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Andrew Wharton's Actionable US Consumer Email Database hosts over 650 million email addresses that have been active within the last 36 months. This database is fully CAN-SPAM compliant and 100% opted-in for Third Party Use.

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The Email Address Data is 100% populated with email address, HEMS (MD5, Sha1, Sha256) first name, last name, postal address (primary and secondary), IP Address, Time Stamp(s) for Last Registration, Verification, and First Seen. An enhanced version of the database is available with Date-of-Birth (where available), Phone (mobile and landline) and MAIDs to Hashed email conversion.

The Andrews Wharton Actionable US Consumer Email Database is updated monthly. A complete replacement database or new adds are available as update files.

Contact us at successdelivered@andrewswharton.com or visit us at www.andrewswharton.com to learn more about this dataset.

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Alesco’s aggregated consumer email database consists of over 2.3 billion U.S. records with name, address and email. The database is fully CAN-SPAM and privacy compliant, and records include referring URL, IP address and date stamp. Postal addresses are address standardized and processed through NCOA. Available for licensing!

File size: 2.3 Billion IP Address: 1.9 Billion eAppend data: 1.8 Billion (full name/postal) Acquisition: 269 Million (full demo’s)

Fields Included: Name Address Email Phone IP Address

Consumer Behavior Data Consumer Demographic Data Identity Data Audience Data

About this Dataset

You will get an active email list for real and active buyers who make regular purchases through Amazon and other e-commerce sites. This email list contains 100% original email address. You can also use these emails to increase visits to your website, blog, or YouTube channel. I offer you now, a great treasure to use whenever you want.

So don't waste your time and start boosting your ecommerce business online.

The buyers will be from:

United States of America Canada Europe Union

$ There are no duplicate emails $ No fake IDs $ Audiences ready to buy

Category

Markets

Keywords

market,emails,email ma,list,buyer

Row Count

70150

Price

$90.00

Dataset Name: Spam Email Dataset

Description: This dataset contains a collection of email text messages, labeled as either spam or not spam. Each email message is associated with a binary label, where "1" indicates that the email is spam, and "0" indicates that it is not spam. The dataset is intended for use in training and evaluating spam email classification models.

Columns:

text (Text): This column contains the text content of the email messages. It includes the body of the emails along with any associated subject lines or headers.

spam_or_not (Binary): This column contains binary labels to indicate whether an email is spam or not. "1" represents spam, while "0" represents not spam.

Usage: This dataset can be used for various Natural Language Processing (NLP) tasks, such as text classification and spam detection. Researchers and data scientists can train and evaluate machine learning models using this dataset to build effective spam email filters.

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1. Title: SPAM E-mail Database

2. Sources: - Creators: Mark Hopkins, Erik Reeber, George Forman, Jaap Suermondt (Hewlett-Packard Labs, 1501 Page Mill Rd., Palo Alto, CA 94304) - Donor: George Forman (gforman at nospam hpl.hp.com, 650-857-7835) - Generated: June-July 1999

3. Past Usage: - Hewlett-Packard Internal-only Technical Report. External forthcoming. - Used to determine whether a given email is spam or not. - Approximately 7% misclassification error. - Emphasis on minimizing false positives (marking good mail as spam) due to their undesirability. - Even with the insistence on zero false positives in the training/testing set, 20-25% of the spam passed through the filter.

4. Relevant Information: - The concept of "spam" is diverse, encompassing advertisements, make-money-fast schemes, chain letters, and pornography. - Spam emails were collected from the postmaster and individuals who reported spam. - Non-spam emails were collected from work and personal sources, with the words 'george' and the area code '650' indicating non-spam. - Non-spam indicators like 'george' and '650' need to be handled carefully or require a broad collection of non-spam for a general-purpose spam filter. - Background information on spam: Cranor, Lorrie F., LaMacchia, Brian A. "Spam!" Communications of the ACM, 41(8):74-83, 1998.

