• The dataset consists of global companies' data sourced and enriched from LinkedIn, with multiple attributes specific to the company including current_technologies and total_funding
• The dataset can be useful for analysis of industry trends, company growth patterns, technology adoption, along with regression analysis to understand if any feature with continuous data can be expressed as a function of other independent variables.

A complete customer base is important, as you cannot (properly) reach your customers when data is missing. With our Data Enrichment solution, missing data can be added to your customer base. This starts with validating the contact information you already have, such as names, addresses, phone numbers and email addresses. Besides, we can also enrich your database with specific wishes, such as real estate, location and / or consumer data.

Benefits: - An accurate customer base - Always reach the right (potential) customers - Reconnect with dormant accounts - Data enrichment as desired

Three networks enriched in some GO biological processes. This table lists the details and the P values.

Data Enrichment Platform Market Outlook

According to our latest research, the global Data Enrichment Platform market size reached USD 2.47 billion in 2024, reflecting robust adoption across multiple industries. The market is projected to grow at a CAGR of 14.2% from 2025 to 2033, with the total market value expected to reach USD 7.72 billion by 2033. This remarkable growth is fueled by the increasing demand for high-quality, actionable data to drive decision-making, enhance customer engagement, and support digital transformation initiatives across sectors.

A primary growth driver for the Data Enrichment Platform market is the exponential rise in data volumes generated by businesses worldwide. Organizations are increasingly recognizing the importance of transforming raw data into valuable insights, which is only possible through advanced data enrichment solutions. These platforms enable companies to append, cleanse, and validate their datasets, ensuring high data accuracy and relevancy. The proliferation of digital channels, IoT devices, and cloud-based applications has further intensified the need for real-time data enrichment, as enterprises strive to personalize customer experiences and optimize operational efficiency. Additionally, the rapid adoption of artificial intelligence and machine learning technologies within data enrichment platforms has significantly improved the speed and accuracy of data processing, making these solutions indispensable for modern enterprises.

Another significant factor propelling market growth is the rising focus on regulatory compliance and risk mitigation. With stringent data privacy regulations such as GDPR, CCPA, and others coming into effect, organizations must ensure that their data repositories are accurate, up-to-date, and compliant. Data enrichment platforms help businesses identify outdated or incorrect information, reduce compliance risks, and maintain robust audit trails. This capability is especially crucial for sectors such as BFSI, healthcare, and government, where data integrity and compliance are paramount. The integration of enrichment solutions with existing CRM, ERP, and marketing automation systems has further expanded their applications, making it easier for organizations to maintain clean and compliant datasets across all functions.

The evolving landscape of customer engagement and marketing strategies is also fueling demand for data enrichment platforms. Businesses are increasingly leveraging enriched data to gain a 360-degree view of their customers, segment audiences more effectively, and deliver hyper-personalized content. Enhanced data quality empowers sales and marketing teams to target prospects with precision, improve lead scoring, and drive higher conversion rates. Moreover, in highly competitive sectors like retail and e-commerce, enriched data supports dynamic pricing, inventory management, and customer retention initiatives. As digital transformation accelerates across industries, the ability to derive actionable insights from enriched data is becoming a key differentiator for businesses seeking to gain a competitive edge.

From a regional perspective, North America continues to dominate the Data Enrichment Platform market, accounting for the largest share in 2024. This leadership is attributed to the presence of major technology providers, high adoption rates of advanced analytics solutions, and a mature digital infrastructure. Europe follows closely, driven by stringent data privacy regulations and a strong focus on data-driven decision-making. The Asia Pacific region is emerging as a high-growth market, supported by rapid digitalization, expanding e-commerce sectors, and increasing investments in cloud and AI technologies. Latin America and the Middle East & Africa are also witnessing steady growth, albeit from a smaller base, as organizations in these regions ramp up their digital transformation efforts.

Merchant Data Enrichment is becoming a pivotal aspect of the data enrichment landscape, especially as businesses seek to enhance their understanding of transaction data. By leveraging merchant data enrichment, organizations can gain deeper insights into consumer spending patterns and merchant behaviors, which are critical for tailoring marketing strategies and improving customer engagement. This process involves appending

For the Biological processes and Molecular functions GO categories, from left to right: GO term name, name of the enriched GO term; GO code, the term's code in the GO database; P-value, is the enrichment p-value computed according to the GOrilla server [45]; N, is the total number of genes in the ranked list; B, is the total number of genes associated with the specific GO term in the whole ranked list; n, is the total number of genes in the selected top of the list; b, is the number of genes in the selected top of the list associated with the specific GO term; E., Enrichment (N, B, n, b) = (b/n)/(B/N). Parent-child relationships between GO terms are indicated with the “>” symbol.

