100+ datasets found
  1. p

    Data Cleansing Services

    • prospectwallet.com
    Updated Aug 11, 2025
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    Prospect Wallet: B2B Mailing & Email lists | Direct Mail Marketing (2025). Data Cleansing Services [Dataset]. https://www.prospectwallet.com/services/data-cleansing-services/
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    Dataset updated
    Aug 11, 2025
    Dataset authored and provided by
    Prospect Wallet: B2B Mailing & Email lists | Direct Mail Marketing
    Description

    Data Cleansing Services Improve the quality of your database With Our End-To-End Data Cleansing Services. Enhance Your Customer Database With Our Data Cleansing Services The quality of data that is evaluated in order to make informed decisions determines a company's efficiency. Most organizations place high importance on maintaining data records of possible leads for future reference and immediate usage. What if, on the other hand, the informa

  2. D

    Data Cleaning Tools Market Report | Global Forecast From 2025 To 2033

    • dataintelo.com
    csv, pdf, pptx
    Updated Jan 7, 2025
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    Dataintelo (2025). Data Cleaning Tools Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/data-cleaning-tools-market
    Explore at:
    pptx, pdf, csvAvailable download formats
    Dataset updated
    Jan 7, 2025
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Data Cleaning Tools Market Outlook



    As of 2023, the global market size for data cleaning tools is estimated at $2.5 billion, with projections indicating that it will reach approximately $7.1 billion by 2032, reflecting a robust CAGR of 12.1% during the forecast period. This growth is primarily driven by the increasing importance of data quality in business intelligence and analytics workflows across various industries.



    The growth of the data cleaning tools market can be attributed to several critical factors. Firstly, the exponential increase in data generation across industries necessitates efficient tools to manage data quality. Poor data quality can result in significant financial losses, inefficient business processes, and faulty decision-making. Organizations recognize the value of clean, accurate data in driving business insights and operational efficiency, thereby propelling the adoption of data cleaning tools. Additionally, regulatory requirements and compliance standards also push companies to maintain high data quality standards, further driving market growth.



    Another significant growth factor is the rising adoption of AI and machine learning technologies. These advanced technologies rely heavily on high-quality data to deliver accurate results. Data cleaning tools play a crucial role in preparing datasets for AI and machine learning models, ensuring that the data is free from errors, inconsistencies, and redundancies. This surge in the use of AI and machine learning across various sectors like healthcare, finance, and retail is driving the demand for efficient data cleaning solutions.



    The proliferation of big data analytics is another critical factor contributing to market growth. Big data analytics enables organizations to uncover hidden patterns, correlations, and insights from large datasets. However, the effectiveness of big data analytics is contingent upon the quality of the data being analyzed. Data cleaning tools help in sanitizing large datasets, making them suitable for analysis and thus enhancing the accuracy and reliability of analytics outcomes. This trend is expected to continue, fueling the demand for data cleaning tools.



    In terms of regional growth, North America holds a dominant position in the data cleaning tools market. The region's strong technological infrastructure, coupled with the presence of major market players and a high adoption rate of advanced data management solutions, contributes to its leadership. However, the Asia Pacific region is anticipated to witness the highest growth rate during the forecast period. The rapid digitization of businesses, increasing investments in IT infrastructure, and a growing focus on data-driven decision-making are key factors driving the market in this region.



    As organizations strive to maintain high data quality standards, the role of an Email List Cleaning Service becomes increasingly vital. These services ensure that email databases are free from invalid addresses, duplicates, and outdated information, thereby enhancing the effectiveness of marketing campaigns and communications. By leveraging sophisticated algorithms and validation techniques, email list cleaning services help businesses improve their email deliverability rates and reduce the risk of being flagged as spam. This not only optimizes marketing efforts but also protects the reputation of the sender. As a result, the demand for such services is expected to grow alongside the broader data cleaning tools market, as companies recognize the importance of maintaining clean and accurate contact lists.



    Component Analysis



    The data cleaning tools market can be segmented by component into software and services. The software segment encompasses various tools and platforms designed for data cleaning, while the services segment includes consultancy, implementation, and maintenance services provided by vendors.



    The software segment holds the largest market share and is expected to continue leading during the forecast period. This dominance can be attributed to the increasing adoption of automated data cleaning solutions that offer high efficiency and accuracy. These software solutions are equipped with advanced algorithms and functionalities that can handle large volumes of data, identify errors, and correct them without manual intervention. The rising adoption of cloud-based data cleaning software further bolsters this segment, as it offers scalability and ease of

  3. D

    Data Cleansing Software Market Report | Global Forecast From 2025 To 2033

    • dataintelo.com
    csv, pdf, pptx
    Updated Jan 7, 2025
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    Dataintelo (2025). Data Cleansing Software Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/global-data-cleansing-software-market
    Explore at:
    pdf, csv, pptxAvailable download formats
    Dataset updated
    Jan 7, 2025
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Data Cleansing Software Market Outlook



    The global data cleansing software market size was valued at approximately USD 1.5 billion in 2023 and is projected to reach around USD 4.2 billion by 2032, exhibiting a compound annual growth rate (CAGR) of 12.5% during the forecast period. This substantial growth can be attributed to the increasing importance of maintaining clean and reliable data for business intelligence and analytics, which are driving the adoption of data cleansing solutions across various industries.



