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Global Data Preparation Tools Market By Component, By Function, By Deployment Type, By End User, By Regional Outlook, Industry Analysis Report and Forecast, 2021 - 2027

  • ID: 5504026
  • Report
  • October 2021
  • Region: Global
  • 312 Pages
  • Marqual IT Solutions Pvt. Ltd (KBV Research)

FEATURED COMPANIES

  • Altair Engineering, Inc.
  • Alteryx, Inc.
  • IBM Corporation
  • Informatica, LLC
  • Microsoft Corporation
  • MicroStrategy, Inc.

The Global Data Preparation Tools Market size is expected to reach $8.6 billion by 2027, rising at a market growth of 17% CAGR during the forecast period. Data preparation tools are utilized for processing, discovering, blending, enriching, refining, and transforming data. It allows improved consumption, integration, and analysis of huge datasets utilizing advanced BI with analytics solutions. In addition, data preparation transforms data sets in a way that information available in them is showed in the best possible way.


Further, data preparation tools also help in data conversion, analysis, discovery, transformation, cleaning, modeling, structuring, curation, exploration, and cataloging. Some of the major activities under the data preparation tools market are self-service data preparation, data cleansing & manipulation, growing data sources, advanced analytic techniques, and sharing metadata. Through data preparation tools, companies can successfully manage data as poor-quality data generally leads to reckless data mining and wrong results.


Moreover, data preparation tools enhance the quality and integrity of data with different techniques like parsing for improved cleansing and unclear matching. In addition, these tools develop recurring workflow designs, which accelerate the data delivery procedure and boost productivity. The demand for more investments in channel partnerships, system integration, service conveyance, and analytics technology is the result of the growing data preparation tools market.


In the data preparation tools market, all the core storage management, systems manufacturers, networking, and processor chip fabricators is expected to have the major share. Emergence of big data has resulted in the development of data storage technologies. The accessibility of a huge amount of data has resulted in the development of specialized tools for data preparation. Such tools are becoming popular owing to the increasing requirement to evaluate internal and external sources of data produced by companies on a daily basis.





COVID-19 Impact Analysis

The outbreak of the COVID-19 pandemic has boosted the adoption of data preparation tools. The increased requirement of managing the large datasets during the development of an effective vaccine has compelled institutions and organizations to adopt these tools to better manage and collate their huge amount of data. In addition, data preparation tools can help medical researchers cleanse previous trials and related datasets, which is expected to augment the growth of the market.


Companies generate a huge volume of data that is needed to be managed, gathered, and governed, for which, enterprises are highly adopting data preparation tools. Additionally, the growing popularity of cloud-based tools and solutions has created a demand for cloud-based data preparation tools in the market, which is expected to bolster the overall growth of the market during the forecast period.



Market Growth Factors:

The increasing significance of effective data management

There is a rising importance of effective data management across enterprises to generate more actionable insights, which is expected to bolster the growth of the data preparation tools market over the forecast period. Moreover, data preparation tools can gather and organize data in less time by helping business users like data engineers, citizen integrators, analysts, and citizen data scientists to combine external and internal datasets for their use cases.



Advantages of data preparation

There are several benefits offered by data preparation tools like fixing errors quickly, better scalability, boosted data usage, and collaboration. These benefits are attracting more companies towards its adoption and thus, propelling the growth of the data preparation tools market. Data preparation helps in streamlining the empowerment coupled with collaboration and develop a data-driven culture. It also helps in building a symbiotic relationship among the line of business and IT.





Market Restraining Factor:

High cost of implementation

One of the major challenges faced by the companies that are implementing these data preparation tools is the high cost of deployment. Due to the high cost, several small and medium enterprises may restrict themselves from using these tools, which is expected to hamper the overall growth of the data preparation tools market during the forecast period.



Component Outlook

Based on Component, the market is segmented into Data Integration and Self Service. The self-service segment is majorly used by various data analytics and big data enterprises like Talend and Datameer since it offers a competitive edge to the organizations. Self-service data preparation platforms are becoming more popular in the market due to their ability to facilitate easy access to data, deliver higher levels of data security, and help in data governance.



Function Outlook

Based on Function, the market is segmented into Data Collection, Data Cataloging, Data Governance, Data Quality, Data Ingestion, and Others. The data cataloging segment is projected to witness a promising growth rate during the forecast period. There is an increase in the requirement for effective cataloging tools to evaluate IoT data due to the ongoing launches of IoT devices that produce a huge amount of data, which is expected to further surge the demand for data cataloging. The increasing concerns regarding data security at the time of managing and evaluating big data are estimated to augment the demand for the data security applications of data preparation tools.



