In December 2023, around 9.45 million phishing e-mails were detected worldwide, up from 5.59 million in September 2023. This figure has seen a continuous increase since January 2022. It is partially associated with the launch of ChatGPT in November 2022.

Introduction

Phishing Statistics: Phishing is a kind of cyberattack in which criminals try to fool people into sharing personal information such as passwords or credit card numbers, often by pretending to be a trusted company or person through fake emails, websites, or messages. Phishing has become more common as many people use the Internet for banking, shopping, and communication.

In 2024, phishing attacks are a major threat to both individuals and businesses. Criminals are using more advanced techniques, and these attacks are costing billions of dollars globally. People need to stay aware and cautious online to avoid falling victim to these scams.

During the fourth quarter of 2024, nearly 23 percent of phishing attacks worldwide targeted social media. Web-based software services and webmail were targeted by over 23 percent of registered phishing attacks. Furthermore, financial institutions accounted for 12 percent of attacks.

A survey conducted in April 2020 revealed that the largest share of employees worldwide that had clicked on phishing email links were aged between 31 and 40 years old. Although those over 51 were the least likely to have clicked on a phishing email, these older employees were also twice as likely to be unaware of what a phishing email was.

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.

data-phishing-detection

A dataset to test methods to detect phishing emails The file data.parquet contains the dataset, 400 emails. 200 are synthetic phishing attempts and 200 are synthetic regular emails.

  Schema

input - an email, synthesized by an LLM, that is either a phishing attempt or a regular email. output - 'Yes' if the email is a phishing attempt, 'No' otherwise.

  Prompt

The prompt.md file contains a prompt that can be used with an LLM as a starting… See the full description on the dataset page: https://huggingface.co/datasets/RevaHQ/data-phishing-detection.

This API is providing the information of press releases issued by the authorized institutions and other similar press releases issued by the HKMA in the past regarding fraudulent bank websites, phishing E-mails and similar scams information.

Spear Phishing Email Solution Market Outlook

The global spear phishing email solution market size was valued at USD 1.2 billion in 2023 and is expected to reach USD 4.5 billion by 2032, growing at a compound annual growth rate (CAGR) of 15.5% during the forecast period. This impressive growth can be attributed to the rising number of phishing attacks targeting enterprises and the increasing need for robust email security solutions. With the proliferation of digital communication in business operations, the risk of falling prey to sophisticated spear phishing attacks has significantly heightened, driving the demand for specialized email security solutions.

One of the primary growth factors in the spear phishing email solution market is the increasing sophistication of phishing attacks. Cybercriminals are employing more advanced tactics and technologies to execute highly targeted attacks that are difficult to detect with traditional security measures. This has led to a growing awareness among organizations about the necessity of implementing advanced spear phishing solutions to safeguard sensitive information and maintain business continuity. Additionally, regulatory requirements and compliance mandates across various industries are compelling organizations to adopt comprehensive email security measures, further propelling market growth.

Another significant driver for the market is the rising adoption of cloud-based email solutions. As businesses continue to migrate their operations to the cloud, the need for cloud-native security solutions that can effectively protect against phishing threats has surged. Cloud-based spear phishing email solutions offer several benefits, including scalability, flexibility, and reduced costs, making them an attractive option for organizations of all sizes. Furthermore, the integration of artificial intelligence (AI) and machine learning (ML) technologies into these solutions enhances their ability to detect and mitigate phishing attempts in real-time, thereby boosting their adoption across various sectors.

The increasing frequency of high-profile data breaches and cyber-attacks has also underscored the importance of robust email security. Organizations are becoming more proactive in their approach to cybersecurity, investing in advanced solutions to prevent potential financial losses and reputational damage. The financial services, healthcare, and government sectors, in particular, have emerged as significant contributors to the market's growth due to the critical nature of the data they handle. These sectors are increasingly deploying spear phishing email solutions to protect their sensitive information from malicious actors.

