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Data Catalog Market – Global Industry Size, Share, Trends, Opportunity, and Forecast, Segmented By Component (Solutions, Services), By Deployment Mode (Cloud, On-Premises), By End-User (BFSI, Retail & E-commerce, Healthcare, Manufacturing), By Region, By Competition, 2018-2028

November 2023 | 185 pages | ID: D27EFBBC5753EN
TechSci Research

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Global Data Catalog Market was valued at USD 2.67 Billion in 2022 and is anticipated to project robust growth in the forecast period with a CAGR of 2.98% through 2028. The Global Data Catalog (CMMS) Market is currently experiencing significant growth due to the increasing demand for advanced maintenance and asset management solutions. Data Catalogs have gained recognition for their ability to streamline maintenance operations, transform asset management, and enhance overall operational efficiency. This analysis delves into the transformative impact of CMMS technologies across various industries, highlighting their crucial role in delivering efficient and trust-enhancing maintenance and asset management solutions in today's era of operational excellence.

Data Catalogs, often referred to as Computerized Maintenance Management Systems (CMMS), have become game-changers in maintenance and asset management. In an environment where organizations face the dual challenges of optimizing maintenance processes and ensuring the longevity and reliability of their assets, the need for robust and adaptable solutions has never been more pronounced. CMMS solutions offer a comprehensive approach, enabling organizations to digitize their maintenance workflows, schedule preventive maintenance, track assets, and efficiently manage work orders.

A primary driver for the widespread adoption of Data Catalogs is the imperative of achieving operational excellence. Across various industries such as manufacturing, facilities management, healthcare, and transportation, minimizing downtime, reducing maintenance costs, and extending asset life are critical goals. CMMS technologies empower organizations to establish a proactive maintenance approach. This approach allows them to identify and address potential issues before they result in costly breakdowns or disruptions. Moreover, these advanced solutions effectively address the challenges associated with traditional paper-based or manual maintenance processes, such as data inaccuracies and delays in decision-making.

Efficiency and reliability are paramount in asset management. Data Catalogs prioritize data accuracy, real-time monitoring, and performance analytics, ensuring organizations have full visibility into their assets' condition and maintenance history. This commitment to trust-building measures enhances decision-making, reduces unplanned downtime, and optimizes asset performance. Furthermore, CMMS solutions facilitate compliance with regulatory requirements and industry standards, safeguarding organizations from potential legal and financial risks.

The Global Data Catalog Market is experiencing a profound transformation driven by the imperative of achieving operational excellence and ensuring asset reliability and longevity in today's digital world. CMMS technologies are reshaping how organizations manage maintenance processes and assets, offering unmatched efficiency, reliability, and peace of mind. As industries continue to evolve, and the demand for operational excellence persists, the pivotal role of Data Catalogs in shaping a more efficient and resilient world is undeniable. This transformation fosters innovation and elevates the field of maintenance and asset management, enhancing the competitiveness of organizations across sectors.

Key Market Drivers:

Digital Transformation and Data Proliferation

One of the primary driving factors in the Global Data Catalog Market is the ongoing digital transformation across industries, accompanied by the exponential growth of data. In today's interconnected and data-driven world, organizations are generating and collecting vast amounts of data from various sources, including IoT devices, social media, and cloud applications. This data serves as a valuable asset for businesses, providing insights for decision-making, customer engagement, and operational optimization.

However, managing and harnessing this data deluge effectively is a complex challenge. This is where data catalogs come into play. They provide a centralized and organized repository for metadata and data assets, making it easier for organizations to discover, access, and understand their data. Data catalogs facilitate data governance, data quality, and data lineage, which are essential components of data management in the digital age. As organizations increasingly rely on data to gain a competitive edge, the demand for robust data catalog solutions continues to rise.

Regulatory Compliance and Data Governance

Another significant driver for the Global Data Catalog Market is the heightened focus on regulatory compliance and data governance. In an era of data breaches, privacy concerns, and stringent data protection laws such as GDPR and CCPA, organizations are under increasing pressure to ensure the security and proper management of their data assets.