Deployment Type Outlook

Based on Deployment Type, the market is segmented into On-premise and Cloud. The cloud segment is anticipated to showcase the highest growth rate during the forecast period. The trend of adopting an integration of cloud technologies and a self-service platform among numerous data-driven enterprises is gaining traction because it provides customers access to local and cloud sources, thus helping companies in boosting their efficiency.



End User Outlook

Based on End User, the market is segmented into IT & Telecom, Retail & eCommerce, BFSI, Healthcare, Government, Energy & Utilities and Others. The IT & telecom vertical acquired the highest revenue share in the market in 2020 and is estimated to exhibit a significant growth rate during the forecast period. Data preparation tools are majorly utilized by IT and telecom companies as this vertical is among the key data-driven sectors.



Regional Outlook

Based on Regions, the market is segmented into North America, Europe, Asia Pacific, and Latin America, Middle East & Africa. Data preparation is among the important parts of data analytics. Data analytics is witnessing a surge in demand across the emerging nations like India and China of the Asia Pacific region, as the retail & e-commerce sectors are gaining more popularity in these nations. Such aspects are estimated to spur the growth of the market in the Asia Pacific region.





The major strategies followed by the market participants are Product Launches. Based on the Analysis presented in the Cardinal matrix; Microsoft Corporation is the major forerunners in the Data Preparation Tools Market. Companies such as QlikTech International AB, Informatica, LLC, Tibco Software, Inc. are some of the key innovators in the market.


The market research report covers the analysis of key stake holders of the market. Key companies profiled in the report include Microsoft Corporation, IBM Corporation, SAP SE, Altair Engineering, Inc., MicroStrategy, Inc., Alteryx, Inc., QlikTech International AB (Thoma Bravo), Informatica, LLC, Tibco Software, Inc. (Vista Equity Partners), and SAS Institute, Inc.



Recent Strategies Deployed in Data Preparation Tools Market

Partnerships, Collaborations and Agreements:

  • Mar-2021: Alteryx came into a partnership with Tech Data, an American multinational distribution company. This partnership aimed to offer Tech Data and its partner’s access to the Alteryx integrated platform, which simplifies analytics, data science, and process automation to boost digital transformation for users
  • Feb-2021: IBM entered into a partnership with Palantir Technologies, a public American software company. This partnership aimed to help companies in the financial services industry offer business-ready data and scale AI with confidence.
  • Jan-2021: Alteryx formed a partnership with Snowflake, the Data Cloud Company. This partnership aimed to integrate Alteryx analytics automation and data science offerings with Snowflake's platform.

Acquisitions and Mergers:

  • Oct-2021: Alteryx took over Hyper Anna, a leading cloud platform for generating artificial intelligence (AI)-driven automated insights from data. This acquisition aimed to enable Alteryx to automate the end-to-end analytic pipeline from various data sources to AI-driven insights.
  • Sep-2021: Qlik took over Big Squid, a leading provider of no-code automated machine learning (AutoML). This acquisition aimed to expand data and analytics teams’ capability to use advanced augmented analytics offerings like key driver analysis, predictive analytics, and in case, scenario planning with API deployable AI models for on-demand predictions directly under Qlik.
  • Aug-2021: Qlik completed the acquisition of NodeGraph, a customizable metadata management solution. This acquisition focused on expanding its analytics data pipeline offerings with interactive data lineage, impact analysis & governance, and drive explainable BI, with a high level of visibility and trust in data.
  • Jan-2021: TIBCO took over Information Builders, a privately held software company. Following the acquisition, Information Builders' data quality, preparation, and integration products is expected to complement the TIBCO Any Data Hub and Responsive Application Mesh strategies.
  • Jul-2020: Informatica took over Compact Solutions, provider of information technology services. This acquisition aimed to expand metadata management to the Informatica Intelligent Data Platform, powered by the CLAIRE AI engine.