Regionally, North America is expected to dominate the spear phishing email solution market during the forecast period, owing to the early adoption of advanced cybersecurity solutions and the presence of key market players in the region. Europe and the Asia Pacific are also anticipated to witness substantial growth, driven by increasing digitalization, the rising number of cyber threats, and stringent regulatory requirements. The increasing awareness and adoption of spear phishing solutions in Latin America and the Middle East & Africa are also expected to contribute to the overall market growth.

Component Analysis

The spear phishing email solution market can be segmented by component into software and services. The software segment includes solutions designed to detect, prevent, and respond to spear phishing attacks. These software solutions leverage advanced technologies such as artificial intelligence (AI), machine learning (ML), and behavioral analysis to identify and mitigate phishing threats. The growing sophistication of phishing attacks has necessitated the adoption of advanced email security software, making this segment a significant contributor to the market's growth.

The services segment, on the other hand, encompasses various professional and managed services aimed at enhancing an organization's email security posture. Professional services include consulting, training, and implementation services provided by cybersecurity experts to help organizations effectively deploy and manage spear phishing email solutions. Managed services involve outsourcing the management and monitoring of email security to third-party service providers, allowing organizations to focus on their core business operations while ensuring robust protection against phishing threats.

Within the software segment, the integration of AI and ML technologies has significantly

Spam messages accounted for over **** percent of e-mail traffic in December 2023. Russia generated the largest share of unsolicited spam e-mails in 2022, with **** percent of global spam e-mails originating from the country. Spam worldwide It is almost impossible to think about e-mail without considering the issue of spam, which usually includes billions of promotional e-mails marketers send daily. As of January 2023, the United States had the highest number of spam e-mails sent daily. While many e-mail users believe such content belongs in their spam folder, marketing e-mails are generally harmless if annoying to the user. Malicious spam Phishing e-mails remain one of the primary attack vectors for cybercriminals. On average, around ** percent of businesses worldwide experience four to six successful cyber attacks in one year. Another ** percent said they became victims of more than ** bulk phishing attacks. More than half of the companies said these phishing attacks resulted in consumer or client data breaches.

Dataset Card for "phishing-emails"

More Information needed

The spear phishing market is experiencing robust growth, driven by the increasing sophistication of cyberattacks and the expanding digital landscape. While precise market sizing data is unavailable, considering the substantial investments in cybersecurity and the consistent rise in reported phishing incidents, a reasonable estimate for the 2025 market size would be in the range of $5-7 billion. This figure reflects the rising costs associated with data breaches, regulatory fines, and the increasing demand for advanced threat detection and response solutions. A Compound Annual Growth Rate (CAGR) of 12-15% over the forecast period (2025-2033) is plausible, considering ongoing technological advancements in spear phishing techniques and the corresponding need for robust countermeasures. Key drivers include the growth of remote work, increasing reliance on cloud services, and the evolving tactics employed by cybercriminals to target specific individuals and organizations. Trends point towards a greater focus on artificial intelligence (AI) and machine learning (ML) in threat detection, as well as a shift towards proactive security measures and employee training programs to mitigate the impact of spear phishing attacks. However, restraints include the ever-evolving nature of spear phishing techniques, the persistent skills gap in cybersecurity professionals, and the potential for false positives in automated detection systems. Segmentation within the market is likely to exist based on solution type (e.g., email security, security awareness training), deployment model (cloud, on-premises), and target industry (financial services, healthcare, government). Companies like BAE Systems, Check Point Software Technologies, Cisco Systems, and Proofpoint are key players actively innovating and competing within this dynamic market. The significant market expansion is further fueled by the high financial stakes involved in successful spear phishing campaigns. The impact of successful attacks, including data breaches, financial losses, and reputational damage, encourages organizations to invest heavily in comprehensive security solutions. The proliferation of sophisticated spear phishing techniques, such as personalized phishing emails and the use of social engineering, necessitates advanced detection and prevention technologies. The market's competitive landscape is characterized by both established cybersecurity vendors and emerging players who are constantly developing new solutions to combat the threat of spear phishing. The competitive dynamics will likely lead to further innovation and drive market growth in the coming years, enhancing the overall sophistication of spear phishing detection and prevention solutions.

