Preparation Tools Market Outlook
    • 8.3.1.1. Market Size & Forecast
      • 8.3.1.1.1. By Value
    • 8.3.1.2. Market Share & Forecast
      • 8.3.1.2.1. By Platform
      • 8.3.1.2.2. By Deployment
      • 8.3.1.2.3. By Function
      • 8.3.1.2.4. By Industry Vertical
  • 8.3.2. India Data Preparation Tools Market Outlook
    • 8.3.2.1. Market Size & Forecast
      • 8.3.2.1.1. By Value
    • 8.3.2.2. Market Share & Forecast
      • 8.3.2.2.1. By Platform
      • 8.3.2.2.2. By Deployment
      • 8.3.2.2.3. By Function
      • 8.3.2.2.4. By Industry Vertical
  • 8.3.3. Japan Data Preparation Tools Market Outlook
    • 8.3.3.1. Market Size & Forecast
      • 8.3.3.1.1. By Value
    • 8.3.3.2. Market Share & Forecast
      • 8.3.3.2.1. By Platform
      • 8.3.3.2.2. By Deployment
      • 8.3.3.2.3. By Function
      • 8.3.3.2.4. By Industry Vertical
  • 8.3.4. South Korea Data Preparation Tools Market Outlook
    • 8.3.4.1. Market Size & Forecast
      • 8.3.4.1.1. By Value
    • 8.3.4.2. Market Share & Forecast
      • 8.3.4.2.1. By Platform
      • 8.3.4.2.2. By Deployment
      • 8.3.4.2.3. By Function
      • 8.3.4.2.4. By Industry Vertical
  • 8.3.5. Australia Data Preparation Tools Market Outlook
    • 8.3.5.1. Market Size & Forecast
      • 8.3.5.1.1. By Value
    • 8.3.5.2. Market Share & Forecast
      • 8.3.5.2.1. By Platform
      • 8.3.5.2.2. By Deployment
      • 8.3.5.2.3. By Function
      • 8.3.5.2.4. By Industry Vertical

9. Middle East & Africa Data Preparation Tools Market Outlook

• 9.1. Market Size & Forecast
  • 9.1.1. By Value
• 9.2. Market Share & Forecast
  • 9.2.1. By Platform
  • 9.2.2. By Deployment
  • 9.2.3. By Function
  • 9.2.4. By Industry Vertical
  • 9.2.5. By Country
• 9.3. Middle East & Africa: Country Analysis
  • 9.3.1. Saudi Arabia Data Preparation Tools Market Outlook
    • 9.3.1.1. Market Size & Forecast
      • 9.3.1.1.1. By Value
    • 9.3.1.2. Market Share & Forecast
      • 9.3.1.2.1. By Platform
      • 9.3.1.2.2. By Deployment
      • 9.3.1.2.3. By Function
      • 9.3.1.2.4. By Industry Vertical
  • 9.3.2. UAE Data Preparation Tools Market Outlook
    • 9.3.2.1. Market Size & Forecast
      • 9.3.2.1.1. By Value
    • 9.3.2.2. Market Share & Forecast
      • 9.3.2.2.1. By Platform
      • 9.3.2.2.2. By Deployment
      • 9.3.2.2.3. By Function
      • 9.3.2.2.4. By Industry Vertical
  • 9.3.3. South Africa Data Preparation Tools Market Outlook
    • 9.3.3.1. Market Size & Forecast
      • 9.3.3.1.1. By Value
    • 9.3.3.2. Market Share & Forecast
      • 9.3.3.2.1. By Platform
      • 9.3.3.2.2. By Deployment
      • 9.3.3.2.3. By Function
      • 9.3.3.2.4. By Industry Vertical

10. South America Data Preparation Tools Market Outlook

• 10.1. Market Size & Forecast
  • 10.1.1. By Value
• 10.2. Market Share & Forecast
  • 10.2.1. By Platform
  • 10.2.2. By Deployment
  • 10.2.3. By Function
  • 10.2.4. By Industry Vertical
  • 10.2.5. By Country
• 10.3. South America: Country Analysis
  • 10.3.1. Brazil Data Preparation Tools Market Outlook
    • 10.3.1.1. Market Size & Forecast
      • 10.3.1.1.1. By Value
    • 10.3.1.2. Market Share & Forecast
      • 10.3.1.2.1. By Platform
      • 10.3.1.2.2. By Deployment
      • 10.3.1.2.3. By Function
      • 10.3.1.2.4. By Industry Vertical
  • 10.3.2. Colombia Data Preparation Tools Market Outlook
    • 10.3.2.1. Market Size & Forecast
      • 10.3.2.1.1. By Value
    • 10.3.2.2. Market Share & Forecast
      • 10.3.2.2.1. By Platform
      • 10.3.2.2.2. By Deployment
      • 10.3.2.2.3. By Function
      • 10.3.2.2.4. By Industry Vertical
  • 10.3.3. Argentina Data Preparation Tools Market Outlook
    • 10.3.3.1. Market Size & Forecast
      • 10.3.3.1.1. By Value
    • 10.3.3.2. Market Share & Forecast
      • 10.3.3.2.1. By Platform
      • 10.3.3.2.2. By Deployment
      • 10.3.3.2.3. By Function
      • 10.3.3.2.4. By Industry Vertical

11. Market Dynamics

• 11.1. Drivers
• 11.2. Challenges

12. Market Trends & Developments

• 12.1. Merger & Acquisition (If Any)
• 12.2. Product Launches (If Any)
• 12.3. Recent Developments

13. Global Data Preparation Tools Market: SWOT Analysis

14. Porter's Five Forces Analysis

• 14.1. Competition in the Industry
• 14.2. Potential of New Entrants
• 14.3. Power of Suppliers
• 14.4. Power of Customers
• 14.5. Threat of Substitute Products

15. Competitive Landscape

• 15.1. Alteryx, Inc.
  • 15.1.1. Business Overview
  • 15.1.2. Products & Services
  • 15.1.3. Recent Developments
  • 15.1.4. Key Personnel
  • 15.1.5. SWOT Analysis
• 15.2. Trifacta, Inc.
• 15.3. Talend S.A.
• 15.4. International Business Machines Corporation
• 15.5. SAP SE
• 15.6. Informatica LLC
• 15.7. Oracle Corporation
• 15.8. Microsoft Corporation
• 15.9. DataRobot, Inc.
• 15.10. RapidMiner, Inc.

16. Strategic Recommendations

17. About Us & Disclaimer