This table lists top enriched KEGG pathways and corresponding networks number.

Salutary Data is a boutique, B2B contact and company data provider that's committed to delivering high quality data for sales intelligence, lead generation, marketing, recruiting / HR, identity resolution, and ML / AI. Our database currently consists of 148MM+ highly curated B2B Contacts ( US only), along with over 4M+ companies, and is updated regularly to ensure we have the most up-to-date information.

We can enrich your in-house data ( CRM Enrichment, Lead Enrichment, etc.) and provide you with a custom dataset ( such as a lead list) tailored to your target audience specifications and data use-case. We also support large-scale data licensing to software providers and agencies that intend to redistribute our data to their customers and end-users.

What makes Salutary unique? - We offer our clients a truly unique, one-stop aggregation of the best-of-breed quality data sources. Our supplier network consists of numerous, established high quality suppliers that are rigorously vetted. - We leverage third party verification vendors to ensure phone numbers and emails are accurate and connect to the right person. Additionally, we deploy automated and manual verification techniques to ensure we have the latest job information for contacts. - We're reasonably priced and easy to work with.

Products: API Suite Web UI Full and Custom Data Feeds

Services: Data Enrichment - We assess the fill rate gaps and profile your customer file for the purpose of appending fields, updating information, and/or rendering net new “look alike” prospects for your campaigns. ABM Match & Append - Send us your domain or other company related files, and we’ll match your Account Based Marketing targets and provide you with B2B contacts to campaign. Optionally throw in your suppression file to avoid any redundant records. Verification (“Cleaning/Hygiene”) Services - Address the 2% per month aging issue on contact records! We will identify duplicate records, contacts no longer at the company, rid your email hard bounces, and update/replace titles or phones. This is right up our alley and levers our existing internal and external processes and systems.

Comprehensive comparison of 10 data enrichment tools and their specifications

We maintain outstanding customer satisfaction with high quality products and services using mature and cost-effective processes​. By using manual operations, semi-automatic operations​ and A.I./deep learning technologies, we research, source, aggregate and enrich ​third party​ data​, customer​ proprietary data​ or GeoJunxion​ proprietary data​ and deliver excellent, reliable results based on customer specific requirements.

The usual process flow includes:

1. External data: Databases/documents/sensor data/own data​

2. Data ingestion/normalization/harmonization/aggregation/enrichment

3. Match/mingle them against an existing GeoJunxion database​ if requested

4. Export data in required customer’s format​

5. Our customer creates products/solutions with our delivery​

Additional file 4. The list of relevant enriched pathways(p value \(\le 0.005\) ≤ 0.005 ) obtained by pathDip using eachcancer gene list and the related intersection between the two listsof enriched pathways referring to the same cancer type.

Intent Data Enrichment AI Market Outlook

According to our latest research, the global Intent Data Enrichment AI market size reached USD 1.54 billion in 2024, driven by the surging demand for advanced data-driven decision-making tools across industries. The market is witnessing a robust compound annual growth rate (CAGR) of 24.1% and is projected to reach USD 12.35 billion by 2033. This impressive expansion is fueled by the increasing adoption of AI-powered intent data solutions for sales optimization, customer experience enhancement, and hyper-targeted marketing strategies.

One of the primary growth drivers for the Intent Data Enrichment AI market is the escalating need for organizations to unlock deeper customer insights and predict buyer intent with higher accuracy. As businesses amass vast volumes of customer interaction data across digital channels, the ability to enrich, analyze, and operationalize this data in real time has become a critical differentiator. AI-powered enrichment platforms enable companies to move beyond basic demographic data, providing granular intent signals that empower sales and marketing teams to personalize outreach, prioritize leads, and maximize conversion rates. As digital transformation accelerates across sectors, the integration of intent data enrichment AI into core business processes is rapidly becoming a strategic imperative.