5. Number of Instances: 4601 (1813 Spam = 39.4%)

6. Number of Attributes: 58 (57 continuous, 1 nominal class label)

7. Attribute Information: - 48 continuous real [0,100] attributes of type word_freq_WORD: Percentage of words in the email that match the specified word. - 6 continuous real [0,100] attributes of type char_freq_CHAR: Percentage of characters in the email that match the specified character. - 1 continuous real [1,...] attribute of type capital_run_length_average: Average length of uninterrupted sequences of capital letters. - 1 continuous integer [1,...] attribute of type capital_run_length_longest: Length of the longest uninterrupted sequence of capital letters. - 1 continuous integer [1,...] attribute of type capital_run_length_total: Sum of the length of uninterrupted sequences of capital letters. - 1 nominal {0,1} class attribute of type spam: Denotes whether the email was considered spam (1) or not (0), i.e., unsolicited commercial e-mail.

8. Missing Attribute Values: None

9. Class Distribution: - Spam: 1813 (39.4%) - Non-Spam: 2788 (60.6%)

10. Attribute Statistics (Min, Max, Average, Std.Dev, Coeff.Var_%): - Detailed statistics provided for each of the 58 attributes.

11. Additional Information: - Documentation available in the file 'spambase.DOCUMENTATION' at the UCI Machine Learning Repository: Link

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Email List Cleaning Service Market Outlook

The global email list cleaning service market size was valued at approximately USD 250 million in 2023 and is projected to reach around USD 700 million by 2032, growing at a robust CAGR of 12.6% during the forecast period. The market is driven by the increasing importance of maintaining clean and updated email lists to ensure high deliverability rates and avoid spam filters. The rising volume of marketing emails and the need for businesses to maintain a high sender reputation are significant growth factors for this market.

The proliferation of digital marketing and the increasing reliance on email campaigns as a primary mode of communication with customers have significantly driven the demand for email list cleaning services. Businesses across various sectors recognize the importance of reaching their target audience effectively, and clean email lists are crucial for achieving this. Clean email lists help in reducing bounce rates and enhancing email deliverability, which in turn leads to higher engagement rates and improved ROI on email marketing campaigns. The growing awareness among businesses about the consequences of sending emails to invalid addresses, such as being blacklisted or marked as spam, further fuels the market's growth.

Another critical growth factor is the rapid technological advancements in the email list cleaning services market. The integration of AI and machine learning algorithms into email cleaning software has made these services more efficient and accurate. These advanced technologies help in identifying and removing invalid, duplicate, and inactive email addresses with greater precision. The rise of cloud-based solutions has also made it easier for businesses to access and utilize these services, contributing to the market's expansion. Additionally, the increasing adoption of email list cleaning services by small and medium enterprises (SMEs) is expected to drive market growth, as these businesses seek cost-effective solutions to enhance their marketing efforts.

The regulatory landscape is another significant factor contributing to the market's growth. Stringent data protection regulations, such as the General Data Protection Regulation (GDPR) in Europe and the CAN-SPAM Act in the United States, mandate businesses to maintain clean email lists and obtain explicit consent from recipients. Non-compliance with these regulations can result in hefty fines and damage to a company's reputation. As a result, businesses are increasingly turning to email list cleaning services to ensure compliance and avoid legal repercussions. This trend is expected to continue driving the market's growth in the coming years.

From a regional perspective, North America holds a significant share of the global email list cleaning service market. The region's dominance can be attributed to the high adoption rate of digital marketing practices and the presence of a large number of businesses utilizing email marketing. Additionally, strict data protection regulations and the need for compliance have led to increased demand for email list cleaning services in North America. Europe follows closely, driven by the stringent GDPR regulations and the growing awareness of the importance of clean email lists. The Asia Pacific region is expected to witness the highest CAGR during the forecast period, fueled by the rapid digital transformation and increasing adoption of email marketing by businesses in emerging economies such as China and India.

In the realm of email list cleaning, Data Cleaning Tools play a pivotal role in ensuring the accuracy and reliability of email databases. These tools are designed to meticulously sift through vast amounts of data, identifying and rectifying errors such as duplicates, syntax issues, and outdated information. By employing sophisticated algorithms and machine learning techniques, data cleaning tools enhance the quality of email lists, thereby boosting deliverability rates and engagement. As businesses increasingly rely on data-driven strategies for their marketing efforts, the demand for effective data cleaning tools becomes paramount. These tools not only streamline the process of maintaining clean email lists but also provide valuable insights into data health, enabling businesses to make informed decisions and optimize their marketing campaigns.

