The US Consumer Email file has 700 million+ emails with new emails monthly. Emails are stored in plain text, MD5, SHA 256, and SHA1 formats. Additionally, our email recency validation processing can increase the success of your email campaigns by as much as 4X.

We have developed this file to be tied to our Consumer Demographics Database so additional demographics can be applied as needed. Each record is ranked by confidence and only the highest quality data is used.

Note - all Consumer packages can include necessary PII (address, email, phone, DOB, etc.) for merging, linking, and activation of the data.

BIGDBM Privacy Policy: https://bigdbm.com/privacy.html

QuoteWay offers extensive Email Address Data, perfect for businesses seeking high-quality consumer information. This Email Address Data includes approximately 1.3M records, specifically gathered for life insurance purposes and currently resting for about 3 months without contact. Our B2C Contact Data boasts 96% valid postal codes (address data), 98% valid emails, and 70% valid phone numbers.

Our Canadian B2C Email Address Data can be used the following ways: - Marketing Campaigns: Utilize our Email Data to launch targeted marketing campaigns with accurate contact information. - Sales Lead Generation: Enhance your sales lead generation efforts by accessing verified B2C Contact Data. - Customer Profiling: Create detailed customer profiles on our Audience Data using our comprehensive B2C Contact Data. - Direct Mail Campaigns: Execute effective direct marketing campaigns with our B2C Contact Data's 96% valid postal codes and address data. - Email Marketing: Boost your email marketing success rates with 98% valid email data from our B2C Contact Data, allowing for direct marketing. - Telemarketing: Improve telemarketing outcomes with our audience data using 70% valid phone numbers in our B2C Contact Data. - Market Research: Conduct thorough market research with reliable B2C Contact Data for accurate consumer insights.

Key Benefits of our Email Address Data: - High Accuracy: Our B2C Contact Data is verified with 96% valid postal codes, 98% valid email data, and 70% valid phone numbers. - Large Dataset: Access a substantial dataset of approximately 1.3M records. - Fresh Data: The B2C Contact Data has been resting for about 3 months, ensuring it is not overused. - Versatile Use: Suitable for various applications such as marketing, sales, and research. - Compliance Ready: Our audience data is ready to use under QuoteWay Canada Inc., ensuring compliance and ease of use. - Life Insurance Focused: The data was initially collected for life insurance purposes, providing a unique consumer segment. - Reliable Source:QuoteWay's commitment to quality ensures that our B2C Contact Data is reliable and effective.

By leveraging QuoteWay's Email Address Data, businesses can achieve greater accuracy and success in their consumer outreach efforts. The comprehensive and verified nature of our B2C Contact Data makes it an invaluable resource for any organization looking to enhance its contact database.

Unlock the potential of European markets with Success.ai's B2B Email Data. Access over 700 million verified profiles featuring email addresses, contact information, and detailed professional histories of European professionals. Secure the best rates in the industry with our Best Price Guarantee.

Premium B2C Consumer Database - 269+ Million US Records

Supercharge your B2C marketing campaigns with comprehensive consumer database, featuring over 269 million verified US consumer records. Our 20+ year data expertise delivers higher quality and more extensive coverage than competitors.

Core Database Statistics

Consumer Records: Over 269 million

Email Addresses: Over 160 million (verified and deliverable)

Phone Numbers: Over 76 million (mobile and landline)

Mailing Addresses: Over 116,000,000 (NCOA processed)

Geographic Coverage: Complete US (all 50 states)

Compliance Status: CCPA compliant with consent management

Targeting Categories Available

Demographics: Age ranges, education levels, occupation types, household composition, marital status, presence of children, income brackets, and gender (where legally permitted)

Geographic: Nationwide, state-level, MSA (Metropolitan Service Area), zip code radius, city, county, and SCF range targeting options

Property & Dwelling: Home ownership status, estimated home value, years in residence, property type (single-family, condo, apartment), and dwelling characteristics

Financial Indicators: Income levels, investment activity, mortgage information, credit indicators, and wealth markers for premium audience targeting

Lifestyle & Interests: Purchase history, donation patterns, political preferences, health interests, recreational activities, and hobby-based targeting

Behavioral Data: Shopping preferences, brand affinities, online activity patterns, and purchase timing behaviors

Multi-Channel Campaign Applications

Deploy across all major marketing channels:

Email marketing and automation

Social media advertising

Search and display advertising (Google, YouTube)

Direct mail and print campaigns

Telemarketing and SMS campaigns

Programmatic advertising platforms

Data Quality & Sources

Our consumer data aggregates from multiple verified sources:

Public records and government databases

Opt-in subscription services and registrations

Purchase transaction data from retail partners

Survey participation and research studies

Online behavioral data (privacy compliant)

Technical Delivery Options

File Formats: CSV, Excel, JSON, XML formats available

Delivery Methods: Secure FTP, API integration, direct download

Processing: Real-time NCOA, email validation, phone verification

Custom Selections: 1,000+ selectable demographic and behavioral attributes

Minimum Orders: Flexible based on targeting complexity

Unique Value Propositions

Dual Spouse Targeting: Reach both household decision-makers for maximum impact

Cross-Platform Integration: Seamless deployment to major ad platforms

Real-Time Updates: Monthly data refreshes ensure maximum accuracy

Advanced Segmentation: Combine multiple targeting criteria for precision campaigns

Compliance Management: Built-in opt-out and suppression list management

Ideal Customer Profiles

E-commerce retailers seeking customer acquisition

Financial services companies targeting specific demographics

Healthcare organizations with compliant marketing needs

Automotive dealers and service providers

Home improvement and real estate professionals

Insurance companies and agents

Subscription services and SaaS providers

Performance Optimization Features

Lookalike Modeling: Create audiences similar to your best customers

Predictive Scoring: Identify high-value prospects using AI algorithms

Campaign Attribution: Track performance across multiple touchpoints

A/B Testing Support: Split audiences for campaign optimization

Suppression Management: Automatic opt-out and DNC compliance

Pricing & Volume Options

Flexible pricing structures accommodate businesses of all sizes:

Pay-per-record for small campaigns

Volume discounts for large deployments

Subscription models for ongoing campaigns

Custom enterprise pricing for high-volume users

Data Compliance & Privacy

VIA.tools maintains industry-leading compliance standards:

CCPA (California Consumer Privacy Act) compliant

CAN-SPAM Act adherence for email marketing

TCPA compliance for phone and SMS campaigns

Regular privacy audits and data governance reviews

Transparent opt-out and data deletion processes

Getting Started

Our data specialists work with you to:

1. Define your target audience criteria

2. Recommend optimal data selections

3. Provide sample data for testing

4. Configure delivery methods and formats

5. Implement ongoing campaign optimization

Why We Lead the Industry

With over two decades of data industry experience, we combine extensive database coverage with advanced targeting capabilities. Our commitment to data quality, compliance, and customer success has made us the preferred choice for businesses seeking superior B2C marketing performance.

Contact our team to discuss your specific targeting requirements and receive custom pricing for your marketing objectives.

This dataset consists of a curated and anonymized collection of real job application confirmation emails from a Gmail inbox. It includes confirmation emails, rejection notices, and other relevant correspondences. The dataset was originally curated to address the challenge of eliminating manual job application tracking, allowing for automatic tracking directly from the inbox, capturing application confirmations and rejection notifications.

The dataset has been carefully pre-processed, cleaned, and enriched with derived features such as:

1. 📅 Parsed Date and Time
2. 🕒 Week, Month, and Year of Email
3. ⏱️ Days Since Email Received
4. 📩 Email Subject and Body
5. 🏢 Company Name (Parsed from Subject/Body)
6. 📊 Application Status Insights

The dataset was originally curated to build a job application tracking agent that can automatically extract and track application updates—such as confirmations, rejections, interview invites, and assessment notifications—directly from the inbox. The goal was to enable users to easily interact with an AI assistant to analyze and manage their job search process more efficiently.

⚠️ Disclaimer: All personal identifiable information (PII) such as names and email addresses have been fully anonymized or redacted. This dataset is intended strictly for educational and research purposes. All personally identifiable information (PII) has been carefully anonymized. Any personal names found in the dataset have been replaced with the fictional name "Michael Gary Scott" as a placeholder. This character reference is used purely for fun and does not correspond to any real individual. Please ensure any further use of this dataset respects privacy and ethical data handling practices.

Access 150M+ verified B2B Email Data profiles with 170M work emails and phone numbers, perfect for reaching decision-makers across all industries globally. Our B2B contact data is AI-validated for 99% accuracy and competitively priced to beat any competitor!

Overview

This hypergraph dataset was generated using email data from a large European research institution for a period from October 2003 to May 2005 (18 months). Information about all incoming and outgoing emails between members of the research institution has been anonymized. The e-mails only represent communication between institution members (the core), and the dataset does not contain incoming messages from or outgoing messages to the rest of the world.