    The proliferation of big data and the growing emphasis on data-driven decision-making are significant growth factors for the data cleansing software market. As organizations collect vast amounts of data from multiple sources, ensuring that this data is accurate, consistent, and complete becomes critical for deriving actionable insights. Data cleansing software helps organizations eliminate inaccuracies, inconsistencies, and redundancies, thereby enhancing the quality of their data and improving overall operational efficiency. Additionally, the rising adoption of advanced analytics and artificial intelligence (AI) technologies further fuels the demand for data cleansing software, as clean data is essential for the accuracy and reliability of these technologies.



    Another key driver of market growth is the increasing regulatory pressure for data compliance and governance. Governments and regulatory bodies across the globe are implementing stringent data protection regulations, such as the General Data Protection Regulation (GDPR) in Europe and the California Consumer Privacy Act (CCPA) in the United States. These regulations mandate organizations to ensure the accuracy and security of the personal data they handle. Data cleansing software assists organizations in complying with these regulations by identifying and rectifying inaccuracies in their data repositories, thus minimizing the risk of non-compliance and hefty penalties.



    The growing trend of digital transformation across various industries also contributes to the expanding data cleansing software market. As businesses transition to digital platforms, they generate and accumulate enormous volumes of data. To derive meaningful insights and maintain a competitive edge, it is imperative for organizations to maintain high-quality data. Data cleansing software plays a pivotal role in this process by enabling organizations to streamline their data management practices and ensure the integrity of their data. Furthermore, the increasing adoption of cloud-based solutions provides additional impetus to the market, as cloud platforms facilitate seamless integration and scalability of data cleansing tools.



    Regionally, North America holds a dominant position in the data cleansing software market, driven by the presence of numerous technology giants and the rapid adoption of advanced data management solutions. The region is expected to continue its dominance during the forecast period, supported by the strong emphasis on data quality and compliance. Europe is also a significant market, with countries like Germany, the UK, and France showing substantial demand for data cleansing solutions. The Asia Pacific region is poised for significant growth, fueled by the increasing digitalization of businesses and the rising awareness of data quality's importance. Emerging economies in Latin America and the Middle East & Africa are also expected to witness steady growth, driven by the growing adoption of data-driven technologies.



    The role of Data Quality Tools cannot be overstated in the context of data cleansing software. These tools are integral in ensuring that the data being processed is not only clean but also of high quality, which is crucial for accurate analytics and decision-making. Data Quality Tools help in profiling, monitoring, and cleansing data, thereby ensuring that organizations can trust their data for strategic decisions. As organizations increasingly rely on data-driven insights, the demand for robust Data Quality Tools is expected to rise. These tools offer functionalities such as data validation, standardization, and enrichment, which are essential for maintaining the integrity of data across various platforms and applications. The integration of these tools with data cleansing software enhances the overall data management capabilities of organizations, enabling them to achieve greater operational efficiency and compliance with data regulations.



    Component Analysis



    The data cle

  4. food data cleaning

    • kaggle.com
    zip
    Updated Apr 13, 2024
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    AbdElRahman16 (2024). food data cleaning [Dataset]. https://www.kaggle.com/datasets/abdelrahman16/food-n
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    zip(0 bytes)Available download formats
    Dataset updated
    Apr 13, 2024
    Authors
    AbdElRahman16
    Description

    Dataset

    This dataset was created by AbdElRahman16

    Contents

  5. M

    MRO Data Cleansing and Enrichment Service Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Apr 10, 2025
    + more versions
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    Market Report Analytics (2025). MRO Data Cleansing and Enrichment Service Report [Dataset]. https://www.marketreportanalytics.com/reports/mro-data-cleansing-and-enrichment-service-76185
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    pdf, doc, pptAvailable download formats
    Dataset updated
    Apr 10, 2025
    Dataset authored and provided by
    Market Report Analytics
    License

    https://www.marketreportanalytics.com/privacy-policyhttps://www.marketreportanalytics.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The MRO (Maintenance, Repair, and Operations) Data Cleansing and Enrichment Service market is experiencing robust growth, driven by the increasing need for accurate and reliable data across diverse industries. The rising adoption of digitalization and data-driven decision-making in sectors like Oil & Gas, Chemicals, Pharmaceuticals, and Manufacturing is a key catalyst. Companies are recognizing the significant value proposition of clean and enriched MRO data in optimizing maintenance schedules, reducing downtime, improving inventory management, and ultimately lowering operational costs. The market is segmented by application (Chemical, Oil and Gas, Pharmaceutical, Mining, Transportation, Others) and type of service (Data Cleansing, Data Enrichment), reflecting the diverse needs of different industries and the varying levels of data processing required. While precise market sizing data is not provided, considering the strong growth drivers and the established presence of numerous players like Enventure, Grihasoft, and OptimizeMRO, a conservative estimate places the 2025 market size at approximately $500 million, with a Compound Annual Growth Rate (CAGR) of 12% projected through 2033. This growth is further fueled by advancements in artificial intelligence (AI) and machine learning (ML) technologies, which are enabling more efficient and accurate data cleansing and enrichment processes. The competitive landscape is characterized by a mix of established players and emerging companies. Established players leverage their extensive industry experience and existing customer bases to maintain market share, while emerging companies are innovating with new technologies and service offerings. Regional growth varies, with North America and Europe currently dominating the market due to higher levels of digital adoption and established MRO processes. However, Asia-Pacific is expected to experience significant growth in the coming years driven by increasing industrialization and investment in digital transformation initiatives within the region. Challenges for market growth include data security concerns, the integration of new technologies with legacy systems, and the need for skilled professionals capable of managing and interpreting large datasets. Despite these challenges, the long-term outlook for the MRO Data Cleansing and Enrichment Service market remains exceptionally positive, driven by the increasing reliance on data-driven insights for improved efficiency and operational excellence across industries.