Product Launches and Product Expansions:

  • Oct-2021: TIBCO introduced updates to TIBCO Unify, the company’s portfolio of data management software. These updates bring TIBCO’s collection of data quality tools into the latest TIBCO SQ product family. Through this expansion, the company updated its TIBCO Data Virtualization and Tibco EBX, along with that, the company made key advancements to its data analytics portfolio and its suite of data integration solutions.
  • Sep-2021: TIBCO launched a series of innovations to its Predict portfolio. These innovations is expected to help customers to decrease time to data-driven insights, augmenting the pervasive usage of analytics and data science capabilities. These updates to Tibco Data Science, TIBCO WebFOCUS, TIBCO Spotfire, and TIBCO Streaming is expected to develop an important link within the Hyperconverged Analytics experience, helping companies to better evaluate data and predict their future.
  • Sep-2021: TIBCO introduced new data quality capabilities into the latest TIBCO DQ product family, coupled with major advancements to TIBCO Data Virtualization and TIBCO EBX under the Unify portfolio. These advancements fulfil companies' data management challenges head-on, helping companies to assemble a flexible data fabric, unrestricted by structured data, on any cloud platform.
  • Jul-2021: Informatica introduced Informatica Intelligent Data Management Cloud (IDMC). Through IDMC, companies can drive their digital transformation by embedding data at the center of their business initiatives and decisions.
  • May-2021: Alteryx introduced a series of latest innovations in analytics and data science automation, analytics in the cloud, machine learning (ML), and AI. These key innovations include Alteryx Intelligence Suite, Alteryx Machine Learning, Unified Platform API + SDK, Alteryx Designer 2021.2, Alteryx Designer Cloud, Alteryx Community.
  • Nov-2020: Informatica launched its data governance solution. This solution is expected to enable users to confidently transform all segments of their business with trusted data and insights provided by Informatica and Snowflake.
  • Sep-2020: Qlik introduced a set of updates to Qlik Insight Advisor. This latest Insight Advisor Chat provides a fully conversational analytics experience, which is native to Qlik Sense SaaS and is accessible in the Qlik Sense Hub in several languages. Improved business logic functionality helps customers to develop business rules and metadata to personalize the AI’s behavior.
  • Sep-2020: TIBCO unveiled the TIBCO Any Data Hub, an all-encompassing data management blueprint. This framework provides important capabilities to accelerate the demand for precise and constant data across the company with trust and control, supporting IT and the business.
  • Jul-2020: Altair launched the latest version of Altair Knowledge Studio. This version brings more flexibility, speed, and transparency to data modeling and predictive analytics.
  • Jul-2020: TIBCO expanded the metadata capabilities of TIBCO's Unify offerings. This expansion is expected to help customers to enhance their data literacy, with the full integration of its Software-as-a-Service (SaaS) TIBCO Cloud Metadata portfolio. Through these advancements, TIBCO is expected to add functionality to its Unify solutions to help users in embracing a data-driven approach where they could improve the collection, management, synthesis, and governance of data.
  • Jun-2020: Altair unveiled Altair Monarch, a significant new release of its powerful and intuitive data preparation solution. These solutions is expected to strengthen customers' ability to generate and convert data automatically from sources that include PDFs, Excel spreadsheets, and text-based files, and make it rapidly and accurately for efficient data analysis and machine learning predictions.
  • Mar-2020: Informatica introduced new updates to its Intelligent Data Platform, powered by Informatica’s AI-powered CLAIRE engine. These new innovations consist of iPaaS, Master Data Management, Cloud Data Warehouse, and Data Lakes, Enterprise Data Catalog, Axon Data Governance & Marketplace.

Scope of the Study

Market Segments Covered in the Report:


By Component


  • Data Integration
  • Self Service

By Function


  • Data Collection
  • Data Cataloging
  • Data Governance
  • Data Quality
  • Data Ingestion
  • Others

By Deployment Type


  • On-premise
  • Cloud

By End User


  • IT & Telecom
  • Retail & eCommerce
  • BFSI
  • Healthcare
  • Government
  • Energy & Utilities
  • Others

By Geography

  • North America
  • US
  • Canada
  • Mexico
  • Rest of North America
  • Europe
  • Germany
  • UK
  • France
  • Russia
  • Spain
  • Italy
  • Rest of Europe
  • Asia Pacific
  • China
  • Japan
  • India
  • South Korea
  • Singapore
  • Malaysia
  • Rest of Asia Pacific
  • LAMEA
  • Brazil
  • Argentina
  • UAE
  • Saudi Arabia
  • South Africa
  • Nigeria
  • Rest of LAMEA

Key Market Players

List of Companies Profiled in the Report:


  • Microsoft Corporation
  • IBM Corporation
  • SAP SE
  • Altair Engineering, Inc.
  • MicroStrategy, Inc.
  • Alteryx, Inc.
  • QlikTech International AB (Thoma Bravo)
  • Informatica, LLC
  • Tibco Software, Inc. (Vista Equity Partners)
  • SAS Institute, Inc.