Data catalogs play a pivotal role in addressing these challenges. They enable organizations to maintain a comprehensive inventory of their data assets, including sensitive and personally identifiable information (PII). Through features like data classification, tagging, and access controls, data catalogs assist in enforcing data governance policies and ensuring compliance with data protection regulations. Furthermore, they facilitate data lineage and auditing, allowing organizations to trace the origin and usage of data, a critical aspect of regulatory compliance.

Data-Driven Decision-Making and Analytics

The third driving factor in the Global Data Catalog Market is the growing emphasis on data-driven decision-making and advanced analytics. Businesses are increasingly recognizing the value of data as a strategic asset that can drive innovation, improve customer experiences, and optimize operations. To harness this potential, organizations need to democratize data access and foster a data-driven culture.

Data catalogs empower users across an organization to discover and access relevant data assets, whether for business intelligence, machine learning, or other analytical purposes. They provide a user-friendly interface for data exploration, reducing the reliance on IT teams for data provisioning. Moreover, data catalogs enhance data collaboration and knowledge sharing, enabling data professionals, analysts, and business users to collaborate effectively.

In conclusion, the Global Data Catalog Market is witnessing robust growth driven by the digital transformation, the need for enhanced data governance, and the growing importance of data-driven decision-making. As organizations continue to grapple with the challenges and opportunities presented by data, data catalogs have become indispensable tools for managing, securing, and deriving insights from data assets. Their role in facilitating data management and driving business value ensures that the demand for data catalog solutions will remain strong in the foreseeable future.

Key Market Challenges

Data Quality and Accuracy

One of the foremost challenges in the Global Data Catalog Market is ensuring the quality and accuracy of data within catalogs. Data quality issues, such as inaccuracies, inconsistencies, and incompleteness, can significantly hinder the effectiveness of data catalogs and the trustworthiness of the insights derived from cataloged data.

Data may originate from various sources, including databases, external APIs, spreadsheets, and data lakes, each with its own data quality challenges. When cataloging data, it's crucial to capture metadata that describes data lineage, data transformations, and data cleansing processes. However, maintaining this metadata and ensuring its accuracy can be complex, especially in large, dynamic data environments.

Inaccurate or outdated metadata can lead to users making decisions based on incorrect information, eroding trust in the catalog and potentially resulting in costly errors. Organizations must invest in data governance practices and data quality tools to address this challenge. Automated data profiling, validation, and cleansing processes can help maintain the integrity of data catalog entries, enhancing the reliability of the catalog as a whole.

Scalability and Data Volume

The second significant challenge in the Global Data Catalog Market is scalability, particularly as organizations deal with ever-increasing data volumes. With the exponential growth of data, both structured and unstructured, the ability to efficiently index, catalog, and manage this data becomes critical.

Traditional cataloging methods may struggle to handle the sheer volume and diversity of data sources and types. Scalability challenges can manifest in slow cataloging processes, increased storage requirements, and difficulties in searching and retrieving information from large catalogs.

To address this challenge, organizations need to adopt scalable data catalog solutions that leverage technologies like distributed computing, cloud infrastructure, and elastic storage. Modern data catalogs should be capable of handling massive datasets, ingesting data in real-time, and providing fast and efficient search capabilities. Additionally, cataloging processes should be automated and able to adapt to changing data landscapes.

Data Security and Privacy

Data security and privacy concerns represent a significant challenge in the Global Data Catalog Market, particularly in light of increasing data breaches and regulatory requirements. Data catalogs contain valuable metadata about an organization's data assets, including information about data sources, data classifications, and data usage patterns. This metadata can be sensitive and should be protected to prevent unauthorized access and data exposure.

Ensuring data security in data catalogs involves implementing robust access controls, encryption mechanisms, and audit trails. Organizations must define and enforce data access policies to restrict catalog access to authorized personnel only. This is especially critical when cataloging sensitive data, such as personally identifiable information (PII) or intellectual property.