  6. D

    Data Cleansing Software Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Feb 2, 2025
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    Data Insights Market (2025). Data Cleansing Software Report [Dataset]. https://www.datainsightsmarket.com/reports/data-cleansing-software-1410628
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    doc, ppt, pdfAvailable download formats
    Dataset updated
    Feb 2, 2025
    Dataset authored and provided by
    Data Insights Market
    License

    https://www.datainsightsmarket.com/privacy-policyhttps://www.datainsightsmarket.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The data cleansing software market size is valued at XXX million in 2025 and is projected to reach USD XXX million by 2033, exhibiting a CAGR of XX% during the forecast period. The growing volume of data, increasing data complexity, and stringent data regulations are driving the adoption of data cleansing software. Moreover, the advancements in artificial intelligence (AI) and machine learning (ML) technologies are enhancing the capabilities of data cleansing tools, making them more efficient and accurate. The market is segmented by application, type, and region. Large enterprises hold a significant market share due to their extensive data processing needs. Cloud-based solutions are gaining popularity as they offer scalability, flexibility, and cost-effectiveness. North America and Europe are the prominent regions, owing to the presence of well-established IT infrastructure and stringent data protection laws. Key players in the market include IBM, SAS Institute Inc, SAP SE, Trifacta, OpenRefine, Data Ladder, Analytics Canvas(nModal Solutions Inc.), Mo-Data, Prospecta, WinPure Ltd, Symphonic Source Inc, MuleSoft, MapR Technologies, and V12 Data. These companies are investing in research and development to offer innovative data cleansing solutions that meet the evolving needs of businesses. Data cleansing involves identifying and correcting inaccuracies and inconsistencies in data. Amidst the rapid data proliferation, the demand for efficient data cleansing solutions has surged. The global data cleansing software market is estimated to reach $12.1 billion by 2028, growing at a CAGR of 10.5% from 2022 to 2028.

  7. D

    Data Cleansing Software Report

    • archivemarketresearch.com
    doc, pdf, ppt
    Updated Sep 20, 2025
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    Archive Market Research (2025). Data Cleansing Software Report [Dataset]. https://www.archivemarketresearch.com/reports/data-cleansing-software-559044
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    doc, pdf, pptAvailable download formats
    Dataset updated
    Sep 20, 2025
    Dataset authored and provided by
    Archive Market Research
    License

    https://www.archivemarketresearch.com/privacy-policyhttps://www.archivemarketresearch.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global Data Cleansing Software market is poised for substantial growth, estimated to reach approximately USD 3,500 million by 2025, with a projected Compound Annual Growth Rate (CAGR) of around 18% through 2033. This robust expansion is primarily driven by the escalating volume of data generated across all sectors, coupled with an increasing awareness of the critical importance of data accuracy for informed decision-making. Organizations are recognizing that flawed data can lead to significant financial losses, reputational damage, and missed opportunities. Consequently, the demand for sophisticated data cleansing solutions that can effectively identify, rectify, and prevent data errors is surging. Key drivers include the growing adoption of AI and machine learning for automated data profiling and cleansing, the increasing complexity of data sources, and the stringent regulatory requirements around data quality and privacy, especially within industries like finance and healthcare. The market landscape for data cleansing software is characterized by a dynamic interplay of trends and restraints. Cloud-based solutions are gaining significant traction due to their scalability, flexibility, and cost-effectiveness, particularly for Small and Medium-sized Enterprises (SMEs). Conversely, large enterprises and government agencies often opt for on-premise solutions, prioritizing enhanced security and control over sensitive data. While the market presents immense opportunities, challenges such as the high cost of implementation and the need for specialized skill sets to manage and operate these tools can act as restraints. However, advancements in user-friendly interfaces and the integration of data cleansing capabilities within broader data management platforms are mitigating these concerns, paving the way for wider adoption. Major players like IBM, SAP SE, and SAS Institute Inc. are continuously innovating, offering comprehensive suites that address the evolving needs of businesses navigating the complexities of big data.