Unique Offerings from the Publisher

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  • The highest number of market tables and figures
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Note: Product cover images may vary from those shown

FEATURED COMPANIES

  • Altair Engineering, Inc.
  • Alteryx, Inc.
  • IBM Corporation
  • Informatica, LLC
  • Microsoft Corporation
  • MicroStrategy, Inc.

Chapter 1. Market Scope & Methodology
1.1 Market Definition
1.2 Objectives
1.3 Market Scope
1.4 Segmentation
1.4.1 Global Data Preparation Tools Market, by Component
1.4.2 Global Data Preparation Tools Market, by Function
1.4.3 Global Data Preparation Tools Market, by Deployment Type
1.4.4 Global Data Preparation Tools Market, by End User
1.4.5 Global Data Preparation Tools Market, by Geography
1.5 Methodology for the research
Chapter 2. Market Overview
2.1 Introduction
2.1.1 Overview
2.1.1.1 Market Composition and Scenario
2.2 Key Factors Impacting the Market
2.2.1 Market Drivers
2.2.2 Market Restraints
Chapter 3. Competition Analysis - Global
3.1 Cardinal Matrix
3.2 Recent Industry Wide Strategic Developments
3.2.1 Partnerships, Collaborations and Agreements
3.2.2 Product Launches and Product Expansions
3.2.3 Acquisition and Mergers
3.3 Top Winning Strategies
3.3.1 Key Leading Strategies: Percentage Distribution (2017-2021)
3.3.2 Key Strategic Move: (Product Launches and Product Expansions: 2017, Nov - 2021, Oct) Leading Players
Chapter 4. Global Data Preparation Tools Market by Component
4.1 Global Data Preparation Tools Data Integration Market by Region
4.2 Global Data Preparation Tools Self Service Market by Region
Chapter 5. Global Data Preparation Tools Market by Function
5.1 Global Data Preparation Tools Data Collection Market by Region
5.2 Global Data Preparation Tools Data Cataloging Market by Region
5.3 Global Data Preparation Tools Data Governance Market by Region
5.4 Global Data Preparation Tools Data Quality Market by Region
5.5 Global Data Preparation Tools Data Ingestion Market by Region
5.6 Global Other Function Data Preparation Tools Market by Region
Chapter 6. Global Data Preparation Tools Market by Deployment Type
6.1 Global On-premise Data Preparation Tools Market by Region
6.2 Global Cloud Data Preparation Tools Market by Region
Chapter 7. Global Data Preparation Tools Market by End User
7.1 Global IT & Telecom Data Preparation Tools Market by Region
7.2 Global Retail & eCommerce Data Preparation Tools Market by Region
7.3 Global BFSI Data Preparation Tools Market by Region
7.4 Global Healthcare Data Preparation Tools Market by Region
7.5 Global Government Data Preparation Tools Market by Region
7.6 Global Energy & Utilities Data Preparation Tools Market by Region
7.7 Global Others Data Preparation Tools Market by Region
Chapter 8. Global Data Preparation Tools Market by Region
8.1 North America Data Preparation Tools Market
8.1.1 North America Data Preparation Tools Market by Component
8.1.1.1 North America Data Preparation Tools Data Integration Market by Country
8.1.1.2 North America Data Preparation Tools Self Service Market by Country
8.1.2 North America Data Preparation Tools Market by Function
8.1.2.1 North America Data Preparation Tools Data Collection Market by Country
8.1.2.2 North America Data Preparation Tools Data Cataloging Market by Country
8.1.2.3 North America Data Preparation Tools Data Governance Market by Country
8.1.2.4 North America Data Preparation Tools Data Quality Market by Country
8.1.2.5 North America Data Preparation Tools Data Ingestion Market by Country
8.1.2.6 North America Other Function Data Preparation Tools Market by Country
8.1.3 North America Data Preparation Tools Market by Deployment Type
8.1.3.1 North America On-premise Data Preparation Tools Market by Country
8.1.3.2 North America Cloud Data Preparation Tools Market by Country