As of December 8, 2024, China and the United States were the countries with the highest number of spam emails sent within one day worldwide, with around 7.8 billion. Ranking third and fourth were India and the Japan, with around 7.6 billion. Internet and e-mail users around the world Between 2019 and 2024, the number of email users globally increased from 3.9 billion to 4.4 billion. Moreover, this number is expected to increase up to 4.8 billion in 2027. Considering the fact that China and India had the highest number of internet users in the world in 2023, with over 1.2 billion and 1.1 billion users respectively, e-mail usage is less popular in these countries than in the United States or Germany, for example. Most popular online activities in the U.S. Not only did the United States have the highest number of daily emails and spam emails sent as of October 2021, it was actually the most popular online activity among internet users in 2019. In fact, 90.9 percent of respondents said they were email users, more than search users, social network users, or digital video viewers.

This is a large corpus of 42,619 preprocessed text messages and emails sent by humans in 43 languages. is_spam=1 means spam and is_spam=0 means ham. 1040 rows of balanced data, consisting of casual conversations and scam emails in ≈10 languages, were manually collected and annotated by me, with some help from ChatGPT.

  Some preprcoessing algorithms

spam_assassin.js, followed by spam_assassin.py enron_spam.py

  Data composition








  Description

To make the text… See the full description on the dataset page: https://huggingface.co/datasets/FredZhang7/all-scam-spam.

In 2023, the most common type of cyber crime reported to the United States internet Crime Complaint Center was phishing and spoofing, affecting approximately 298 thousand individuals. In addition, over 55 thousand cases of personal data breaches cases were reported to the IC3 during that year. Dynamic of phishing attacks Over the past few years, phishing attacks have increased significantly. In 2023, almost 300 thousand individuals fell victim to such attacks. The highest number of phishing scam victims since 2018 was recorded in 2021, approximately 324 thousand.Phishing attacks can take many shapes. Bulk phishing, smishing, and business e-mail compromise (BEC) are the most common types. In 2023, 76 percent of the surveyed worldwide organizations reported encountering bulk phishing attacks, while roughly three in four were targeted by smishing scams. Impact of phishing attacks Among the most targeted industries by cybercriminals are healthcare, financial, manufacturing, and education institutions. An observation carried out in the first quarter of 2023 found that social media was most likely to encounter phishing attacks. According to the reports, almost a quarter of them stated being targeted by a phishing scam in the measured period. Very often, phishing e-mails contain a crucial risk for the organization. Almost three in ten worldwide organizations that have experienced phishing attacks suffered from a customer or a client data breach as a consequence. Phishing scams that delivered ransomware infections were also common for the surveyed organizations.

In 2023, nearly 45.6 percent of all e-mails worldwide were identified as spam, down from almost 49 percent in 2022. While remaining a big part of the e-mail traffic, since 2011, the share of spam e-mails has decreased significantly. In 2023, the highest volume of spam e-mails was registered in May, approximately 50 percent of e-mail traffic worldwide.

Market Overview and Growth Dynamics: The global email-based phishing protection market is experiencing robust growth, with a projected market size of $1844.9 million by 2033. Driven by increasing cyber threats and the prevalence of targeted phishing attacks, the market is poised to maintain a high CAGR of 20.3% during the forecast period (2025-2033). This growth is fueled by the adoption of advanced security technologies, such as AI-powered threat detection and response systems, as organizations seek to protect their sensitive data and assets from phishing attacks. Market Segmentation, Trends, and Key Players: The market is segmented based on application (SMEs, large enterprises) and deployment type (cloud, on-premises). Cloud-based solutions are gaining popularity due to their scalability, cost-effectiveness, and ease of deployment. Key market trends include the rise of phishing-as-a-service (PhaaS), increased integration with other cybersecurity solutions, and the adoption of encryption and multi-factor authentication techniques. Prominent players in the market include Cyren, BAE Systems, Microsoft Corporation, FireEye Inc., and Symantec Corporation. These companies offer a range of email phishing protection solutions tailored to meet the specific needs of businesses of all sizes.