  8. D

    Data Cleansing Tools Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated May 4, 2025
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    Data Insights Market (2025). Data Cleansing Tools Report [Dataset]. https://www.datainsightsmarket.com/reports/data-cleansing-tools-1398134
    Explore at:
    pdf, doc, pptAvailable download formats
    Dataset updated
    May 4, 2025
    Dataset authored and provided by
    Data Insights Market
    License

    https://www.datainsightsmarket.com/privacy-policyhttps://www.datainsightsmarket.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The data cleansing tools market is experiencing robust growth, driven by the escalating volume and complexity of data across various sectors. The increasing need for accurate and reliable data for decision-making, coupled with stringent data privacy regulations (like GDPR and CCPA), fuels demand for sophisticated data cleansing solutions. Businesses, regardless of size, are recognizing the critical role of data quality in enhancing operational efficiency, improving customer experiences, and gaining a competitive edge. The market is segmented by application (agencies, large enterprises, SMEs, personal use), deployment type (cloud, SaaS, web, installed, API integration), and geography, reflecting the diverse needs and technological preferences of users. While the cloud and SaaS models are witnessing rapid adoption due to scalability and cost-effectiveness, on-premise solutions remain relevant for organizations with stringent security requirements. The historical period (2019-2024) showed substantial growth, and this trajectory is projected to continue throughout the forecast period (2025-2033). Specific growth rates will depend on technological advancements, economic conditions, and regulatory changes. Competition is fierce, with established players like IBM, SAS, and SAP alongside innovative startups continuously improving their offerings. The market's future depends on factors such as the evolution of AI and machine learning capabilities within data cleansing tools, the increasing demand for automated solutions, and the ongoing need to address emerging data privacy challenges. The projected Compound Annual Growth Rate (CAGR) suggests a healthy expansion of the market. While precise figures are not provided, a realistic estimate based on industry trends places the market size at approximately $15 billion in 2025. This is based on a combination of existing market reports and understanding of the growth of related fields (such as data analytics and business intelligence). This substantial market value is further segmented across the specified geographic regions. North America and Europe currently dominate, but the Asia-Pacific region is expected to exhibit significant growth potential driven by increasing digitalization and adoption of data-driven strategies. The restraints on market growth largely involve challenges related to data integration complexity, cost of implementation for smaller businesses, and the skills gap in data management expertise. However, these are being countered by the emergence of user-friendly tools and increased investment in data literacy training.

  9. D

    Data Cleaning Tools Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Jul 27, 2025
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    Data Insights Market (2025). Data Cleaning Tools Report [Dataset]. https://www.datainsightsmarket.com/reports/data-cleaning-tools-1943471
    Explore at:
    pdf, ppt, docAvailable download formats
    Dataset updated
    Jul 27, 2025
    Dataset authored and provided by
    Data Insights Market
    License

    https://www.datainsightsmarket.com/privacy-policyhttps://www.datainsightsmarket.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The data cleaning tools market is experiencing robust growth, driven by the exponential increase in data volume and variety across industries. The rising need for high-quality data for accurate business intelligence, machine learning, and data-driven decision-making fuels demand for efficient and automated data cleaning solutions. While the precise market size in 2025 is unavailable, considering a conservative Compound Annual Growth Rate (CAGR) of 15% from a hypothetical 2019 market size of $5 billion (a reasonable starting point given the prevalence of data management needs), we can estimate the 2025 market size to be around $10 billion. This growth is further accelerated by trends like cloud adoption, the increasing sophistication of data cleaning algorithms (including AI and machine learning integration), and a growing awareness of data quality's impact on business outcomes. Leading players like Dundas BI, IBM, Sisense, and others are actively developing and enhancing their offerings to meet this demand. However, restraints such as the complexity of integrating data cleaning tools into existing systems and the need for skilled personnel to manage and utilize these tools continue to pose challenges. Segmentation within the market is likely to follow deployment models (cloud, on-premise), data types handled (structured, unstructured), and industry verticals (finance, healthcare, retail). The forecast period (2025-2033) suggests continued market expansion, propelled by further technological advancements and broader adoption across various sectors. The long-term projection anticipates a sustained CAGR, although it may moderate slightly as the market matures, potentially settling around 12-13% in the later years of the forecast. The competitive landscape is dynamic, with established players and emerging startups vying for market share. Companies are focusing on improving the usability and accessibility of their data cleaning tools, making them easier to integrate with other business intelligence platforms and enterprise systems. This integration will be vital for seamless data workflows and broader adoption. Strategic partnerships and acquisitions are likely to reshape the competitive dynamics in the years to come. Geographical variations in market maturity will influence regional growth rates, with regions like North America and Europe expected to maintain a strong presence, while Asia-Pacific and other emerging economies could see faster growth driven by increasing digitalization. Further research into specific regional data is needed to provide more precise figures and assess the localized market dynamics accurately.

  10. p

    Cleaning services Business Data for United States

    • poidata.io
    csv, json
    Updated Oct 9, 2025
    + more versions
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    Business Data Provider (2025). Cleaning services Business Data for United States [Dataset]. https://www.poidata.io/report/cleaning-service/united-states
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    json, csvAvailable download formats
    Dataset updated
    Oct 9, 2025
    Dataset authored and provided by
    Business Data Provider
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    2025
    Area covered
    United States
    Variables measured
    Website URL, Phone Number, Review Count, Business Name, Email Address, Business Hours, Customer Rating, Business Address, Business Categories, Geographic Coordinates
    Description

    Comprehensive dataset containing 28,535 verified Cleaning service businesses in United States with complete contact information, ratings, reviews, and location data.

  11. d

    CompanyData.com (BoldData) — Russia Largest B2B Company Database — 3.18+...