8.1.4 North America Data Preparation Tools Market by End User
8.1.4.1 North America IT & Telecom Data Preparation Tools Market by Country
8.1.4.2 North America Retail & eCommerce Data Preparation Tools Market by Country
8.1.4.3 North America BFSI Data Preparation Tools Market by Country
8.1.4.4 North America Healthcare Data Preparation Tools Market by Country
8.1.4.5 North America Government Data Preparation Tools Market by Country
8.1.4.6 North America Energy & Utilities Data Preparation Tools Market by Country
8.1.4.7 North America Others Data Preparation Tools Market by Country
8.1.5 North America Data Preparation Tools Market by Country
8.1.5.1 US Data Preparation Tools Market
8.1.5.1.1 US Data Preparation Tools Market by Component
8.1.5.1.2 US Data Preparation Tools Market by Function
8.1.5.1.3 US Data Preparation Tools Market by Deployment Type
8.1.5.1.4 US Data Preparation Tools Market by End User
8.1.5.2 Canada Data Preparation Tools Market
8.1.5.2.1 Canada Data Preparation Tools Market by Component
8.1.5.2.2 Canada Data Preparation Tools Market by Function
8.1.5.2.3 Canada Data Preparation Tools Market by Deployment Type
8.1.5.2.4 Canada Data Preparation Tools Market by End User
8.1.5.3 Mexico Data Preparation Tools Market
8.1.5.3.1 Mexico Data Preparation Tools Market by Component
8.1.5.3.2 Mexico Data Preparation Tools Market by Function
8.1.5.3.3 Mexico Data Preparation Tools Market by Deployment Type
8.1.5.3.4 Mexico Data Preparation Tools Market by End User
8.1.5.4 Rest of North America Data Preparation Tools Market
8.1.5.4.1 Rest of North America Data Preparation Tools Market by Component
8.1.5.4.2 Rest of North America Data Preparation Tools Market by Function
8.1.5.4.3 Rest of North America Data Preparation Tools Market by Deployment Type
8.1.5.4.4 Rest of North America Data Preparation Tools Market by End User
8.2 Europe Data Preparation Tools Market
8.2.1 Europe Data Preparation Tools Market by Component
8.2.1.1 Europe Data Preparation Tools Data Integration Market by Country
8.2.1.2 Europe Data Preparation Tools Self Service Market by Country
8.2.2 Europe Data Preparation Tools Market by Function
8.2.2.1 Europe Data Preparation Tools Data Collection Market by Country
8.2.2.2 Europe Data Preparation Tools Data Cataloging Market by Country
8.2.2.3 Europe Data Preparation Tools Data Governance Market by Country
8.2.2.4 Europe Data Preparation Tools Data Quality Market by Country
8.2.2.5 Europe Data Preparation Tools Data Ingestion Market by Country
8.2.2.6 Europe Other Function Data Preparation Tools Market by Country
8.2.3 Europe Data Preparation Tools Market by Deployment Type
8.2.3.1 Europe On-premise Data Preparation Tools Market by Country
8.2.3.2 Europe Cloud Data Preparation Tools Market by Country
8.2.4 Europe Data Preparation Tools Market by End User
8.2.4.1 Europe IT & Telecom Data Preparation Tools Market by Country
8.2.4.2 Europe Retail & eCommerce Data Preparation Tools Market by Country
8.2.4.3 Europe BFSI Data Preparation Tools Market by Country
8.2.4.4 Europe Healthcare Data Preparation Tools Market by Country
8.2.4.5 Europe Government Data Preparation Tools Market by Country
8.2.4.6 Europe Energy & Utilities Data Preparation Tools Market by Country
8.2.4.7 Europe Others Data Preparation Tools Market by Country
8.2.5 Europe Data Preparation Tools Market by Country
8.2.5.1 Germany Data Preparation Tools Market
8.2.5.1.1 Germany Data Preparation Tools Market by Component
8.2.5.1.2 Germany Data Preparation Tools Market by Function
8.2.5.1.3 Germany Data Preparation Tools Market by Deployment Type
8.2.5.1.4 Germany Data Preparation Tools Market by End User
8.2.5.2 UK Data Preparation Tools Market
8.2.5.2.1 UK Data Preparation Tools Market by Component
8.2.5.2.2 UK Data Preparation Tools Market by Function
8.2.5.2.3 UK Data Preparation Tools Market by Deployment Type