Another significant growth factor is the proliferation of omnichannel engagement and the increasing complexity of the B2B and B2C buying journey. TodayÂ’s customers interact with brands across multiple touchpoints, leaving behind a trail of behavioral and intent signals. The Intent Data Enrichment AI market is benefiting from the growing recognition that traditional data enrichment methods are insufficient to capture the dynamic nature of modern customer journeys. AI-driven solutions can synthesize intent data from diverse sources such as web activity, social media, CRM systems, and third-party databases, providing a unified and actionable view of customer intent. This capability is particularly valuable for enterprises seeking to orchestrate seamless, context-aware experiences that drive loyalty and revenue growth.

Furthermore, regulatory pressures and the shift towards privacy-centric data practices are influencing the evolution of the Intent Data Enrichment AI market. Organizations are increasingly seeking AI-powered enrichment tools that not only enhance data quality but also ensure compliance with data protection regulations like GDPR and CCPA. Advanced AI models can help automate consent management, anonymize sensitive information, and provide transparent data lineage, thereby mitigating compliance risks. This focus on responsible data enrichment is fostering trust among customers and partners, further accelerating market adoption.

In the realm of B2B sales and marketing, AI-Enhanced B2B Lead Scoring is emerging as a transformative capability. By leveraging advanced algorithms and machine learning models, organizations can now analyze vast datasets to identify high-potential leads with greater precision. This approach not only streamlines the lead qualification process but also enhances the effectiveness of sales strategies by focusing efforts on prospects most likely to convert. As a result, businesses can optimize their sales pipelines, reduce the time to close deals, and ultimately increase revenue. The integration of AI-enhanced lead scoring into existing CRM and marketing automation systems is proving to be a game-changer for companies aiming to maintain a competitive edge in today’s fast-paced digital landscape.

From a regional perspective, North America continues to dominate the Intent Data Enrichment AI market, accounting for the largest revenue share in 2024. This leadership is attributed to the regionÂ’s mature digital ecosystem, high adoption of AI technologies, and the presence of leading intent data enrichment vendors. However, Asia Pacific is emerging as the fastest-growing market, propelled by rapid digitalization, expanding enterprise IT budgets, and a burgeoning start-up ecosystem focused on AI-driven marketing and sales solutions. Europe also represents a significant market, characterized by strong regulatory frameworks and a growing emphasis on data privacy and ethical AI deployment.<br

Elevate your marketing and sales strategies with our Global Email Address Data, providing unmatched access to a vast collection of email addresses, phone numbers, and comprehensive B2B and B2C contact information. Our data solutions empower businesses to enrich their outreach efforts, enabling effective online marketing and competitive intelligence.

Designed to enhance your data-driven strategies, our offerings include critical insights such as email address data, phone number data, B2B contact data, and B2C contact data. With our extensive resources, you can build strong connections and effectively engage your target audiences.

Key Features:

Targeted Email Address Data: Access a diverse range of email information essential for executing tailored online marketing campaigns and connecting with key business stakeholders.

Comprehensive Phone Number Data: Utilize our extensive phone number database to enhance telemarketing efforts, improve customer interactions, and facilitate direct outreach.

Dynamic B2B and B2C Contact Data: Our detailed contact data helps refine your messaging strategy, ensuring it reaches the right audience—from C-suite executives to critical consumer segments.

Exclusive CEO Contact Information: Gain direct access to verified CEO contact data, ideal for high-level networking and forging strategic partnerships.

Strategic Use Cases Supported by Our Data:

Online Marketing: Leverage our email and phone data to drive precise online marketing initiatives, enhancing customer engagement and lead generation efforts.

Data Enrichment: Improve database accuracy with our comprehensive data enrichment services, providing a solid foundation for well-informed business decisions.

B2B Data Enrichment: Tailor your B2B databases effectively, enhancing the quality of business contact data to boost outreach initiatives and operational workflows.

Sales Data Enrichment: Amplify your sales strategies with enriched contact data that drives higher conversion rates and overall sales success.

Competitive Intelligence: Gain insights into market trends, competitor activities, and industry shifts using our detailed contact data, giving you an edge in your field.

Why Choose Success.ai?

Unmatched Data Precision: Our commitment to delivering a 99% accuracy rate ensures that you receive reliable data to support your strategic objectives.

Global Reach with Tailored Solutions: Our database encompasses global markets while being finely tuned to cater to local business needs, providing pertinent information relevant to your operations.