    • datarade.ai
    Updated Apr 23, 2021
    + more versions
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    CompanyData.com (BoldData) (2021). CompanyData.com (BoldData) — Russia Largest B2B Company Database — 3.18+ Million Verified Companies [Dataset]. https://datarade.ai/data-products/list-of-3-4m-companies-in-russia-bolddata
    Explore at:
    .json, .csv, .xls, .txtAvailable download formats
    Dataset updated
    Apr 23, 2021
    Dataset authored and provided by
    CompanyData.com (BoldData)
    Area covered
    Russia
    Description

    CompanyData.com powered by BoldData provides verified, high-quality company information sourced directly from official trade registers around the world. We help businesses unlock insights, drive compliance and scale with confidence using reliable data.

    Our Russia company database contains over 3,178,171 verified business records, covering companies across all regions of the Russian Federation. Each record includes in-depth firmographic data such as industry codes, company size and turnover, as well as corporate hierarchies, and verified contact information including emails, phone numbers and decision-makers when available.

    This comprehensive dataset supports a wide range of business applications - Compliance and KYC verification - AML checks and regulatory reporting - Sales and business development - B2B marketing and targeting - CRM enrichment and database cleansing - AI training and market research

    We offer flexible delivery options to suit your business requirements - Custom company lists filtered by location, sector or company size - Full Russian company database delivered in Excel or CSV - Real-time API access for seamless integration - Data enrichment services for updating and validating your internal records

    Russia is part of our global coverage of more than 3,178,171 verified companies across 200+ countries, making CompanyData.com a trusted partner for international data-driven growth. Whether you are navigating compliance in Eastern Europe or expanding your sales footprint, our verified data ensures you move forward with clarity and confidence.

    Partner with CompanyData.com to gain access to the most reliable company data in Russia—delivered how and when you need it.

  12. D

    Data Cleansing Tools Market Report | Global Forecast From 2025 To 2033

    • dataintelo.com
    csv, pdf, pptx
    Updated Jan 7, 2025
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    Dataintelo (2025). Data Cleansing Tools Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/global-data-cleansing-tools-market
    Explore at:
    pdf, csv, pptxAvailable download formats
    Dataset updated
    Jan 7, 2025
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Data Cleansing Tools Market Outlook



    The global data cleansing tools market size was valued at approximately USD 1.5 billion in 2023 and is projected to reach USD 4.2 billion by 2032, growing at a CAGR of 12.1% from 2024 to 2032. One of the primary growth factors driving the market is the increasing need for high-quality data in various business operations and decision-making processes.



    The surge in big data and the subsequent increased reliance on data analytics are significant factors propelling the growth of the data cleansing tools market. Organizations increasingly recognize the value of high-quality data in driving strategic initiatives, customer relationship management, and operational efficiency. The proliferation of data generated across different sectors such as healthcare, finance, retail, and telecommunications necessitates the adoption of tools that can clean, standardize, and enrich data to ensure its reliability and accuracy.



    Furthermore, the rising adoption of Machine Learning (ML) and Artificial Intelligence (AI) technologies has underscored the importance of clean data. These technologies rely heavily on large datasets to provide accurate and reliable insights. Any errors or inconsistencies in data can lead to erroneous outcomes, making data cleansing tools indispensable. Additionally, regulatory and compliance requirements across various industries necessitate the maintenance of clean and accurate data, further driving the market for data cleansing tools.



    The growing trend of digital transformation across industries is another critical growth factor. As businesses increasingly transition from traditional methods to digital platforms, the volume of data generated has skyrocketed. However, this data often comes from disparate sources and in various formats, leading to inconsistencies and errors. Data cleansing tools are essential in such scenarios to integrate data from multiple sources and ensure its quality, thus enabling organizations to derive actionable insights and maintain a competitive edge.



    In the context of ensuring data reliability and accuracy, Data Quality Software and Solutions play a pivotal role. These solutions are designed to address the challenges associated with managing large volumes of data from diverse sources. By implementing robust data quality frameworks, organizations can enhance their data governance strategies, ensuring that data is not only clean but also consistent and compliant with industry standards. This is particularly crucial in sectors where data-driven decision-making is integral to business success, such as finance and healthcare. The integration of advanced data quality solutions helps businesses mitigate risks associated with poor data quality, thereby enhancing operational efficiency and strategic planning.



    Regionally, North America is expected to hold the largest market share due to the early adoption of advanced technologies, robust IT infrastructure, and the presence of key market players. Europe is also anticipated to witness substantial growth due to stringent data protection regulations and the increasing adoption of data-driven decision-making processes. Meanwhile, the Asia Pacific region is projected to experience the highest growth rate, driven by the rapid digitalization of emerging economies, the expansion of the IT and telecommunications sector, and increasing investments in data management solutions.



    Component Analysis



    The data cleansing tools market is segmented into software and services based on components. The software segment is anticipated to dominate the market due to its extensive use in automating the data cleansing process. The software solutions are designed to identify, rectify, and remove errors in data sets, ensuring data accuracy and consistency. They offer various functionalities such as data profiling, validation, enrichment, and standardization, which are critical in maintaining high data quality. The high demand for these functionalities across various industries is driving the growth of the software segment.



    On the other hand, the services segment, which includes professional services and managed services, is also expected to witness significant growth. Professional services such as consulting, implementation, and training are crucial for organizations to effectively deploy and utilize data cleansing tools. As businesses increasingly realize the importance of clean data, the demand for expert

  13. D

    Computer Junk Cleanup Software Market Report | Global Forecast From 2025 To...