8.2.5.2.4 UK Data Preparation Tools Market by End User
8.2.5.3 France Data Preparation Tools Market
8.2.5.3.1 France Data Preparation Tools Market by Component
8.2.5.3.2 France Data Preparation Tools Market by Function
8.2.5.3.3 France Data Preparation Tools Market by Deployment Type
8.2.5.3.4 France Data Preparation Tools Market by End User
8.2.5.4 Russia Data Preparation Tools Market
8.2.5.4.1 Russia Data Preparation Tools Market by Component
8.2.5.4.2 Russia Data Preparation Tools Market by Function
8.2.5.4.3 Russia Data Preparation Tools Market by Deployment Type
8.2.5.4.4 Russia Data Preparation Tools Market by End User
8.2.5.5 Spain Data Preparation Tools Market
8.2.5.5.1 Spain Data Preparation Tools Market by Component
8.2.5.5.2 Spain Data Preparation Tools Market by Function
8.2.5.5.3 Spain Data Preparation Tools Market by Deployment Type
8.2.5.5.4 Spain Data Preparation Tools Market by End User
8.2.5.6 Italy Data Preparation Tools Market
8.2.5.6.1 Italy Data Preparation Tools Market by Component
8.2.5.6.2 Italy Data Preparation Tools Market by Function
8.2.5.6.3 Italy Data Preparation Tools Market by Deployment Type
8.2.5.6.4 Italy Data Preparation Tools Market by End User
8.2.5.7 Rest of Europe Data Preparation Tools Market
8.2.5.7.1 Rest of Europe Data Preparation Tools Market by Component
8.2.5.7.2 Rest of Europe Data Preparation Tools Market by Function
8.2.5.7.3 Rest of Europe Data Preparation Tools Market by Deployment Type
8.2.5.7.4 Rest of Europe Data Preparation Tools Market by End User
8.3 Asia Pacific Data Preparation Tools Market
8.3.1 Asia Pacific Data Preparation Tools Market by Component
8.3.1.1 Asia Pacific Data Preparation Tools Data Integration Market by Country
8.3.1.2 Asia Pacific Data Preparation Tools Self Service Market by Country
8.3.2 Asia Pacific Data Preparation Tools Market by Function
8.3.2.1 Asia Pacific Data Preparation Tools Data Collection Market by Country
8.3.2.2 Asia Pacific Data Preparation Tools Data Cataloging Market by Country
8.3.2.3 Asia Pacific Data Preparation Tools Data Governance Market by Country
8.3.2.4 Asia Pacific Data Preparation Tools Data Quality Market by Country
8.3.2.5 Asia Pacific Data Preparation Tools Data Ingestion Market by Country
8.3.2.6 Asia Pacific Other Function Data Preparation Tools Market by Country
8.3.3 Asia Pacific Data Preparation Tools Market by Deployment Type
8.3.3.1 Asia Pacific On-premise Data Preparation Tools Market by Country
8.3.3.2 Asia Pacific Cloud Data Preparation Tools Market by Country
8.3.4 Asia Pacific Data Preparation Tools Market by End User
8.3.4.1 Asia Pacific IT & Telecom Data Preparation Tools Market by Country
8.3.4.2 Asia Pacific Retail & eCommerce Data Preparation Tools Market by Country
8.3.4.3 Asia Pacific BFSI Data Preparation Tools Market by Country
8.3.4.4 Asia Pacific Healthcare Data Preparation Tools Market by Country
8.3.4.5 Asia Pacific Government Data Preparation Tools Market by Country
8.3.4.6 Asia Pacific Energy & Utilities Data Preparation Tools Market by Country
8.3.4.7 Asia Pacific Others Data Preparation Tools Market by Country
8.3.5 Asia Pacific Data Preparation Tools Market by Country
8.3.5.1 China Data Preparation Tools Market
8.3.5.1.1 China Data Preparation Tools Market by Component
8.3.5.1.2 China Data Preparation Tools Market by Function
8.3.5.1.3 China Data Preparation Tools Market by Deployment Type
8.3.5.1.4 China Data Preparation Tools Market by End User
8.3.5.2 Japan Data Preparation Tools Market
8.3.5.2.1 Japan Data Preparation Tools Market by Component
8.3.5.2.2 Japan Data Preparation Tools Market by Function
8.3.5.2.3 Japan Data Preparation Tools Market by Deployment Type
8.3.5.2.4 Japan Data Preparation Tools Market by End User
8.3.5.3 India Data Preparation Tools Market
8.3.5.3.1 India Data Preparation Tools Market by Component