This is a temporal hypergraph dataset, which here means a sequence of timestamped hyperedges where each hyperedge is a set of nodes. Timestamps are in ISO8601 format. In email communication, messages can be sent to multiple recipients. In this dataset, nodes are email addresses at a European research institution. The original data source only contains directed temporal edge tuples (sender, receiver, timestamp), where timestamps are recorded at 1-second resolution. The hyperedges are undirected and consist of a sender and all receivers grouped such that the email between the sender and each receiver has the same timestamp.

Statistics

Some basic statistics of this dataset are:

• number of nodes: 1,005
• number of timestamped hyperedges: 235,263
• distribution of the connected components:

Component Size, Number

• 986, 1
• 1, 19

Source of original data

Source: email-Eu dataset

References

If you use this dataset, please cite these references:

• Simplicial closure and higher-order link prediction, Austin R. Benson, Rediet Abebe, Michael T. Schaub, Ali Jadbabaie, and Jon Kleinberg. Proceedings of the National Academy of Sciences (PNAS), 2018.
• Local Higher-order Graph Clustering, Hao Yin, Austin R. Benson, Jure Leskovec, and David F. Gleich. Proceedings of KDD, 2017.
• Graph Evolution: Densification and Shrinking Diameters, Jure Leskovec, Jon Kleinberg, and Christos Faloutsos. ACM Transactions on Knowledge Discovery from Data, 2007.

Code review is an important practice that improves the overall quality of a proposed patch (i.e. code changes). While much research focused on tool-based code reviews (e.g. a Gerrit code review tool, GitHub), many traditional open-source software (OSS) projects still conduct code reviews through emails. However, due to the nature of unstructured email-based data, it can be challenging to mine email-based code reviews, hindering researchers from delving into the code review practice of such long-standing OSS projects. Therefore, this paper presents large-scale datasets of email-based code reviews of 167 projects across three OSS communities (i.e. Linux Kernel, OzLabs, and FFmpeg). We mined the data from Patchwork, a web-based patch-tracking system for email-based code review, and curated the data by grouping a submitted patch and its revised versions and grouping email aliases. Our datasets include a total of 4.2M patches with 2.1M patch groups and 169K email addresses belonging to 141K individuals. Our published artefacts include the datasets as well as a tool suite to crawl, curate, and store Patchwork data. With our datasets, future work can directly delve into an email-based code review practice of large OSS projects without additional effort in data collection and curation.

As of April 18, 2024, the United States was the country with the highest number of emails sent daily, with almost ten billion. Germany and Ireland followed, with 8.5 billion and 8.4 billion emails daily, respectively. Overall, the Netherlands, the United Kingdom, and France each had 8.3 billion emails sent per day. As of December 2023, over 241 million emails were sent worldwide within one minute.

Email Finding Software Market Outlook

The global market size for email finding software was valued at approximately $1.2 billion in 2023 and is forecasted to reach around $3.5 billion by 2032, exhibiting a compound annual growth rate (CAGR) of 12.5% during the forecast period. The robust growth in this market can be attributed to several factors including the increasing reliance on email as a core communication tool and the demand for more efficient lead generation techniques.

One of the primary growth factors driving the email finding software market is the explosion of digital marketing activities across various sectors. Companies are increasingly looking to improve their outreach and engagement by leveraging email marketing, which remains one of the most effective channels. The ability to locate and contact potential customers via email is crucial, fueling the demand for sophisticated email finding software. Additionally, the shift towards remote work has further emphasized the need for effective digital communication channels, propelling market growth.

Another significant driver is the rising adoption of automation and artificial intelligence (AI) technologies. Modern email finding software solutions are incorporating advanced AI algorithms to improve accuracy, efficiency, and scalability. These tools can sift through vast amounts of data to identify and verify email addresses, thereby reducing the time and effort required for manual searches. This technological advancement is expected to bolster the market's expansion over the forecast period.

The increasing emphasis on personalized and targeted marketing is also contributing to the market's growth. Email finding software allows companies to gather specific contact information, enabling them to tailor their marketing campaigns to individual preferences and behaviors. This personalized approach not only enhances customer engagement but also improves conversion rates, making email finding software an indispensable tool for businesses across various industries.

In this rapidly evolving digital landscape, the role of Email Verification Software has become increasingly significant. As businesses strive to maintain the integrity of their communication channels, ensuring the accuracy of email addresses is crucial. Email verification software plays a pivotal role in this process by validating email addresses before they are used for outreach. This not only helps in reducing bounce rates but also enhances the overall effectiveness of email marketing campaigns. By integrating email verification solutions, companies can ensure that their messages reach the intended recipients, thereby improving engagement and conversion rates. The growing emphasis on data quality and compliance with regulations such as GDPR underscores the importance of reliable email verification tools in today's market.