    • dataintelo.com
    csv, pdf, pptx
    Updated Jan 7, 2025
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    Dataintelo (2025). Computer Junk Cleanup Software Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/computer-junk-cleanup-software-market
    Explore at:
    csv, pptx, pdfAvailable download formats
    Dataset updated
    Jan 7, 2025
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Computer Junk Cleanup Software Market Outlook



    The global market size for computer junk cleanup software was valued at approximately USD 2.4 billion in 2023 and is projected to reach around USD 4.9 billion by 2032, growing at a CAGR of 7.8% during the forecast period. The growth of this market is fueled by increasing digitalization and the expansion of IT infrastructures across various industries, necessitating efficient management of system performance and storage solutions.



    One of the primary growth factors for this market is the exponential increase in data generation, which leads to the accumulation of redundant and obsolete files that clutter computer systems. With the rise of big data and the Internet of Things (IoT), organizations are grappling with vast amounts of data, making it essential to employ computer junk cleanup software to optimize system performance and storage. Additionally, the rapid technological advancements in AI and machine learning have enabled more efficient and effective junk cleanup solutions, which further drive market growth.



    Another significant factor contributing to market growth is the increasing awareness among individual users and enterprises about the importance of maintaining optimal system performance. As computers and other digital devices are integral to daily operations, both at work and home, ensuring their efficient functioning becomes crucial. Regular use of junk cleanup software helps in enhancing system speed, extending hardware lifespan, and preventing potential security vulnerabilities caused by unnecessary files and software. This awareness is pushing the adoption rate higher across various user segments.



    Moreover, the growing trend of remote work and the proliferation of advanced digital devices have made it imperative for organizations to deploy junk cleanup software to maintain system efficiency and security. The shift towards a remote working model necessitates advanced software solutions for performance management and data security, further bolstering the market demand for computer junk cleanup software. Companies are increasingly investing in these solutions to ensure seamless operations, which is amplifying market growth.



    In the realm of digital management, Data Cleansing Software plays a pivotal role in ensuring that systems remain efficient and free from unnecessary clutter. As organizations accumulate vast amounts of data, the need for tools that can effectively clean and organize this data becomes paramount. Data Cleansing Software helps in identifying and rectifying errors, removing duplicate entries, and ensuring that the data remains accurate and up-to-date. This not only enhances the performance of computer systems but also supports better decision-making processes by providing clean and reliable data. The integration of such software with junk cleanup solutions can significantly optimize system performance, making it an essential component for enterprises aiming to maintain high standards of data integrity.



    From a regional perspective, North America is expected to dominate the computer junk cleanup software market, owing to the high digital literacy rate, robust IT infrastructure, and significant adoption of advanced technologies. However, regions such as Asia Pacific are also witnessing rapid market growth due to the increasing number of small and medium enterprises (SMEs), rising internet penetration, and growing awareness about system optimization and security. Europe follows closely with substantial investments in IT solutions and digital transformation initiatives.



    Component Analysis



    The computer junk cleanup software market is segmented into software and services. The software segment encompasses standalone applications and integrated system optimization tools that users can install on their devices. This segment is the largest contributor to market revenue, driven by widespread adoption among individual users and enterprises seeking to enhance system performance. These software solutions often come with features such as real-time monitoring, automated cleanup, and advanced algorithms capable of identifying and removing redundant files without compromising essential data.



    The services segment, on the other hand, includes professional services, such as system audits, consultancy, installation, and maintenance offered by vendors. This segment is witnessing growth as enterprises increasingly lean on expert services for comprehen

  14. DATA CLEANING AND VISUALIZATION USING EDA

    • kaggle.com
    Updated Aug 17, 2023
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    VIVEK RAJAHANS RAUT (2023). DATA CLEANING AND VISUALIZATION USING EDA [Dataset]. https://www.kaggle.com/datasets/vivekrajahansraut/data-cleaning-and-visualization-using-eda
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    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Aug 17, 2023
    Dataset provided by
    Kagglehttp://kaggle.com/
    Authors
    VIVEK RAJAHANS RAUT
    Description

    Dataset

    This dataset was created by VIVEK RAJAHANS RAUT

    Contents

  15. w

    Global Data Cleansing Tool Market Research Report: By Application (Data...

    • wiseguyreports.com
    Updated Jul 25, 2025
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    (2025). Global Data Cleansing Tool Market Research Report: By Application (Data Quality Management, Data Migration, Data Integration, Customer Data Management), By Deployment Type (On-Premises, Cloud-Based, Hybrid), By End User (BFSI, Healthcare, Retail, Manufacturing, Telecommunications), By Features (Data Profiling, Data Matching, Data Validation, Data Enrichment) and By Regional (North America, Europe, South America, Asia Pacific, Middle East and Africa) - Forecast to 2032. [Dataset]. https://www.wiseguyreports.com/reports/data-cleansing-tool-market
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    Dataset updated
    Jul 25, 2025
    License

    https://www.wiseguyreports.com/pages/privacy-policyhttps://www.wiseguyreports.com/pages/privacy-policy