The statistic presents the distribution of spear phishing e-mail attacks in Japan from 2013 to 2018, broken down by modus operandi. In 2018, the Japanese police confirmed that 90 percent of total spear phishing e-mail attacks were of an indiscriminate style, up from a 53 percent share in 2013.

Email Anti Spam Software Market Outlook

The global email anti spam software market size was valued at USD 2.5 billion in 2023 and is projected to reach USD 6.7 billion by 2032, growing at a CAGR of 11.5% during the forecast period. The growth of the market is primarily driven by the increasing need for enhanced cybersecurity measures, given the rising instances of email threats and cyber-attacks. Companies across various industries are rapidly adopting email anti-spam solutions to safeguard sensitive information and maintain operational integrity.

The burgeoning number of email users worldwide is a key growth factor for the email anti-spam software market. As businesses and individuals increasingly rely on email for communication, the volume of spam and phishing emails has grown exponentially. This surge in unsolicited and often malicious emails necessitates robust anti-spam solutions. Furthermore, the rising economic losses and reputational damage caused by spam emails have compelled organizations to invest heavily in anti spam software. The need for sophisticated solutions that can filter out spam without hindering legitimate communications is paramount, fostering market growth.

Technological advancements in artificial intelligence (AI) and machine learning (ML) are significantly enhancing the capabilities of email anti-spam software, driving market expansion. Modern anti-spam solutions leverage AI and ML to detect and filter out spam emails more accurately and efficiently than traditional methods. These technologies enable real-time analysis and continuous learning from new spam patterns, which enhances the softwareÂ’s ability to combat evolving threats. Additionally, advancements in cloud technology are facilitating the deployment of scalable and cost-effective anti-spam solutions, further contributing to market growth.

Regulatory requirements and compliance standards are also playing a crucial role in the growth of the email anti-spam software market. Governments and regulatory bodies worldwide have implemented stringent regulations to protect personal data and ensure the privacy of email communications. Compliance with these regulations necessitates the adoption of robust email security solutions. For instance, the General Data Protection Regulation (GDPR) in Europe and the California Consumer Privacy Act (CCPA) in the United States mandate stringent data protection measures, including the use of anti-spam software to prevent unauthorized access and data breaches.

In addition to the advancements in AI and ML, the integration of Virus Filters into email anti-spam software is becoming increasingly important. Virus Filters play a crucial role in identifying and blocking malicious attachments and links that are often embedded in spam emails. These filters work by scanning incoming emails for known virus signatures and suspicious patterns, providing an additional layer of protection against malware and ransomware attacks. As cyber threats become more sophisticated, the ability to detect and neutralize viruses before they reach the user's inbox is vital for maintaining email security. The incorporation of Virus Filters enhances the overall effectiveness of anti-spam solutions, ensuring that organizations can safeguard their communications from a wide range of threats.

Regionally, North America dominates the email anti-spam software market, accounting for the largest market share. This dominance can be attributed to the high adoption rate of advanced technologies, the presence of major market players, and stringent regulatory requirements. The Asia Pacific region is expected to witness significant growth during the forecast period, driven by the increasing number of internet users, rapid digitalization of businesses, and growing awareness about cybersecurity. Europe, Latin America, and the Middle East & Africa are also anticipated to contribute to market growth, albeit at varying growth rates, influenced by regional economic conditions and regulatory landscapes.

Component Analysis

The email anti-spam software market is segmented into software and services. The software segment is expected to hold the largest market share during the forecast period. This can be attributed to the increasing demand for advanced software solutions that can effectively filter and block spam emails. The software solutions are designed with sophisticated algorithms that can detect and eliminate spam based on various parameters, such as content analysis, sende

E-Mail Spam Filter Market Outlook

The global market size for e-mail spam filters is poised to grow from approximately USD 2.84 billion in 2023 to an estimated USD 5.97 billion by 2032, with a robust compound annual growth rate (CAGR) of 8.5%. This growth is driven by increasing cyber threats and the rising importance of securing communication channels.