Moreover, data catalogs should align with data privacy regulations like GDPR and CCPA, which impose strict requirements on how organizations manage and protect personal data. Compliance with these regulations necessitates features such as data anonymization, consent management, and the ability to locate and manage PII within the catalog.

In summary, the Global Data Catalog Market faces challenges related to data quality and accuracy, scalability to handle increasing data volumes, and ensuring data security and privacy. Addressing these challenges is essential for organizations to realize the full potential of data catalogs as tools for efficient data management, discovery, and governance.

Key Market Trends

AI-Driven Automation and Augmentation

One of the most prominent trends in the Global Data Catalog Market is the integration of artificial intelligence (AI) and machine learning (ML) technologies for automation and augmentation of cataloging processes. As organizations grapple with ever-expanding data landscapes, manual cataloging becomes increasingly impractical and inefficient. AI and ML-powered data catalog solutions are stepping in to address these challenges.

AI-driven automation can accelerate the cataloging process by identifying and extracting metadata from diverse data sources automatically. Natural language processing (NLP) algorithms enable these solutions to understand and categorize unstructured data, such as documents and text files, making them searchable and discoverable within the catalog. Moreover, AI can assist in data profiling, quality assessment, and lineage tracking, ensuring that catalog entries are comprehensive and accurate.

Another dimension of this trend is AI-powered data augmentation. AI algorithms can enrich catalog entries by suggesting related datasets, providing context, and recommending data usage patterns. For instance, if a user searches for a specific customer dataset, the catalog can recommend related datasets, data transformations, or analytical models that have been previously used with that data. This augmentation not only enhances data discovery but also promotes data collaboration and reuse across the organization.

Collaboration and Data Governance

A significant trend in the Global Data Catalog Market is the growing emphasis on collaboration and data governance within data catalogs. As organizations recognize the value of data as a strategic asset, they are investing in tools and processes that foster collaboration among data users, data stewards, and data owners.

Modern data catalogs are evolving into more than just repositories of metadata; they are becoming hubs for data-related collaboration. Features like data commenting, rating, and user reviews allow data consumers to provide feedback and insights about the quality and relevance of cataloged data. Collaborative workflows enable data teams to work together on data preparation, data cleaning, and data transformation tasks.

Data governance is also closely tied to data catalogs. Effective data governance ensures that data is properly classified, protected, and compliant with regulations. Data catalogs are integrating governance capabilities such as data classification, access controls, and data lineage tracking. Users can easily understand data sensitivity, ownership, and compliance status, helping organizations adhere to data privacy regulations and internal policies.

Metadata Harmonization and Cross-Platform Integration

Metadata harmonization and cross-platform integration are emerging trends that address the challenge of dealing with diverse data sources and technologies. Organizations often use multiple data platforms, including relational databases, data lakes, cloud services, and external data sources. These platforms may have their own metadata models and terminologies, leading to inconsistencies and difficulties in data discovery.

In response, data catalogs are incorporating features to harmonize metadata across platforms. This involves mapping and aligning metadata attributes from different sources to create a unified metadata model within the catalog. Users can search for data using a common vocabulary, regardless of where the data resides.

Additionally, data catalogs are facilitating seamless integration with various data platforms and tools. Integration connectors and APIs enable data catalogs to pull metadata from diverse sources and synchronize changes in real-time. This integration streamlines data catalog maintenance and ensures that cataloged information remains up to date, even as new data sources and technologies are introduced.

In conclusion, the Global Data Catalog Market is witnessing trends that leverage AI-driven automation and augmentation, prioritize collaboration and data governance, and focus on metadata harmonization and cross-platform integration. These trends are shaping data catalogs into powerful tools for efficient data management, discovery, and collaboration, making them indispensable assets for organizations in an increasingly data-driven world.

Segmental Insights

Component Insights

The dominating segment in the Global Data Catalog Market by component is Solutions.

Data catalog solutions are software solutions that help organizations to catalog and manage their data. Data catalog solutions provide a variety of features, such as:

Data discovery: Data catalog solutions help organizations to discover their data assets and understand their relationships.