From a regional perspective, North America is anticipated to hold the largest market share due to the high adoption rate of digital technologies and the presence of numerous email marketing firms. Europe is also expected to witness significant growth, driven by stringent data protection regulations that encourage the use of verified and compliant email finding solutions. Meanwhile, the Asia Pacific region is poised for rapid growth, buoyed by increasing internet penetration and a burgeoning e-commerce sector.

Component Analysis

Software Analysis

The software segment constitutes a significant portion of the email finding software market, driven primarily by the increasing demand for automated solutions that enhance efficiency. Email finding software tools are designed to automate the process of locating and verifying email addresses, making them indispensable for marketing, sales, and recruitment activities. These tools often come with advanced features such as bulk email search, domain search, and email verification, which significantly reduce the time and effort required for manual searches.

One of the key trends in the software segment is the integration of artificial intelligence (AI) and machine learning (ML) capabilities. These technologies are being leveraged to improve the accuracy and efficiency of email finding software. AI algorithms can analyze vast amounts of data to identify patterns and predict the most likely email addresses, while ML models can continuously improve their accuracy over time

The Email Validation API market is experiencing robust growth, driven by the increasing need for businesses to maintain clean and accurate email lists for marketing and transactional communications. The market's expansion is fueled by several key factors: the rising adoption of email marketing strategies across various industries, a growing emphasis on data hygiene and compliance with regulations like GDPR and CCPA, and the increasing sophistication of email validation technologies. Segmentation reveals a significant portion of the market is dominated by large enterprises leveraging these APIs for bulk email validation and enhanced deliverability. However, the small and medium-sized enterprise (SME) segments are also demonstrating considerable growth, indicating a widespread adoption of email validation best practices across businesses of all sizes. The preferred formats show a diverse landscape with CSV, JSON, and TXT formats being commonly used, reflecting the flexibility required to integrate email validation seamlessly into existing workflows. The competitive landscape is dynamic, with numerous established and emerging players offering a range of features and pricing models. This makes it crucial for businesses to carefully evaluate different providers to find the best solution for their specific needs and budget. The projected Compound Annual Growth Rate (CAGR) suggests a consistently expanding market, implying continuous investment in email validation technologies. Geographic distribution shows a strong presence in North America and Europe, regions known for their advanced digital infrastructure and stringent data regulations. However, the Asia-Pacific region is expected to witness significant growth in the coming years, propelled by increasing internet penetration and rising adoption of digital marketing techniques. The challenges to market growth include the evolving nature of email service providers’ strategies, increasing concerns over data privacy, and the constant need for APIs to adapt to changing email landscape. Despite these challenges, the long-term outlook for the Email Validation API market remains positive, with significant opportunities for innovation and expansion across various geographic locations and business segments. The continued focus on improving email deliverability and maintaining data quality will fuel demand for these essential services for years to come.

This dataset contains a list of email address categories.

The encrypted email service market is experiencing robust growth, driven by increasing concerns over data privacy and security breaches. The market's expansion is fueled by rising adoption across both personal and business sectors, with a notable surge in demand from individuals and organizations seeking enhanced protection against cyber threats and data leaks. The market is segmented by application (personal and business use) and type (web, iOS, and Android), with web-based services currently holding a significant market share due to accessibility and ease of use. However, the mobile application segment is showing strong growth potential, driven by the increasing use of smartphones and tablets for communication. Key players like ProtonMail, Tutanota GmbH, Mailfence, Disroot, and Posteo are actively contributing to market expansion through continuous innovation and feature enhancements, focusing on user experience and enhanced security protocols. Geographic expansion is also a significant driver, with North America and Europe currently leading the market due to higher levels of digital literacy and stringent data protection regulations. However, growth in Asia Pacific and other emerging markets is expected to accelerate in the coming years as awareness of data security and privacy grows. The market's Compound Annual Growth Rate (CAGR) is estimated to be around 15% from 2025 to 2033, indicating strong and sustained growth. This growth is tempered by factors such as the complexity of implementing and using encrypted email services, potentially hindering wider adoption amongst less tech-savvy users. Furthermore, the cost of maintaining robust encryption infrastructure and complying with evolving data privacy regulations can also act as a restraint on market expansion, particularly for smaller players. The future market landscape will likely witness increasing consolidation, with larger players potentially acquiring smaller competitors to expand their market share. Furthermore, the development of more sophisticated and user-friendly encryption technologies will be key in driving future market growth and addressing current limitations.

Solution Publishing by Allforce is a sophisticated data product crafted specifically for businesses aiming to bolster their B2B marketing and outreach efforts. This data set amalgamates a wealth of information, providing businesses with unparalleled insights into their target audience, paving the way for more personalized and impactful marketing campaigns.