    Area covered
    Global
    Description
    BASE YEAR2024
    HISTORICAL DATA2019 - 2024
    REPORT COVERAGERevenue Forecast, Competitive Landscape, Growth Factors, and Trends
    MARKET SIZE 20232.67(USD Billion)
    MARKET SIZE 20242.95(USD Billion)
    MARKET SIZE 20326.5(USD Billion)
    SEGMENTS COVEREDApplication, Deployment Type, End User, Features, Regional
    COUNTRIES COVEREDNorth America, Europe, APAC, South America, MEA
    KEY MARKET DYNAMICSdata quality improvement, regulatory compliance demand, cloud integration growth, advanced analytics adoption, increasing data volumes
    MARKET FORECAST UNITSUSD Billion
    KEY COMPANIES PROFILEDTrifacta, Melissa Data, Pitney Bowes, Microsoft, IBM, Dun and Bradstreet, Experian, Talend, Oracle, TIBCO Software, Informatica, Data Ladder, Precisely, SAP, SAS
    MARKET FORECAST PERIOD2025 - 2032
    KEY MARKET OPPORTUNITIESAI-driven automation integration, Rising demand for data quality, Increased regulatory compliance requirements, Expansion in e-commerce sectors, Growing adoption of cloud solutions
    COMPOUND ANNUAL GROWTH RATE (CAGR) 10.38% (2025 - 2032)
  16. M

    MRO Data Cleansing and Enrichment Service Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Jan 28, 2025
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    Data Insights Market (2025). MRO Data Cleansing and Enrichment Service Report [Dataset]. https://www.datainsightsmarket.com/reports/mro-data-cleansing-and-enrichment-service-511022
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    pdf, ppt, docAvailable download formats
    Dataset updated
    Jan 28, 2025
    Dataset authored and provided by
    Data Insights Market
    License

    https://www.datainsightsmarket.com/privacy-policyhttps://www.datainsightsmarket.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global MRO Data Cleansing and Enrichment Service market is expected to grow from XXX million in 2025 to XXX million by 2033, at a CAGR of XX% during the forecast period. The growth of the market can be attributed to the increasing need for accurate and up-to-date data for maintenance, repair, and overhaul (MRO) operations. As companies strive to improve operational efficiency and reduce costs, they are increasingly investing in data cleansing and enrichment services to ensure that their MRO data is accurate, complete, and consistent. The chemical, oil and gas, pharmaceutical, mining, and transportation industries are key drivers of the MRO data cleansing and enrichment service market. These industries rely heavily on MRO operations to maintain their equipment and infrastructure, and they require accurate and up-to-date data to ensure that these operations are performed efficiently and effectively. Other factors contributing to the growth of the market include the increasing adoption of digital technologies in MRO operations, the growing need for remote monitoring and diagnostics, and the increasing emphasis on data security and compliance.

  17. D

    Data Quality Software and Solutions Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Jul 20, 2025
    + more versions
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    Data Insights Market (2025). Data Quality Software and Solutions Report [Dataset]. https://www.datainsightsmarket.com/reports/data-quality-software-and-solutions-1450028
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    ppt, doc, pdfAvailable download formats
    Dataset updated
    Jul 20, 2025
    Dataset authored and provided by
    Data Insights Market
    License

    https://www.datainsightsmarket.com/privacy-policyhttps://www.datainsightsmarket.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The Data Quality Software and Solutions market is experiencing robust growth, driven by the increasing volume and complexity of data across various industries. The market's expansion is fueled by the rising need for accurate, reliable, and consistent data to support critical business decisions, improve operational efficiency, and comply with stringent data regulations. Businesses are increasingly recognizing the significant financial and reputational risks associated with poor data quality, leading to substantial investments in data quality tools and solutions. The market is segmented by deployment (cloud, on-premise), organization size (SMEs, large enterprises), and industry vertical (BFSI, healthcare, retail, manufacturing, etc.). Key trends include the growing adoption of cloud-based solutions, the integration of AI and machine learning for automated data quality checks, and the increasing focus on data governance and compliance. While the market faces some restraints like high implementation costs and the need for skilled professionals, the overall growth trajectory remains positive, indicating significant potential for expansion. We estimate the market size in 2025 to be around $15 billion, with a CAGR of approximately 12% projected through 2033. This growth is supported by the continued digital transformation across industries and the escalating demand for data-driven insights. The competitive landscape is characterized by a mix of established players like Informatica, IBM, and SAP, and smaller, specialized vendors. These companies offer a range of solutions, from data cleansing and profiling to data matching and deduplication. The market is witnessing increased consolidation through mergers and acquisitions, as companies strive to expand their product portfolios and enhance their market share. The focus on developing user-friendly interfaces and integrating data quality solutions with other enterprise applications is another key driver of market growth. Furthermore, the emergence of open-source data quality tools presents an alternative for organizations looking for more cost-effective solutions. However, the successful implementation and maintenance of data quality solutions require a strategic approach involving comprehensive data governance policies, robust data management infrastructure, and skilled personnel. This underscores the importance of ongoing investment and expertise in navigating this dynamic landscape.

  18. d

    CompanyData.com (BoldData) — USA Largest B2B Company Database — 69.9+...