Data profiling: Data catalog solutions help organizations to profile their data assets and understand their characteristics.

Data lineage: Data catalog solutions help organizations to track the lineage of their data assets and understand how they are used.

Data governance: Data catalog solutions help organizations to govern their data assets and ensure that they are used in compliance with regulations.

Data catalog solutions are in high demand as organizations are increasingly looking for ways to manage their growing data assets more effectively. Data catalog solutions can help organizations to improve their data quality, reduce their data costs, and improve their compliance with regulations.

The services segment is also growing, but at a slower rate than the solutions segment. This is because data catalog solutions are typically complex and require a high level of expertise to implement and manage. Data catalog services providers can help organizations to implement, manage, and support their data catalog solutions.

The solutions segment is expected to continue to dominate the global data catalog market over the forecast period. This growth will be driven by the factors mentioned above, as well as the increasing adoption of data catalog solutions by small and medium-sized organizations.

Here are some examples of how data catalog solutions are being used in the global data catalog market today:

Retail companies use data catalog solutions to manage their product data, customer data, and transaction data. This helps them to improve their product recommendation systems, target their customers more effectively, and reduce fraud.

Financial services companies use data catalog solutions to manage their customer data, financial data, and risk data. This helps them to improve their customer service, reduce their risk, and comply with regulations. Healthcare organizations use data catalog solutions to manage their patient data, clinical data, and research data. This helps them to improve their patient care, conduct research more efficiently, and comply with regulations. Data catalog solutions are an essential tool for organizations of all sizes to manage their data assets effectively. As the world becomes increasingly data-driven, we can expect to see data catalog solutions become even more widely adopted and sophisticated.

Regional Insights

North America is the dominating region in the Global Data Catalog Market.

The factors driving the growth of the data catalog market in North America include:

The high adoption of digital technology and the expanding demand for business intelligence solutions

The growing awareness of the benefits of data catalogs among organizations

The increasing government regulations related to data governance and compliance

Some of the key countries in North America for data catalogs include the United States and Canada.

The United States is the largest market for data catalogs in North America. The country has a large number of businesses and government agencies that use data catalogs to manage their data assets.

Canada is another major market for data catalogs in North America. The country is experiencing rapid growth in the adoption of data catalogs by businesses of all sizes.

The data catalog market in North America is expected to continue to grow rapidly over the forecast period. This growth will be driven by the factors mentioned above, as well as the increasing adoption of data catalogs by new industries, such as healthcare and retail.

Here are some examples of how data catalogs are being used in the global data catalog market today:

Retail companies use data catalogs to manage their product data, customer data, and transaction data. This helps them to improve their product recommendation systems, target their customers more effectively, and reduce fraud.

Financial services companies use data catalogs to manage their customer data, financial data, and risk data. This helps them to improve their customer service, reduce their risk, and comply with regulations.Healthcare organizations use data catalogs to manage their patient data, clinical data, and research data. This helps them to improve their patient care, conduct research more efficiently, and comply with regulations.Data catalogs are becoming increasingly essential for organizations of all sizes to manage their data assets effectively. As the world becomes increasingly data-driven, we can expect to see data catalogs become even more widely adopted and sophisticated.

Key Market Players

Alation Inc.

COLLIBRA

Informatica

IBM Corporation

TALEND

SAP SE

Waterline Data

Data.world

Zaloni

Alteryx

Report Scope:

In this report, the Global Data Catalog Market has been segmented into the following categories, in addition to the industry trends which have also been detailed below:
  • Data Catalog Market, By Deployment Mode:
  • Cloud
  • On-premise
  • Data Catalog Market, By Component:
  • Solutions
  • Services
  • Data Catalog Market, By End-User:
  • BFSI
  • Retail & E-commerce
  • Healthcare
  • Manufacturing
  • Data Catalog Market, By Region:
  • North America
  • United States
  • Canada
  • Mexico
  • Europe
  • France
  • United Kingdom
  • Italy
  • Germany
  • Spain
  • Belgium
  • Asia-Pacific
  • China
  • India
  • Japan
  • Australia
  • South Korea
  • Indonesia
  • Vietnam
  • South America
  • Brazil
  • Argentina
  • Colombia
  • Chile
  • Peru
  • Middle East & Africa
  • South Africa
  • Saudi Arabia
  • UAE
  • Turkey
  • Israel
Competitive Landscape