Affordable Pricing with Best Value: We guarantee the most cost-effective data solutions available, ensuring maximum value without compromising quality.

Ethical Data Practices: Commitment to compliance with international data privacy standards ensures responsible and legally sound utilization of our data.

Get Started with Success.ai Today: Partner with Success.ai to harness the full potential of high-quality contact data. Whether your goal is to enhance online marketing efforts, enrich sales databases, or gain strategic competitive insights, our comprehensive data solutions can propel your business forward.

Contact us today to discover how we can customize our offerings to meet your specific business needs!

We'll beat any price on the market!

Data Enrichment Platform Market Outlook

According to our latest research, the global Data Enrichment Platform market size reached USD 2.41 billion in 2024. The market is exhibiting robust expansion, propelled by rising enterprise data needs and digital transformation initiatives. The industry is forecasted to grow at a CAGR of 12.8% from 2025 to 2033, attaining a projected market value of USD 7.14 billion by 2033. This growth is primarily driven by the increasing demand for actionable insights, improved customer experiences, and the proliferation of data sources across industries worldwide.

One of the primary growth factors for the Data Enrichment Platform market is the exponential increase in the volume, variety, and velocity of data generated by organizations. As businesses strive to harness data for competitive advantage, the need for platforms that can efficiently enrich, cleanse, and validate disparate data sources has become paramount. Companies are leveraging data enrichment solutions to enhance their customer profiles, improve segmentation, and create personalized marketing campaigns. This trend is especially pronounced in sectors like BFSI, Retail & E-commerce, and IT & Telecom, where data-driven decision-making is integral to operational success. Furthermore, the rise of omnichannel strategies and the integration of offline and online data have further accelerated the adoption of data enrichment platforms, ensuring that businesses have accurate and up-to-date information for every touchpoint.

Another significant driver is the increasing regulatory scrutiny and emphasis on data quality, privacy, and compliance. With the introduction of stringent data protection regulations such as GDPR in Europe, CCPA in California, and similar frameworks globally, organizations are under pressure to maintain accurate and compliant data records. Data enrichment platforms play a vital role in ensuring data quality, mitigating risks associated with outdated or incorrect information, and supporting compliance initiatives. These platforms offer advanced features such as automated data validation, deduplication, and compliance checks, which are critical for industries like healthcare, BFSI, and manufacturing, where regulatory adherence is non-negotiable. The ability to seamlessly integrate with existing systems and provide real-time data updates further enhances the value proposition of these platforms.

Technological advancements, particularly in artificial intelligence (AI), machine learning (ML), and natural language processing (NLP), are reshaping the landscape of the Data Enrichment Platform market. Modern platforms leverage these technologies to automate enrichment processes, extract meaningful insights from unstructured data, and deliver predictive analytics capabilities. The integration of AI and ML has enabled platforms to continuously improve their data enrichment algorithms, leading to higher accuracy, scalability, and reduced operational costs. Moreover, the shift towards cloud-based deployment models has democratized access to advanced data enrichment tools, making them accessible to small and medium enterprises (SMEs) alongside large corporations. This democratization is fostering innovation and driving widespread adoption across diverse industry verticals.

From a regional perspective, North America remains the dominant market for data enrichment platforms, accounting for the largest revenue share in 2024. This leadership is attributed to the presence of major technology companies, a mature digital ecosystem, and early adoption of advanced analytics solutions. However, the Asia Pacific region is emerging as the fastest-growing market, driven by rapid digitalization, increasing internet penetration, and the proliferation of SMEs. Europe continues to witness steady growth, buoyed by stringent data privacy regulations and a strong focus on data-driven business strategies. Latin America and the Middle East & Africa, while still nascent, are showing promising growth trajectories as organizations in these regions recognize the strategic importance of data enrichment for business transformation.

Component Analysis

The Data Enrichment Platform market is segmented by component into Software and Services. The software segment dominates the market, accounting for a significant share of total revenues in 2024. This dominance is driven by the increasing adoption of advanced data enrichmen

Data Enrichment Tool Market Outlook

The global data enrichment tool market size was valued at approximately USD 1.5 billion in 2023, and it is projected to reach around USD 5.8 billion by 2032, growing at a compound annual growth rate (CAGR) of 16.3% during the forecast period. This substantial growth is driven by the increasing demand for accurate, comprehensive, and quality data to support business intelligence and analytics in various sectors.