Type Analysis

The email list cleaning service market can be segmented into software and services. The soft

Email List Building Tools Market Outlook

The global Email List Building Tools market size is projected to grow from USD 1.3 billion in 2023 to USD 3.7 billion by 2032, exhibiting a compound annual growth rate (CAGR) of 12.4% during the forecast period. The significant growth factor driving this market is the escalating importance of targeted marketing strategies and personalized communication in enhancing customer engagement and driving business growth. The increasing adoption of digital marketing tools by businesses of all sizes to ensure effective customer outreach and lead generation is further propelling the market.

One of the primary growth factors for the Email List Building Tools market is the rising adoption of digital marketing platforms. More organizations are recognizing the importance of email marketing as a critical component of their overall marketing strategy. With the shift from traditional marketing methods to more data-driven and personalized marketing techniques, businesses are increasingly investing in tools that enable them to build and manage large email lists efficiently. This enables them to reach a wider audience and tailor their marketing messages to specific segments, thereby improving conversion rates and customer retention.

Another pivotal factor contributing to the market growth is the proliferation of small and medium enterprises (SMEs) seeking cost-effective solutions for customer acquisition and retention. Email List Building Tools offer affordable and scalable options for SMEs to grow their customer base without substantial investment in marketing infrastructure. The availability of various software-as-a-service (SaaS) solutions that offer flexible pricing models makes these tools accessible to even the smallest enterprises. This democratization of advanced marketing tools is fostering the growth of the market across various business sizes.

Moreover, the increasing integration of artificial intelligence (AI) and machine learning (ML) technologies in Email List Building Tools is enhancing their functionality and efficiency. AI-driven analytics can provide deeper insights into customer behavior and preferences, allowing businesses to create more personalized and effective email campaigns. Machine learning algorithms can automate the process of segmenting email lists and predicting the best times to send emails, thus optimizing marketing efforts. These technological advancements are making email list building tools more sophisticated and effective, driving their adoption across different industries.

From a regional perspective, North America currently dominates the Email List Building Tools market, primarily due to the high adoption rate of digital marketing solutions and the presence of major market players in the region. The Asia Pacific region, however, is expected to witness the highest CAGR during the forecast period. This rapid growth can be attributed to the increasing digitization of businesses, the growing e-commerce sector, and the rising internet penetration in countries like China and India. The expanding SME sector in this region is also playing a crucial role in the growing demand for email list building tools.

In the realm of digital marketing, the role of an Email Testing Tool is becoming increasingly significant. These tools are essential for ensuring that email campaigns are delivered effectively and appear correctly across various email clients and devices. By simulating different environments, email testing tools help marketers identify and rectify issues such as formatting errors, broken links, and deliverability problems before the campaign reaches the audience. This not only enhances the professionalism of the communication but also improves engagement rates by ensuring that the message is received as intended. As businesses strive to optimize their email marketing strategies, the demand for reliable email testing tools is on the rise, contributing to the overall growth of the market.

Type Analysis

The Email List Building Tools market, segmented by type, includes Software and Services. The software segment encompasses a wide range of tools designed to automate and enhance the process of email list building. These tools offer features such as lead capture forms, pop-ups, landing pages, and integrations with other marketing software. The growing demand for comprehensi

The email list cleaning service market is experiencing robust growth, driven by the increasing need for businesses to maintain high email deliverability rates and avoid penalties from email providers like Gmail and Outlook. The market's expansion is fueled by the rising adoption of email marketing as a primary customer acquisition and retention strategy. Businesses are increasingly recognizing the importance of data hygiene, as inaccurate or outdated email addresses lead to wasted marketing spend, damaged sender reputation, and ultimately, reduced ROI. This necessitates the use of email list cleaning services to remove invalid, inactive, and duplicate email addresses, improving campaign effectiveness and enhancing brand reputation. A conservative estimate, considering the typical growth in SaaS and marketing technology sectors, places the current market size (2025) at approximately $500 million, with a Compound Annual Growth Rate (CAGR) of 15% projected through 2033. This growth is being fueled by several key factors: a rise in spam complaints leading to stricter email deliverability standards, the increasing sophistication of email list cleaning tools offering more comprehensive data analysis and verification methods, and the growing preference for automated solutions to streamline email marketing workflows. Market restraints include the relatively high cost of some premium email list cleaning services, particularly for smaller businesses with limited budgets. The presence of free or low-cost alternatives, albeit often with limited features, presents competition. However, the long-term cost savings achieved through improved email deliverability and enhanced campaign performance are outweighing these limitations, ultimately driving market growth. Segmentation within the market includes tools catering to varying business sizes, ranging from simple email verification tools for small businesses to enterprise-grade platforms offering advanced features such as data enrichment and real-time list cleansing. Key players, including Pabbly, Xverify, QuickEmailVerification, Email Verify Ltd, Zero Bounce, MailboxValidator, InkThemes, Proofy, and SharpSpring, are continuously innovating to meet evolving market demands by incorporating AI and machine learning into their platforms for improved accuracy and efficiency.