8.3.5.3.2 India Data Preparation Tools Market by Function
8.3.5.3.3 India Data Preparation Tools Market by Deployment Type
8.3.5.3.4 India Data Preparation Tools Market by End User
8.3.5.4 South Korea Data Preparation Tools Market
8.3.5.4.1 South Korea Data Preparation Tools Market by Component
8.3.5.4.2 South Korea Data Preparation Tools Market by Function
8.3.5.4.3 South Korea Data Preparation Tools Market by Deployment Type
8.3.5.4.4 South Korea Data Preparation Tools Market by End User
8.3.5.5 Singapore Data Preparation Tools Market
8.3.5.5.1 Singapore Data Preparation Tools Market by Component
8.3.5.5.2 Singapore Data Preparation Tools Market by Function
8.3.5.5.3 Singapore Data Preparation Tools Market by Deployment Type
8.3.5.5.4 Singapore Data Preparation Tools Market by End User
8.3.5.6 Malaysia Data Preparation Tools Market
8.3.5.6.1 Malaysia Data Preparation Tools Market by Component
8.3.5.6.2 Malaysia Data Preparation Tools Market by Function
8.3.5.6.3 Malaysia Data Preparation Tools Market by Deployment Type
8.3.5.6.4 Malaysia Data Preparation Tools Market by End User
8.3.5.7 Rest of Asia Pacific Data Preparation Tools Market
8.3.5.7.1 Rest of Asia Pacific Data Preparation Tools Market by Component
8.3.5.7.2 Rest of Asia Pacific Data Preparation Tools Market by Function
8.3.5.7.3 Rest of Asia Pacific Data Preparation Tools Market by Deployment Type
8.3.5.7.4 Rest of Asia Pacific Data Preparation Tools Market by End User
8.4 LAMEA Data Preparation Tools Market
8.4.1 LAMEA Data Preparation Tools Market by Component
8.4.1.1 LAMEA Data Preparation Tools Data Integration Market by Country
8.4.1.2 LAMEA Data Preparation Tools Self Service Market by Country
8.4.2 LAMEA Data Preparation Tools Market by Function
8.4.2.1 LAMEA Data Preparation Tools Data Collection Market by Country
8.4.2.2 LAMEA Data Preparation Tools Data Cataloging Market by Country
8.4.2.3 LAMEA Data Preparation Tools Data Governance Market by Country
8.4.2.4 LAMEA Data Preparation Tools Data Quality Market by Country
8.4.2.5 LAMEA Data Preparation Tools Data Ingestion Market by Country
8.4.2.6 LAMEA Other Function Data Preparation Tools Market by Country
8.4.3 LAMEA Data Preparation Tools Market by Deployment Type
8.4.3.1 LAMEA On-premise Data Preparation Tools Market by Country
8.4.3.2 LAMEA Cloud Data Preparation Tools Market by Country
8.4.4 LAMEA Data Preparation Tools Market by End User
8.4.4.1 LAMEA IT & Telecom Data Preparation Tools Market by Country
8.4.4.2 LAMEA Retail & eCommerce Data Preparation Tools Market by Country
8.4.4.3 LAMEA BFSI Data Preparation Tools Market by Country
8.4.4.4 LAMEA Healthcare Data Preparation Tools Market by Country
8.4.4.5 LAMEA Government Data Preparation Tools Market by Country
8.4.4.6 LAMEA Energy & Utilities Data Preparation Tools Market by Country
8.4.4.7 LAMEA Others Data Preparation Tools Market by Country
8.4.5 LAMEA Data Preparation Tools Market by Country
8.4.5.1 Brazil Data Preparation Tools Market
8.4.5.1.1 Brazil Data Preparation Tools Market by Component
8.4.5.1.2 Brazil Data Preparation Tools Market by Function
8.4.5.1.3 Brazil Data Preparation Tools Market by Deployment Type
8.4.5.1.4 Brazil Data Preparation Tools Market by End User
8.4.5.2 Argentina Data Preparation Tools Market
8.4.5.2.1 Argentina Data Preparation Tools Market by Component
8.4.5.2.2 Argentina Data Preparation Tools Market by Function
8.4.5.2.3 Argentina Data Preparation Tools Market by Deployment Type
8.4.5.2.4 Argentina Data Preparation Tools Market by End User
8.4.5.3 UAE Data Preparation Tools Market
8.4.5.3.1 UAE Data Preparation Tools Market by Component
8.4.5.3.2 UAE Data Preparation Tools Market by Function
8.4.5.3.3 UAE Data Preparation Tools Market by Deployment Type
8.4.5.3.4 UAE Data Preparation Tools Market by End User
8.4.5.4 Saudi Arabia Data Preparation Tools Market