Several factors contribute to the robust growth of the data enrichment tool market. One of the primary drivers is the proliferation of big data across industries. Organizations are constantly collecting vast amounts of data from various sources, and the need to refine this raw data into actionable insights has never been greater. Data enrichment tools play a crucial role in this transformation by enhancing and improving the quality of data, thereby enabling businesses to make informed decisions. The evolution of machine learning and artificial intelligence technologies has further augmented the capabilities of data enrichment tools, making them indispensable in the modern data-driven landscape.

Another significant growth factor is the increasing adoption of customer-centric business models. Enterprises are focusing on understanding their customers better to provide personalized experiences, and enriched data is key to achieving this goal. By integrating various data points and ensuring their accuracy and relevance, data enrichment tools help in building comprehensive customer profiles. This, in turn, leads to more effective marketing strategies, enhanced customer satisfaction, and improved retention rates. Additionally, the rise of e-commerce and digital platforms has necessitated the need for enriched data to gain a competitive edge in the market.

The regulatory landscape surrounding data privacy and security is also a pivotal factor influencing the growth of the data enrichment tool market. With stringent regulations like the General Data Protection Regulation (GDPR) and the California Consumer Privacy Act (CCPA), organizations are under immense pressure to maintain high standards of data accuracy and compliance. Data enrichment tools assist in ensuring that the data used by companies is not only accurate but also compliant with these regulations. This aspect is particularly crucial for sectors such as BFSI and healthcare, where data integrity and privacy are paramount.

In the rapidly evolving landscape of data enrichment, the role of an Alternative Data Provider has become increasingly significant. These providers offer unique datasets that are not traditionally available through conventional data sources. By leveraging alternative data, organizations can gain a competitive edge by uncovering hidden patterns and insights that might otherwise go unnoticed. This data can include information from social media, satellite imagery, web traffic, and more, providing a more comprehensive view of market trends and consumer behavior. The integration of alternative data into enrichment tools allows businesses to enhance their analytical capabilities, leading to more informed decision-making and strategic planning. As the demand for diverse and high-quality data continues to grow, the influence of Alternative Data Providers is expected to expand, offering new opportunities for innovation and growth in the data enrichment tool market.

From a regional perspective, North America holds the largest share of the data enrichment tool market. The presence of major technology players and the high adoption rate of advanced analytics solutions in this region significantly contribute to its dominance. However, the Asia Pacific region is anticipated to witness the highest growth rate during the forecast period. The rapid digital transformation, increasing internet penetration, and the burgeoning e-commerce industry in countries like China and India are key factors driving the market in this region. Europe and Latin America also present substantial growth opportunities due to the increasing focus on data-driven decision-making processes across industries.

Component Analysis

The data enrichment tool market is segmented by components into software and services. The software component dominates the market due to the increasing adoption of sophisticated data enrichment platforms that offer advanced features like machine learning integration, real-time data processing, and extensive data analytics capabilities. These software s

Bytemine provides access to one of the largest and most accurate US phone number databases available, featuring over 80 million verified mobile numbers. Our data includes both B2C and B2B contacts, enriched with comprehensive personal and professional details that support a wide range of use cases — from sales and marketing outreach to lead enrichment, identity resolution, and platform integration.

Our US Phone Number Data includes:

80 million+ verified US mobile numbers B2C and B2B contacts with name, email, location, and more Work emails and personal emails 57 contact-level data points including job title, company name, seniority, industry, geography, and more

This dataset gives you unmatched access to individuals across the United States, allowing you to connect with professionals and consumers directly through mobile-first campaigns. Whether you're targeting executives, small business owners, or general consumers, Bytemine provides the precision and scale to reach the right audience.

All phone numbers in our database are:

Verified and regularly updated Matched with accurate metadata (name, email, job, etc.) Compliant with data usage policies Sourced through direct licensing from trusted partners including B2B platforms, employment systems, and verified consumer data sources

This data is ideal for:

Cold calling and phone-based outreach SMS marketing and mobile-based campaigns CRM and marketing automation enrichment Identity resolution and contact matching Prospect list building and segmentation B2B and B2C marketing and retargeting App-based user targeting and onboarding Customer data platforms that need verified mobile identifiers

With access to both business and consumer profiles, Bytemine’s US Phone Number Data allows companies to execute highly targeted and personalized campaigns. Each contact is enriched with up to 57 attributes, giving your team deep insight into who the contact is, where they work, and how best to reach them.