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

Available Customizations:

Global Data Catalog market report with the given market data, Tech Sci 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).
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. Formulation of the Scope
2.4. Assumptions and Limitations
2.5. Sources of Research
  2.5.1. Secondary Research
  2.5.2. Primary Research
2.6. Approach for the Market Study
  2.6.1. The Bottom-Up Approach
  2.6.2. The Top-Down Approach
2.7. Methodology Followed for Calculation of Market Size & Market Shares
2.8. Forecasting Methodology
  2.8.1. Data Triangulation & Validation

3. EXECUTIVE SUMMARY


4. VOICE OF CUSTOMER


5. GLOBAL DATA CATALOG MARKET OVERVIEW


6. GLOBAL DATA CATALOG MARKET OUTLOOK

6.1. Market Size & Forecast
  6.1.1. By Value
6.2. Market Share & Forecast
  6.2.1. By Component (Solutions, Services)
  6.2.2. By Deployment Mode (Cloud, On-Premises)
  6.2.3. By End-User (BFSI, Retail & E-commerce, Healthcare, Manufacturing)
  6.2.4. By Region (North America, Europe, South America, Middle East & Africa, Asia Pacific)
6.3. By Company (2022)
6.4. Market Map

7. NORTH AMERICA DATA CATALOG MARKET OUTLOOK

7.1. Market Size & Forecast
  7.1.1. By Value
7.2. Market Share & Forecast
  7.2.1. By Component
  7.2.2. By Deployment Mode
  7.2.3. By End-User
  7.2.4. By Country
7.3. North America: Country Analysis
  7.3.1. United States Data Catalog 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 Component
      7.3.1.2.2. By Deployment Mode
      7.3.1.2.3. By End-User
  7.3.2. Canada Data Catalog 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 Component
      7.3.2.2.2. By Deployment Mode
      7.3.2.2.3. By End-User
  7.3.3. Mexico Data Catalog 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 Component
      7.3.3.2.2. By Deployment Mode
      7.3.3.2.3. By End-User

8. EUROPE DATA CATALOG MARKET OUTLOOK

8.1. Market Size & Forecast
  8.1.1. By Value
8.2. Market Share & Forecast
  8.2.1. By Component
  8.2.2. By Deployment Mode
  8.2.3. By End-User
  8.2.4. By Country
8.3. Europe: Country Analysis
  8.3.1. Germany Data Catalog 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 Component
      8.3.1.2.2. By Deployment Mode
      8.3.1.2.3. By End-User
  8.3.2. France Data Catalog 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 Component
      8.3.2.2.2. By Deployment Mode
      8.3.2.2.3. By End-User
  8.3.3. United Kingdom Data Catalog 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 Component
      8.3.3.2.2. By Deployment Mode
      8.3.3.2.3. By End-User
  8.3.4. Italy Data Catalog 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 Component
      8.3.4.2.2. By Deployment Mode
      8.3.4.2.3. By End-User
  8.3.5. Spain Data Catalog 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 Component
      8.3.5.2.2. By Deployment Mode
      8.3.5.2.3. By End-User
  8.3.6. Belgium Data Catalog Market Outlook
    8.3.6.1. Market Size & Forecast
      8.3.6.1.1. By Value
    8.3.6.2. Market Share & Forecast
      8.3.6.2.1. By Component
      8.3.6.2.2. By Deployment Mode
      8.3.6.2.3. By End-User