Key Features of the Product:

Comprehensive Contact Information: Gain access to full contact details for an astounding 120 million US business contacts. This vast repository ensures you have the means to reach out to potential leads across a diverse range of sectors.

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Locational Data: Receive detailed information about both company and individual locations. This geospatial data can be invaluable in tailoring your marketing strategies based on regional preferences and nuances.

Insightful Intent Data Signals: Benefit from intent data signals for 35 million US businesses. This data provides a glimpse into the future needs and preferences of businesses, allowing you to adapt your marketing strategies proactively.

Rich Technographics and Firmographics: Dive deep into the technology landscape and organizational structures of businesses with the available B2B Technographics and Firmographic data. This ensures that your messaging is not just broad but intricately tailored to resonate with your audience.

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Benefits:

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Strategic Planning: With access to technographic data, businesses can plan their offerings based on the technology stack of their potential clients, ensuring greater compatibility and alignment.

Data-Driven Insights: This product empowers businesses to make decisions rooted in data, ensuring strategies that are both impactful and efficient. Our data is not just a data product, but a strategic tool that empowers businesses to redefine their B2B outreach, fostering relationships that drive growth and success.

Success.ai provides a robust, enterprise-grade solution with access to over 150 million verified employee profiles, encompassing comprehensive B2B and B2C contact data. This extensive database is crafted to assist organizations in targeting key decision-makers, enhancing recruitment processes, and powering dynamic B2B marketing initiatives. Our offerings are designed to meet diverse industry needs, from small businesses to large enterprises, ensuring global coverage and up-to-date information.

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Key Use Cases:

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Success.ai stands as your premier partner in harnessing the power of detailed contact data to drive business growth and operational efficiency. Our commitment to delivering tailored, accurate, and ethically sourced data ensures that you can engage with your target audience effectively and responsibly.

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This dataset is about shops. It has 10,121 rows. It features 5 columns: brand, country, address, and email. It is 81% filled with non-null values.

Comprehensive dataset of 2 State Department of Tourisms in New York, United States as of July, 2025. Includes verified contact information (email, phone), geocoded addresses, customer ratings, reviews, business categories, and operational details. Perfect for market research, lead generation, competitive analysis, and business intelligence. Download a complimentary sample to evaluate data quality and completeness.

The global spam blocking software market is experiencing robust growth, driven by the escalating volume of spam emails and phishing attempts targeting individuals and organizations. While precise figures for market size and CAGR are unavailable in the provided data, a reasonable estimate can be made based on industry trends. Considering the increasing sophistication of spam techniques and the rising reliance on email for both personal and business communications, a conservative market size estimate for 2025 is $5 billion. Given the ongoing demand for robust email security solutions, a projected Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033 seems plausible. This growth is fuelled by several factors, including the rise of cloud-based email security solutions, increasing adoption of artificial intelligence (AI) and machine learning (ML) in spam filtering, and the growing awareness of the financial and reputational risks associated with unfiltered spam and phishing emails. Furthermore, stringent data privacy regulations are driving organizations to seek advanced spam blocking solutions to safeguard sensitive customer data. This market segment is highly competitive, with established players like McAfee and Kaspersky competing alongside specialized providers such as SpamTitan and Truecaller. The market is witnessing innovation in spam detection techniques, including advanced heuristics, Bayesian filtering, and behavioral analysis. The segment is also seeing a shift towards integrated security suites, offering spam blocking alongside other email security features such as anti-virus and data loss prevention. Future growth will likely be influenced by developments in AI-powered spam detection, the integration of spam blocking into broader cybersecurity platforms, and the increasing demand for solutions that can effectively address sophisticated spam and phishing campaigns targeting mobile devices. The market is segmented by deployment model (cloud-based, on-premises), by organization size (SMEs, large enterprises), and by geographical region. Understanding these segments is critical for businesses seeking to capitalize on the opportunities within this rapidly expanding market.

Comprehensive dataset of 2 Shipping and mailing services in Republic of Kalmykia, Russia as of July, 2025. Includes verified contact information (email, phone), geocoded addresses, customer ratings, reviews, business categories, and operational details. Perfect for market research, lead generation, competitive analysis, and business intelligence. Download a complimentary sample to evaluate data quality and completeness.

Comprehensive dataset of 190 Shipping and mailing services in Province of Pistoia, Italy as of July, 2025. Includes verified contact information (email, phone), geocoded addresses, customer ratings, reviews, business categories, and operational details. Perfect for market research, lead generation, competitive analysis, and business intelligence. Download a complimentary sample to evaluate data quality and completeness.