Data can be accessed in two flexible ways:

1. Via our web platform — search, filter, and download targeted lists
2. Via API — automate contact discovery, data enrichment, or validation at scale

Our API makes it easy to integrate contact data into your existing tools, workflows, or SaaS platform. Whether you're building a lead generation engine, contact enrichment feature, or an internal prospecting tool, Bytemine delivers the clean, structured data needed to power it.

Bytemine’s phone number dataset is trusted by sales teams, marketing agencies, growth hackers, product teams, and data-driven platforms that rely on accurate contact information to engage the right audience.

If you need verified, mobile-first contact data for B2B or B2C outreach, Bytemine delivers the scale, accuracy, and flexibility required to grow your pipeline, enrich your database, and reach your customers directly.

Insurance Third-Party Data Enrichment Market Outlook

According to our latest research, the global insurance third-party data enrichment market size reached USD 2.56 billion in 2024, demonstrating the sector’s robust expansion fueled by the increasing demand for advanced analytics in the insurance industry. With a compelling compound annual growth rate (CAGR) of 13.4% projected for the forecast period, the market is expected to achieve a value of USD 7.87 billion by 2033. The primary growth factor driving this market is the insurance sector’s accelerating shift towards data-driven decision-making, leveraging third-party data to enhance risk assessment, streamline claims management, and personalize customer experiences.

The surge in digital transformation initiatives across the insurance industry is a pivotal growth catalyst for the insurance third-party data enrichment market. Insurers are increasingly seeking ways to differentiate their offerings and improve operational efficiencies in a highly competitive landscape. By integrating external data sources—such as demographic, behavioral, and technographic data—insurers gain deeper insights into customer needs, risk profiles, and emerging market trends. This enables more accurate underwriting, proactive fraud detection, and tailored product recommendations, which collectively boost customer satisfaction and retention rates. Furthermore, the proliferation of connected devices, IoT, and big data analytics platforms is expanding the pool of actionable data, empowering insurers to make more informed decisions across the value chain.

Another significant growth factor is the rising incidence of insurance fraud and the corresponding need for robust fraud detection mechanisms. Third-party data enrichment solutions empower insurers to cross-verify applicant information, identify anomalies, and flag suspicious activities in real-time. Advanced machine learning algorithms and AI-powered analytics are increasingly being integrated into these solutions, enhancing their ability to detect complex fraud patterns that traditional methods may overlook. As regulatory scrutiny intensifies and insurers face mounting pressure to minimize losses, investment in sophisticated data enrichment tools is becoming indispensable for maintaining profitability and compliance.

The evolving regulatory landscape is also shaping market growth, as insurers must navigate a complex web of data privacy laws and compliance requirements. The adoption of third-party data enrichment solutions facilitates adherence to these regulations by ensuring data accuracy, enhancing transparency, and supporting robust audit trails. In addition, partnerships between insurers and data providers are fostering the development of innovative enrichment solutions tailored to specific insurance segments such as life, health, and property & casualty insurance. These collaborations are accelerating the adoption of enriched data across diverse applications, further propelling market expansion.

From a regional perspective, North America continues to dominate the insurance third-party data enrichment market, accounting for the largest revenue share in 2024, driven by the presence of leading insurance providers, advanced data infrastructure, and a strong regulatory framework. However, Asia Pacific is emerging as the fastest-growing region, fueled by rapid digitalization, increasing insurance penetration, and a burgeoning middle class. Meanwhile, Europe is witnessing steady growth, supported by stringent regulatory mandates and a mature insurance ecosystem. Latin America and the Middle East & Africa are also experiencing gradual adoption, with insurers in these regions increasingly recognizing the value of third-party data enrichment to enhance competitiveness and operational efficiency.

Component Analysis

The insurance third-party data enrichment market is segmented by component into solutions and services, each playing a c

Dataset Card for Dataset Name

  Dataset Description

About Dataset Emo-DB Database The EMODB database is the freely available German emotional database. The database is created by the Institute of Communication Science, Technical University, Berlin, Germany. Ten professional speakers (five males and five females) participated in data recording. The database contains a total of 535 utterances. The EMODB database comprises of seven emotions: 1) anger; 2) boredom; 3) anxiety;… See the full description on the dataset page: https://huggingface.co/datasets/renumics/emodb-enriched.

