Data Preparation

A Global Strategic Business Report

MCP11456

RESEARCH DASHBOARD

OCT 2025

RELEASE DATE

14399

EXECUTIVE POOL

5850

PRICE

1728

EXPERT INPUTS

42

COMPANIES

123

DATA TABLES

194

PAGES

9

EDITION

WHAT'S BEHIND OUR DATA?

140857226

DOMAIN TRANSCRIPTS

6080276

BRANDS TRACKED

1729341

FEATURED COMPANIES

22574

TOPICS COVERED

82719

MARKET SEGMENTS

91

KEY INDUSTRIES

1574

CURATION TEAM

4761909

DECISION MAKERS

EXECUTIVE ENGAGEMENTS BY TIER (15720)

2654

CXO

2825

VICE PRESIDENT

5396

DIRECTOR

2723

MANAGER

2122

MARKETING

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HIGHLIGHTS & REPORT INDEX

Global Data Preparation Market to Reach US$22.4 Billion by 2030

The global market for Data Preparation estimated at US$8.1 Billion in the year 2024, is expected to reach US$22.4 Billion by 2030, growing at a CAGR of 18.5% over the analysis period 2024-2030. BSFI, one of the segments analyzed in the report, is expected to record a 19.0% CAGR and reach US$11.1 Billion by the end of the analysis period. Growth in the Retail segment is estimated at 16.1% CAGR over the analysis period.

The U.S. Market is Estimated at US$2.3 Billion While China is Forecast to Grow at 17.4% CAGR

The Data Preparation market in the U.S. is estimated at US$2.3 Billion in the year 2024. China, the world`s second largest economy, is forecast to reach a projected market size of US$3.3 Billion by the year 2030 trailing a CAGR of 17.4% over the analysis period 2024-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 16.3% and 15.6% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 13.3% CAGR.

Global Data Preparation Market - Key Trends and Drivers Summarized

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

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

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

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

What Challenges Do Organizations Face in Data Preparation?

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

What Drives the Growth in the Data Preparation Market?

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

SCOPE OF STUDY

The report analyzes the Data Preparation market by the following Segments, and Geographic Regions/Countries:

Segments:

Deployment (On-Premise, Cloud); End-Use (BSFI, Retail, IT & Telecom, Other End-Uses).

Geographic Regions/Countries:

World; United States; Canada; Japan; China; Europe (France; Germany; Italy; United Kingdom; and Rest of Europe); Asia-Pacific; Rest of World..

SELECT PLAYERS

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

AI INTEGRATIONS

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TARIFF IMPACT FACTOR

Our new release incorporates impact of tariffs on geographical markets as we predict a shift in competitiveness of companies based on HQ country, manufacturing base, exports and imports (finished goods and OEM). This intricate and multifaceted market reality will impact competitors by increasing the Cost of Goods Sold (COGS), reducing profitability, reconfiguring supply chains, amongst other micro and macro market dynamics.

I. METHODOLOGY

II. EXECUTIVE SUMMARY

1. MARKET OVERVIEW

Influencer Market Insights

Data Preparation – Global Key Competitors Percentage Market Share in 2024 (E)

Global Economic Update

Competitive Market Presence - Strong/Active/Niche/Trivial for 42 Players Worldwide in 2024 (E)

2. FOCUS ON SELECT PLAYERS

3. MARKET TRENDS & DRIVERS

Surge in Analytics and Business Intelligence Spurs Need for Robust Data Preparation Tools

Expansion of Data Lakes and the Need for Structured Data Environments Propel Data Preparation Efforts

Growing Complexity of Data Sources Necessitates More Comprehensive Data Preparation Solutions

Increased Adoption of Data Preparation in Healthcare for Research and Compliance

Rising Awareness of the Business Value of Clean and Prepared Data

Growing Use of Data Preparation Tools in Financial Services for Risk Management

4. GLOBAL MARKET PERSPECTIVE

World Recent Past, Current & Future Analysis for On-Premise by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR

World Historic Review for On-Premise by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

World 15-Year Perspective for On-Premise by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030

World Recent Past, Current & Future Analysis for Cloud by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR

World Historic Review for Cloud by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

World 15-Year Perspective for Cloud by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030

World Recent Past, Current & Future Analysis for BSFI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR

World Historic Review for BSFI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

World 15-Year Perspective for BSFI by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030

World Recent Past, Current & Future Analysis for Retail by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR

World Historic Review for Retail by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

World 15-Year Perspective for Retail by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030

World Recent Past, Current & Future Analysis for IT & Telecom by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR

World Historic Review for IT & Telecom by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

World 15-Year Perspective for IT & Telecom by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030

World Recent Past, Current & Future Analysis for Other End-Uses by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR

World Historic Review for Other End-Uses by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

World 15-Year Perspective for Other End-Uses by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030

World Data Preparation Market Analysis of Annual Sales in US$ Million for Years 2015 through 2030

World Recent Past, Current & Future Analysis for Data Preparation by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR

World Historic Review for Data Preparation by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