The email list building tools market, currently valued at $906 million in 2025, is experiencing robust growth, projected to expand at a compound annual growth rate (CAGR) of 8.5% from 2025 to 2033. This expansion is driven by several key factors. Firstly, the increasing importance of email marketing as a direct and cost-effective channel for customer acquisition and retention fuels demand for sophisticated list-building tools. Businesses across diverse sectors are recognizing the value of building targeted email lists to nurture leads, enhance customer engagement, and ultimately boost sales conversions. Secondly, the evolution of marketing technology, particularly the integration of email list builders with CRM systems and marketing automation platforms, simplifies data management and improves campaign efficiency. Finally, the rise of mobile marketing and the growing popularity of subscription-based services contribute to the market's expansion, as businesses seek to capture mobile user data and cultivate loyal subscribers. The competitive landscape is dynamic, featuring both established players like OptinMonster, Optimizely, and Unbounce, and emerging tools tailored to specific niches. Factors hindering market growth include the increasing complexity of data privacy regulations (like GDPR and CCPA), which necessitate robust compliance measures. Furthermore, the rising prevalence of ad blockers and email filters pose challenges for achieving high deliverability rates and maximizing campaign effectiveness. Despite these challenges, the market is expected to continue its upward trajectory, driven by ongoing technological advancements, increasing user demand for personalized marketing experiences, and a persistent need for businesses to build and leverage robust email lists for growth. Segmentation within the market includes tools categorized by functionality (e.g., pop-ups, forms, contests), pricing models, and target user (e.g., small businesses, large enterprises).

We present the data collected as part of the Open-source Complex Ecosystem And Networks (OCEAN) partnership between Google Open Source and the University of Vermont. This includes mailing list emails with standardized format spanning the past three decades from fourteen mailing lists across four different open source communities: Python, Angular, Node.js, and the Go language.This data is presented in the following publication: Warrick, M., Rosenblatt, S. F., Young, J. G., Casari, A., Hébert-Dufresne, L., & Bagrow, J. P. (2022). The OCEAN mailing list data set: Network analysis spanning mailing lists and code repositories. In 2022 IEEE/ACM 19th International Conference on Mining Software Repositories (MSR). IEEE.

The global email list building tools market is projected to reach a value of USD 1,469.3 million by 2033, exhibiting a CAGR of XX% during the forecast period of 2023-2033. The primary factors driving market growth include the increasing adoption of email marketing strategies by businesses and organizations for targeted outreach, lead generation, and customer engagement. Additionally, the growing demand for automation and personalization in email campaigns necessitates the adoption of sophisticated list building tools that streamline the process of acquiring and managing email addresses, ensuring efficient and effective email marketing campaigns. Competitive dynamics in the email list building tools market are marked by a blend of established players and emerging vendors. Prominent players in the market include OptinMonster, Optimizely, Unbounce, Facebook, Rafflecopter, WooBox, LinkedIn, LeadPages, MailMunch, Neat, Constant Contact, Sumo, Kyleads, Poptin, Optimonk, Moosend, Gleam.io, among others. These key players focus on offering comprehensive solutions that cater to the diverse needs of businesses, from SMEs to large enterprises. Market participants constantly innovate and introduce advanced features to enhance the effectiveness and efficiency of email list building processes. Furthermore, the rise of cloud-based solutions is fostering market growth as businesses seek flexible and scalable list building tools that can be easily integrated with their existing infrastructure. Regional analysis reveals that North America and Europe dominate the email list building tools market, while Asia Pacific and the Middle East & Africa exhibit strong growth potential Executive Summary The global email list building tools market is poised to witness exponential growth over the coming years, reaching a valuation of over $15 million by 2030. This growth can be attributed to the increasing reliance on email marketing for effective communication and lead generation.