One of the primary growth factors for the e-mail spam filter market is the escalating number of cyberattacks and phishing scams. These attacks often infiltrate via spam emails, making it critical for organizations to implement robust spam filters to protect sensitive information. The sophistication of spam email tactics has evolved, necessitating advanced filtering solutions that can detect and block such threats effectively. Consequently, the demand for dynamic and intelligent spam filtering systems is on the rise.

Furthermore, the growing regulatory demands for data protection and privacy act as significant drivers for this market. Regulations such as GDPR in Europe and CCPA in California mandate stringent measures to protect users' data, including the prevention of spam and phishing emails. Compliance with these regulations often requires the deployment of advanced spam filtering technologies, thereby propelling market growth. Companies are increasingly investing in these solutions to avoid hefty penalties and maintain customer trust.

In addition to spam filters, Email Protection Software plays a crucial role in safeguarding communication channels from a myriad of cyber threats. These software solutions provide comprehensive protection by integrating features such as encryption, data loss prevention, and threat intelligence. With the increasing sophistication of cyberattacks, organizations are turning to email protection software to ensure the confidentiality and integrity of their communications. This software not only helps in blocking spam but also offers advanced threat detection capabilities, making it an indispensable tool for modern businesses aiming to secure their email infrastructure.

Another crucial factor contributing to the market's expansion is the increasing adoption of cloud-based services. Cloud computing offers scalable solutions that can be easily integrated with existing email systems, providing efficient spam filtering capabilities without the need for significant upfront investments in hardware. This flexibility and cost-effectiveness make cloud-based spam filters particularly attractive to small and medium enterprises (SMEs), further driving market growth.

Regionally, North America holds a significant share of the e-mail spam filter market, owing to the high adoption of advanced technologies and the presence of major industry players. The Asia Pacific region is anticipated to exhibit the highest growth rate during the forecast period, driven by the rapid digital transformation and increasing cyber threats in emerging economies like India and China. The stringent regulatory environment in Europe also ensures steady demand for spam filter solutions in this region.

Component Analysis

The e-mail spam filter market can be broadly segmented into two main components: software and services. The software segment encompasses the actual spam filtering applications that can be installed and integrated into email systems. These software solutions range from basic spam filters to advanced machine learning-based systems that can adapt to new threats. The demand for software solutions is driven by their ability to provide real-time protection against spam and phishing attacks, ensuring the security of organizational communication channels.

On the other hand, the services segment includes managed services, consulting, and support services provided by vendors. Managed services are particularly popular among organizations that lack the in-house expertise to manage and update spam filters. These services often include regular updates, monitoring, and management of the spam filtering systems, ensuring optimal performance and protection. Consulting services help organizations choose the right spam filtering solutions and implement them effectively, while support services provide ongoing assistance to address any issues that may arise.

The software segment is anticipated to hold a larger market share due to the increasing preference for advanced spam filtering solutions that can be customize

The global email security software market is projected to reach a value of $6737 million by 2033, growing at a CAGR of 4.7% from 2025 to 2033. The rising number of cyber threats, phishing scams, and malware attacks is driving the demand for email security solutions. With the increasing adoption of email as a primary communication channel for businesses, protecting sensitive data and protecting against spam and malicious emails is essential. Cloud-based email security solutions are gaining popularity due to their affordability, scalability, and ease of deployment. Large enterprises are expected to account for a substantial market share due to their extensive email usage and the need to secure large volumes of data. SMEs are also recognizing the importance of email security, and the increasing availability of cost-effective solutions is fueling their adoption. Key market players include Mimecast, GFI, Proofpoint, Broadcom, INKY, and Sophos. This comprehensive report provides in-depth insights into the global Email Security Software market, valued at USD 5.3 billion in 2023 and projected to reach USD 12.1 billion by 2030, exhibiting a CAGR of 11.6% over the forecast period.