World 15-Year Perspective for Data Preparation by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2015, 2025 & 2030

III. MARKET ANALYSIS

UNITED STATES

Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2025 (E)

USA Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

USA Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

USA 15-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030

USA Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

USA Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

USA 15-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2015, 2025 & 2030

CANADA

Canada Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

Canada Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

Canada 15-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030

Canada Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

Canada Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

Canada 15-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2015, 2025 & 2030

JAPAN

Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2025 (E)

Japan Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

Japan Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

Japan 15-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030

Japan Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

Japan Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

Japan 15-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2015, 2025 & 2030

CHINA

Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2025 (E)

China Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

China Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

China 15-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030

China Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

China Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

China 15-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2015, 2025 & 2030

EUROPE

Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2025 (E)

Europe Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

Europe Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

Europe 15-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030

Europe Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

Europe Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

Europe 15-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2015, 2025 & 2030

Europe Recent Past, Current & Future Analysis for Data Preparation by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR

Europe Historic Review for Data Preparation by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

Europe 15-Year Perspective for Data Preparation by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK and Rest of Europe Markets for Years 2015, 2025 & 2030

FRANCE

Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2025 (E)

France Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

France Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

France 15-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030

France Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

France Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

France 15-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2015, 2025 & 2030

GERMANY

Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2025 (E)

Germany Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

Germany Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

Germany 15-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030

Germany Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

Germany Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

Germany 15-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2015, 2025 & 2030

ITALY

Italy Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

Italy Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

Italy 15-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030

Italy Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

Italy Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

Italy 15-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2015, 2025 & 2030

UNITED KINGDOM

Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2025 (E)

UK Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

UK Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

UK 15-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030

UK Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

UK Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

UK 15-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2015, 2025 & 2030

REST OF EUROPE

Rest of Europe Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

Rest of Europe Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

Rest of Europe 15-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030

Rest of Europe Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

Rest of Europe Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

Rest of Europe 15-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2015, 2025 & 2030

ASIA-PACIFIC

Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2025 (E)

Asia-Pacific Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

Asia-Pacific Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

Asia-Pacific 15-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030

Asia-Pacific Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

Asia-Pacific Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

Asia-Pacific 15-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2015, 2025 & 2030

REST OF WORLD

Rest of World Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

Rest of World Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

Rest of World 15-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2015, 2025 & 2030

Rest of World Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR

Rest of World Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2015 through 2023 and % CAGR

Rest of World 15-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2015, 2025 & 2030

COMPETITIVE METRICS

COMPETITORS (ALPHABETICAL)	% VALIDATED RESEARCH *
Alteryx, Inc.	%
Amazon Europe Core	%
Creaplot	%
Crux Informatics Inc.	%
DataDeck	%
Datenpol	%
Dell Technologies Inc.	%
Effekt-Etage	%
Epinote	%
Equicon	%

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Integrity Trust Transparency

Our research offerings primarily draw upon unique perspectives of participating executives and their experiences in operating and strategy roles. These geo-focused insights enrich our projects .

What we are NOT - Our reports are not editorial exercises of remote analysts’ secondary source fed content that predominantly flood today’s off-the-shelf market report business. (A review of 262 publishers).

WHAT SETS US APART

FULL STACK DATA ACCESS

Primary Research Cluster Data
Influencer Engagement Stats
Evidence of Primary Research
List of Companies Engaged
Hundreds of Pages of Research
Peer Collaborative Interactions
Enterprise Data Exchanges
MarketGlassTM Platform Insider
Geographic Pricing Dynamics
Competitive Shares by Country
Brand Curation & Insights
Domain Expert Pool

Program Transparency: Clients have access to engagement stats of companies and executives. Clients may commission third-party audits of our influencer engagements at their expense.

Primary Research: We have a very successful incentive driven primary research program presenting a rich experience to participating executives. Featured company executives can sign up for a complimentary.

Collaborative Intelligence: Our platform presents a unique features for executives to collaborate with peers across geographies and participate on various product or regional perspectives for a collective unified insider project experience.

Global Brand Intelligence: We present competitive brand intelligence at the company level for players worldwide. Executives from brand owner companies participate to curate each brand for relevance and market presence.

Bespoke Updates: Our peer-to-peer online interactive platform enables client companies to build upon our project data stacks to build bespoke editions for internal sharing and use. Client company can build one complimentary update per year and unlimited updates for additional fee. Bespoke updates are fulfilled within a two-day turnaround.

Enterprise EcoConnect: Discretely bounce off queries to participant pool of executives. We can reach out to our participant pool based on specifics of geographic or domain acumen.

Renowned Support: We pride in our commitment to provide support to our clients. We go beyond the scope of the study to get you timely answers.

Complimentary Updates: Unlike the industry’s published PDF’s that are frozen in time from date of release, our research programs are ongoing and dynamic. Our reports are updated whenever there’s a major event impacting the marketplace. Your license offers seamless updates for one year.

No Fluff: We offer our clients the best CX with clean easy to read content. No verbose fluff. We offer clients full access to the entire stack of hundreds of pages of secondary research feeds used in our project via our online MarketGlass portal.

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