    • datarade.ai
    Updated Apr 20, 2021
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    CompanyData.com (BoldData) (2021). CompanyData.com (BoldData) — USA Largest B2B Company Database — 69.9+ Million Verified Companies [Dataset]. https://datarade.ai/data-products/list-of-55m-companies-in-united-states-of-america-bolddata
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    .json, .csv, .xls, .txtAvailable download formats
    Dataset updated
    Apr 20, 2021
    Dataset authored and provided by
    CompanyData.com (BoldData)
    Area covered
    United States
    Description

    CompanyData.com powered by BoldData is your gateway to verified, high-quality business data from around the world. We specialize in delivering structured company information sourced directly from official trade registers, giving you reliable data to fuel smarter business decisions.

    Our USA company database includes over 69,853,300 verified business records, making it one of the most comprehensive sources of company information available. Each record contains detailed firmographics such as industry classification, company size and revenue, corporate hierarchies and verified contact details including decision-maker names, email addresses, direct dials and mobile numbers.

    This rich dataset supports a wide range of use cases including - Regulatory compliance and KYC verification - Sales prospecting and lead generation - B2B marketing and audience segmentation - CRM enrichment and data cleansing - Training data for AI and machine learning models

    We offer flexible delivery options tailored to your workflow - Tailored company lists filtered by location, size, industry and more - Full USA company database exports in Excel or CSV - Real-time API access for seamless data integration - Data enrichment services to enhance your internal records

    The United States is a key part of our global database of over 69,853,300 verified companies across more than 200 countries. Whether you are expanding into the US market or enriching global CRM systems, we deliver the accuracy, scale and flexibility your business demands.

    Partner with CompanyData.com to unlock actionable company intelligence in the USA delivered how you need it, when you need it, with the precision your business deserves.

  19. M

    MRO Data Cleansing and Enrichment Service Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Aug 15, 2025
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    Data Insights Market (2025). MRO Data Cleansing and Enrichment Service Report [Dataset]. https://www.datainsightsmarket.com/reports/mro-data-cleansing-and-enrichment-service-511026
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    pdf, ppt, docAvailable download formats
    Dataset updated
    Aug 15, 2025
    Dataset authored and provided by
    Data Insights Market
    License

    https://www.datainsightsmarket.com/privacy-policyhttps://www.datainsightsmarket.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The MRO (Maintenance, Repair, and Operations) Data Cleansing and Enrichment Service market is experiencing robust growth, driven by the increasing need for accurate and reliable data within manufacturing and industrial sectors. The expanding adoption of digitalization and Industry 4.0 initiatives necessitates high-quality MRO data for efficient inventory management, predictive maintenance, and optimized supply chain operations. This market is characterized by a complex landscape of both large established players and emerging specialized service providers. Companies like Enventure, Grihasoft, and OptimizeMRO are leading the way, offering a range of solutions from basic data cleansing to advanced enrichment using AI and machine learning. The market's growth is further fueled by the rising adoption of cloud-based solutions and the increasing demand for real-time data analytics. However, challenges remain, including data security concerns, the high cost of implementation, and the need for specialized expertise in data management. A projected CAGR of 15% (a reasonable estimate given the technology's rapid adoption) suggests a significant market expansion over the forecast period (2025-2033), with the market size potentially reaching several hundred million dollars by 2033. The segmentation of the MRO Data Cleansing and Enrichment Service market includes various service types (data cleansing, data enrichment, data integration, etc.) and deployment models (cloud-based, on-premise). Geographic variations in adoption rates will influence regional market shares. North America and Europe are expected to hold a significant portion of the market, driven by early adoption of advanced technologies and a robust industrial base. However, rapidly developing economies in Asia-Pacific are projected to show substantial growth, with increasing investments in industrial automation and digitalization driving demand for such services. Key success factors for market players include building robust data security infrastructure, providing comprehensive and customized solutions, and developing strong partnerships with industry leaders. The ability to integrate seamlessly with existing ERP and other enterprise systems will also be crucial for market penetration.

  20. p

    Cleaning services Business Data for California, United States

    • poidata.io
    csv, json
    Updated Sep 27, 2025
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    Business Data Provider (2025). Cleaning services Business Data for California, United States [Dataset]. https://www.poidata.io/report/cleaning-service/united-states/california
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    csv, jsonAvailable download formats
    Dataset updated
    Sep 27, 2025
    Dataset authored and provided by
    Business Data Provider
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    2025
    Area covered
    California
    Variables measured
    Website URL, Phone Number, Review Count, Business Name, Email Address, Business Hours, Customer Rating, Business Address, Business Categories, Geographic Coordinates
    Description

    Comprehensive dataset containing 1,748 verified Cleaning service businesses in California, United States with complete contact information, ratings, reviews, and location data.

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Prospect Wallet: B2B Mailing & Email lists | Direct Mail Marketing (2025). Data Cleansing Services [Dataset]. https://www.prospectwallet.com/services/data-cleansing-services/

Data Cleansing Services

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13 scholarly articles cite this dataset (View in Google Scholar)
Dataset updated
Aug 11, 2025
Dataset authored and provided by
Prospect Wallet: B2B Mailing & Email lists | Direct Mail Marketing
Description

Data Cleansing Services Improve the quality of your database With Our End-To-End Data Cleansing Services. Enhance Your Customer Database With Our Data Cleansing Services The quality of data that is evaluated in order to make informed decisions determines a company's efficiency. Most organizations place high importance on maintaining data records of possible leads for future reference and immediate usage. What if, on the other hand, the informa

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