9. SOUTH AMERICA DATA CATALOG MARKET OUTLOOK

9.1. Market Size & Forecast
  9.1.1. By Value
9.2. Market Share & Forecast
  9.2.1. By Component
  9.2.2. By Deployment Mode
  9.2.3. By End-User
  9.2.4. By Country
9.3. South America: Country Analysis
  9.3.1. Brazil Data Catalog 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 Component
      9.3.1.2.2. By Deployment Mode
      9.3.1.2.3. By End-User
  9.3.2. Colombia Data Catalog 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 Component
      9.3.2.2.2. By Deployment Mode
      9.3.2.2.3. By End-User
  9.3.3. Argentina Data Catalog 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 Component
      9.3.3.2.2. By Deployment Mode
      9.3.3.2.3. By End-User
  9.3.4. Chile Data Catalog Market Outlook
    9.3.4.1. Market Size & Forecast
      9.3.4.1.1. By Value
    9.3.4.2. Market Share & Forecast
      9.3.4.2.1. By Component
      9.3.4.2.2. By Deployment Mode
      9.3.4.2.3. By End-User
  9.3.5. Peru Data Catalog Market Outlook
    9.3.5.1. Market Size & Forecast
      9.3.5.1.1. By Value
    9.3.5.2. Market Share & Forecast
      9.3.5.2.1. By Component
      9.3.5.2.2. By Deployment Mode
      9.3.5.2.3. By End-User

10. MIDDLE EAST & AFRICA DATA CATALOG MARKET OUTLOOK

10.1. Market Size & Forecast
  10.1.1. By Value
10.2. Market Share & Forecast
  10.2.1. By Component
  10.2.2. By Deployment Mode
  10.2.3. By End-User
  10.2.4. By Country
10.3. Middle East & Africa: Country Analysis
  10.3.1. Saudi Arabia Data Catalog 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 Component
      10.3.1.2.2. By Deployment Mode
      10.3.1.2.3. By End-User
  10.3.2. UAE Data Catalog 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 Component
      10.3.2.2.2. By Deployment Mode
      10.3.2.2.3. By End-User
  10.3.3. South Africa Data Catalog 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 Component
      10.3.3.2.2. By Deployment Mode
      10.3.3.2.3. By End-User
  10.3.4. Turkey Data Catalog Market Outlook
    10.3.4.1. Market Size & Forecast
      10.3.4.1.1. By Value
    10.3.4.2. Market Share & Forecast
      10.3.4.2.1. By Component
      10.3.4.2.2. By Deployment Mode
      10.3.4.2.3. By End-User
  10.3.5. Israel Data Catalog Market Outlook
    10.3.5.1. Market Size & Forecast
      10.3.5.1.1. By Value
    10.3.5.2. Market Share & Forecast
      10.3.5.2.1. By Component
      10.3.5.2.2. By Deployment Mode
      10.3.5.2.3. By End-User