Merchant Data Enrichment Market Outlook

According to our latest research, the global merchant data enrichment market size reached USD 2.1 billion in 2024, reflecting a robust expansion driven by the increasing demand for actionable insights in digital transactions. The market is anticipated to grow at a CAGR of 15.4% during the forecast period, reaching USD 6.2 billion by 2033. Key growth factors include the rising complexity of digital payment ecosystems, the surge in online fraud, and the need for enhanced customer profiling. As organizations worldwide recognize the value of enriched merchant data for fraud detection, compliance, and personalized marketing, the market is set for significant transformation and advancement.

One of the primary growth drivers for the merchant data enrichment market is the exponential increase in digital transactions and the corresponding rise in fraud attempts. As e-commerce, fintech, and online banking platforms proliferate, organizations are seeking advanced data enrichment solutions to validate merchant identities, monitor transaction patterns, and detect anomalies in real-time. The integration of artificial intelligence and machine learning algorithms into enrichment platforms enables businesses to process vast volumes of merchant data, uncover hidden relationships, and flag suspicious activities with unprecedented accuracy. This capability is particularly crucial for financial institutions and payment processors aiming to minimize losses and comply with stringent regulatory requirements.

Merchant Risk Monitoring has become an integral aspect of the merchant data enrichment landscape. As digital transactions continue to rise, the ability to monitor and assess merchant risk in real-time is crucial for preventing fraud and ensuring compliance. Advanced data enrichment solutions provide organizations with the tools necessary to evaluate merchant behavior, financial stability, and transaction patterns, enabling them to identify potential risks before they escalate. By integrating risk monitoring capabilities with data enrichment platforms, businesses can enhance their fraud detection strategies and maintain a secure transaction environment. This proactive approach not only protects organizations from financial losses but also builds trust with customers and stakeholders.

Another significant factor propelling market growth is the growing emphasis on customer insights and personalized marketing strategies. Businesses are leveraging merchant data enrichment tools to gain a 360-degree view of their merchant partners, including business type, transaction history, location, and risk profile. This enriched data supports the creation of tailored marketing campaigns, loyalty programs, and cross-sell opportunities, ultimately driving higher engagement and revenue. Additionally, the adoption of open banking and data-sharing initiatives across regions like Europe and North America has further accelerated the demand for merchant data enrichment, as organizations seek to harness external data sources for comprehensive merchant profiling and segmentation.

Regulatory compliance and risk management are also central to the expansion of the merchant data enrichment market. With the introduction of regulations such as PSD2 in Europe, AML directives, and KYC mandates globally, organizations are compelled to maintain accurate, up-to-date merchant records. Data enrichment solutions play a pivotal role in automating compliance checks, monitoring ongoing merchant activities, and ensuring adherence to evolving regulatory standards. The ability to automate these processes not only reduces operational costs but also mitigates the risk of non-compliance penalties, making merchant data enrichment an indispensable tool for banks, fintech companies, and e-commerce platforms alike.

From a regional perspective, North America currently dominates the merchant data enrichment market, accounting for the largest share in 2024, driven by the presence of leading technology providers, a mature digital payments ecosystem, and high regulatory scrutiny. Europe follows closely, propelled by open banking adoption and rigorous data privacy laws. The Asia Pacific region is expected to witness the fastest growth during the forecast period, fueled by rapid digitalization, increasing internet penetration, and the emergence of new fintech

Sample datasets for testing CellEnrich package.

Spreadsheet summaries of identifier availability and correctness in Wikipedia Tabular summaries of identifier availability and correctness in Wikipedia; summary statistics of drugboxes and chemboxes Investigation of John W. Huffman cannabinoid dataset Summary of Wikipedia pages linked to DSSTox records Complete identifier data scraped from Wikipedia Chembox and Drugbox pages. This dataset is associated with the following publication: Sinclair, G., I. Thillainadarajah, B. Meyer, V. Samano, S. Sivasupramaniam, L. Adams, E. Willighagen, A. Richard, M. Walker, and A. Williams. Wikipedia on the CompTox Chemicals Dashboard: Connecting Resources to Enrich Public Chemical Data. Journal of Chemical Information and Modeling. American Chemical Society, Washington, DC, USA, 62(20): 4888-4905, (2022).