8.4.5.4.1 Saudi Arabia Data Preparation Tools Market by Component
8.4.5.4.2 Saudi Arabia Data Preparation Tools Market by Function
8.4.5.4.3 Saudi Arabia Data Preparation Tools Market by Deployment Type
8.4.5.4.4 Saudi Arabia Data Preparation Tools Market by End User
8.4.5.5 South Africa Data Preparation Tools Market
8.4.5.5.1 South Africa Data Preparation Tools Market by Component
8.4.5.5.2 South Africa Data Preparation Tools Market by Function
8.4.5.5.3 South Africa Data Preparation Tools Market by Deployment Type
8.4.5.5.4 South Africa Data Preparation Tools Market by End User
8.4.5.6 Nigeria Data Preparation Tools Market
8.4.5.6.1 Nigeria Data Preparation Tools Market by Component
8.4.5.6.2 Nigeria Data Preparation Tools Market by Function
8.4.5.6.3 Nigeria Data Preparation Tools Market by Deployment Type
8.4.5.6.4 Nigeria Data Preparation Tools Market by End User
8.4.5.7 Rest of LAMEA Data Preparation Tools Market
8.4.5.7.1 Rest of LAMEA Data Preparation Tools Market by Component
8.4.5.7.2 Rest of LAMEA Data Preparation Tools Market by Function
8.4.5.7.3 Rest of LAMEA Data Preparation Tools Market by Deployment Type
8.4.5.7.4 Rest of LAMEA Data Preparation Tools Market by End User
Chapter 9. Company Profiles
9.1 Microsoft Corporation
9.1.1 Company Overview
9.1.2 Financial Analysis
9.1.3 Segmental and Regional Analysis
9.1.4 Research & Development Expenses
9.1.5 SWOT Analysis
9.2 IBM Corporation
9.2.1 Company Overview
9.2.2 Financial Analysis
9.2.3 Regional & Segmental Analysis
9.2.4 Research & Development Expenses
9.2.5 Recent strategies and developments:
9.2.5.1 Partnerships, Collaborations, and Agreements:
9.2.6 SWOT Analysis
9.3 SAP SE
9.3.1 Company Overview
9.3.2 Financial Analysis
9.3.3 Segmental and Regional Analysis
9.3.4 Research & Development Expense
9.3.5 SWOT Analysis
9.4 Altair Engineering, Inc.
9.4.1 Company Overview
9.4.2 Financial Analysis
9.4.3 Segmental and Regional Analysis
9.4.4 Research & Development Expenses
9.4.5 Recent strategies and developments:
9.4.5.1 Acquisition and Mergers:
9.4.5.2 Product Launches and Product Expansions:
9.4.6 SWOT Analysis
9.5 MicroStrategy, Inc.
9.5.1 Company Overview
9.5.2 Financial Analysis
9.5.3 Regional Analysis
9.5.4 Research & Development Expenses
9.5.5 Recent strategies and developments:
9.5.5.1 Partnerships, Collaborations, and Agreements:
9.5.6 SWOT Analysis
9.6 Alteryx, Inc.
9.6.1 Company Overview
9.6.2 Financial Analysis
9.6.3 Regional Analysis
9.6.4 Research & Development Expense
9.6.5 Recent strategies and developments:
9.6.5.1 Partnerships, Collaborations, and Agreements:
9.6.5.2 Acquisition and Mergers:
9.6.5.3 Product Launches and Product Expansions:
9.7 QlikTech International AB (Thoma Bravo)
9.7.1 Company Overview
9.7.2 Recent strategies and developments:
9.7.2.1 Acquisition and Mergers:
9.7.2.2 Product Launches and Product Expansions:
9.8 Informatica, LLC
9.8.1 Company Overview
9.8.2 Recent strategies and developments:
9.8.2.1 Partnerships, Collaborations, and Agreements:
9.8.2.2 Acquisition and Mergers:
9.8.2.3 Product Launches and Product Expansions:
9.9 Tibco Software, Inc. (Vista Equity Partners)
9.9.1 Company Overview
9.9.2 Recent strategies and developments:
9.9.2.1 Acquisition and Mergers:
9.9.2.2 Product Launches and Product Expansions:
9.10. SAS Institute, Inc.
9.10.1 Company Overview
9.10.2 Recent strategies and developments:
9.10.2.1 Product Launches and Product Expansions:
Note: Product cover images may vary from those shown
  • Microsoft Corporation
  • IBM Corporation
  • SAP SE
  • Altair Engineering, Inc.
  • MicroStrategy, Inc.
  • Alteryx, Inc.
  • QlikTech International AB (Thoma Bravo)
  • Informatica, LLC
  • Tibco Software, Inc. (Vista Equity Partners)
  • SAS Institute, Inc.
Note: Product cover images may vary from those shown

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