11. ASIA PACIFIC DATA CATALOG MARKET OUTLOOK

11.1. Market Size & Forecast
  11.1.1. By Component
  11.1.2. By Deployment Mode
  11.1.3. By End-User
  11.1.4. By Country
11.2. Asia-Pacific: Country Analysis
  11.2.1. China Data Catalog Market Outlook
    11.2.1.1. Market Size & Forecast
      11.2.1.1.1. By Value
    11.2.1.2. Market Share & Forecast
      11.2.1.2.1. By Component
      11.2.1.2.2. By Deployment Mode
      11.2.1.2.3. By End-User
  11.2.2. India Data Catalog Market Outlook
    11.2.2.1. Market Size & Forecast
      11.2.2.1.1. By Value
    11.2.2.2. Market Share & Forecast
      11.2.2.2.1. By Component
      11.2.2.2.2. By Deployment Mode
      11.2.2.2.3. By End-User
  11.2.3. Japan Data Catalog Market Outlook
    11.2.3.1. Market Size & Forecast
      11.2.3.1.1. By Value
    11.2.3.2. Market Share & Forecast
      11.2.3.2.1. By Component
      11.2.3.2.2. By Deployment Mode
      11.2.3.2.3. By End-User
  11.2.4. South Korea Data Catalog Market Outlook
    11.2.4.1. Market Size & Forecast
      11.2.4.1.1. By Value
    11.2.4.2. Market Share & Forecast
      11.2.4.2.1. By Component
      11.2.4.2.2. By Deployment Mode
      11.2.4.2.3. By End-User
  11.2.5. Australia Data Catalog Market Outlook
    11.2.5.1. Market Size & Forecast
      11.2.5.1.1. By Value
    11.2.5.2. Market Share & Forecast
      11.2.5.2.1. By Component
      11.2.5.2.2. By Deployment Mode
      11.2.5.2.3. By End-User
  11.2.6. Indonesia Data Catalog Market Outlook
    11.2.6.1. Market Size & Forecast
      11.2.6.1.1. By Value
    11.2.6.2. Market Share & Forecast
      11.2.6.2.1. By Component
      11.2.6.2.2. By Deployment Mode
      11.2.6.2.3. By End-User
  11.2.7. Vietnam Data Catalog Market Outlook
    11.2.7.1. Market Size & Forecast
      11.2.7.1.1. By Value
    11.2.7.2. Market Share & Forecast
      11.2.7.2.1. By Component
      11.2.7.2.2. By Deployment Mode
      11.2.7.2.3. By End-User

12. MARKET DYNAMICS

12.1. Drivers
12.2. Challenges

13. MARKET TRENDS AND DEVELOPMENTS


14. COMPANY PROFILES

14.1. Alation Inc.
  14.1.1. Business Overview
  14.1.2. Key Revenue and Financials
  14.1.3. Recent Developments
  14.1.4. Key Personnel/Key Contact Person
  14.1.5. Key Product/Services Offered
14.2. COLLIBRA
  14.2.1. Business Overview
  14.2.2. Key Revenue and Financials
  14.2.3. Recent Developments
  14.2.4. Key Personnel/Key Contact Person
  14.2.5. Key Product/Services Offered
14.3. Informatica
  14.3.1. Business Overview
  14.3.2. Key Revenue and Financials
  14.3.3. Recent Developments
  14.3.4. Key Personnel/Key Contact Person
  14.3.5. Key Product/Services Offered
14.4. IBM Corporation
  14.4.1. Business Overview
  14.4.2. Key Revenue and Financials
  14.4.3. Recent Developments
  14.4.4. Key Personnel/Key Contact Person
  14.4.5. Key Product/Services Offered
14.5. TALEND
  14.5.1. Business Overview
  14.5.2. Key Revenue and Financials
  14.5.3. Recent Developments
  14.5.4. Key Personnel/Key Contact Person
  14.5.5. Key Product/Services Offered
14.6. SAP SE
  14.6.1. Business Overview
  14.6.2. Key Revenue and Financials
  14.6.3. Recent Developments
  14.6.4. Key Personnel/Key Contact Person
  14.6.5. Key Product/Services Offered
14.7. Data.world
  14.7.1. Business Overview
  14.7.2. Key Revenue and Financials
  14.7.3. Recent Developments
  14.7.4. Key Personnel/Key Contact Person
  14.7.5. Key Product/Services Offered
14.8. Waterline Data:
  14.8.1. Business Overview
  14.8.2. Key Revenue and Financials
  14.8.3. Recent Developments
  14.8.4. Key Personnel/Key Contact Person
  14.8.5. Key Product/Services Offered
14.9. Zaloni
  14.9.1. Business Overview
  14.9.2. Key Revenue and Financials
  14.9.3. Recent Developments
  14.9.4. Key Personnel/Key Contact Person
  14.9.5. Key Product/Services Offered
14.10. Alteryx
  14.10.1. Business Overview
  14.10.2. Key Revenue and Financials
  14.10.3. Recent Developments
  14.10.4. Key Personnel/Key Contact Person
  14.10.5. Key Product/Services Offered

15. STRATEGIC RECOMMENDATIONS


16. ABOUT US & DISCLAIMER


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