Between 2018 and 2023, the share of global malware attacks that occurred via e-mail increased from ** to ** percent. On the other hand, the percentage of web attacks has decreased, going from ** percent in 2018 to ** percent in 2023.

In 2023, the worldwide number of malware attacks reached 6.06 billion, an increase of 10 percent compared to the preceding year. In recent years, the highest number of malware attacks was detected in 2018, when 10.5 billion such attacks were reported across the globe. Malware attacks worldwide In 2022, worm malware was blocked over 205 million times. Another common malware type during that period, Emotet, primarily targeted the Asia-Pacific region. Overall, websites are the most common vector for malware attacks and recent industry data found that malware attacks were frequently received via exe files. Most targeted industries In 2022, the education sector was heavily targeted by malware, encountering 2,314 weekly attacks on average. Government and military organizations ranked second, followed by the healthcare units. Overall, in 2022, the education sector saw over five million malware attacks in the examined year.

As of 2023, over 72 percent of businesses worldwide were affected by ransomware attacks. This figure represents an increase on the previous five years and was by far the highest figure reported. Overall, since 2018, more than half of the total survey respondents each year stated that their organizations had been victimized by ransomware. Most targeted industries
In 2023, the healthcare industry in the United States was once again most targeted by ransomware attacks. This industry also suffers most data breaches as a consequence of cyberattacks. The critical manufacturing industry ranked second by the number of ransomware attacks, followed by the government facilities industry. Ransomware in the manufacturing industry
The manufacturing industry, along with its subindustries, is constantly targeted by ransomware attacks, causing data loss, business disruptions, and reputational damage. Often, such cyberattacks are international and have a political intent. In 2023, compromised credentials were the leading cause of ransomware attacks in the manufacturing industry.

Introduction

Android is one of the most used mobile operating systems worldwide. Due to its technological impact, its open-source code and the possibility of installing applications from third parties without any central control, Android has recently become a malware target. Even if it includes security mechanisms, the last news about malicious activities and Android´s vulnerabilities point to the importance of continuing the development of methods and frameworks to improve its security.

To prevent malware attacks, researches and developers have proposed different security solutions, applying static analysis, dynamic analysis, and artificial intelligence. Indeed, data science has become a promising area in cybersecurity, since analytical models based on data allow for the discovery of insights that can help to predict malicious activities.

In this work, we propose to consider some network layer features as the basis for machine learning models that can successfully detect malware applications, using open datasets from the research community.

Content

This dataset is based on another dataset (DroidCollector) where you can get all the network traffic in pcap files, in our research we preprocessed the files in order to get network features that are illustrated in the next article:

López, C. C. U., Villarreal, J. S. D., Belalcazar, A. F. P., Cadavid, A. N., & Cely, J. G. D. (2018, May). Features to Detect Android Malware. In 2018 IEEE Colombian Conference on Communications and Computing (COLCOM) (pp. 1-6). IEEE.

Acknowledgements

Cao, D., Wang, S., Li, Q., Cheny, Z., Yan, Q., Peng, L., & Yang, B. (2016, August). DroidCollector: A High Performance Framework for High Quality Android Traffic Collection. In Trustcom/BigDataSE/I SPA, 2016 IEEE (pp. 1753-1758). IEEE

Global anti-malware market value is anticipated at US$ 10,598.3 million in 2023. The market is forecast to grow at a CAGR of 11.8%, valued at US$ 32,429.6 million from 2023 to 2033. Growth is attributed to the rising demand for cybersecurity and protection from malware attacks. From 2018 to 2022, the market flourished at a value CAGR of 9.7%.

Data Points	Key Statistics
Projected Growth Rate (2023 to 2033)	11.8% CAGR
Expected Market Value (2023)	US$ 10,598.3 million
Anticipated Forecast Value (2033)	US$ 32,429.6 million

Report Scope

Report Attributes	Details
Growth Rate	CAGR of 11.8% from 2023 to 2033
Market Value in 2023	US$ 10,598.3 million
Market Value in 2033	US$ 32,429.6 million
Base Year for Estimation	2023
Historical Data	2018 to 2022
Forecast Period	2023 to 2033
Quantitative Units	Revenue in US$ million and CAGR from 2023 to 2033
Report Coverage	Revenue Forecast, Volume Forecast, Company Ranking, Competitive Landscape, Growth Factors, Trends, and Pricing Analysis
Segments Covered	Organization Size Operating System Vertical Region
Regions Covered	North America Latin America Europe Asia Pacific Middle East and Africa
Key Countries Profiled	United States Canada Brazil Mexico Germany United Kingdom France Spain Italy China Japan South Korea GCC Countries South Africa Israel
Key Companies Profiled	AVAST Software BitDefender AVG Technologies Symantec McAfee Malwarebytes Sophos Lookout Kaspersky Lab Intel Security Group
Customization	Available Upon Request

While every industry is affected by ransomware attacks, the truth is that some industries are more susceptible than others. This is the full breakdown of the top 15 sectors most targeted by malware.

Dataset consisting of feature vectors of 215 attributes extracted from 15,036 applications (5,560 malware apps from Drebin project and 9,476 benign apps). The dataset has been used to develop and evaluate multilevel classifier fusion approach for Android malware detection, published in the IEEE Transactions on Cybernetics paper 'DroidFusion: A Novel Multilevel Classifier Fusion Approach for Android Malware Detection'. The supporting file contains further description of the feature vectors/attributes obtained via static code analysis of the Android apps.

Context

"Mobile malware is malicious software that targets mobile phones or wireless-enabled Personal digital assistants (PDA), by causing the collapse of the system and loss or leakage of confidential information. As wireless phones and PDA networks have become more and more common and have grown in complexity, it has become increasingly difficult to ensure their safety and security against electronic attacks in the form of viruses or other malware."

Content

Dataset consisting of feature vectors of 215 attributes extracted from 15,036 applications (5,560 malware apps from Drebin project and 9,476 benign apps). The dataset has been used to develop and evaluate multilevel classifier fusion approach for Android malware detection, published in the IEEE Transactions on Cybernetics paper 'DroidFusion: A Novel Multilevel Classifier Fusion Approach for Android Malware Detection. The supporting file contains the description of the feature vectors/attributes obtained via static code analysis of the Android apps.

Acknowledgements

Yerima, Suleiman (2018): Android malware dataset for machine learning 2. figshare. Dataset. https://doi.org/10.6084/m9.figshare.5854653.v1 Data Source - https://figshare.com/articles/dataset/Android_malware_dataset_for_machine_learning_2/5854653 Literature URL - https://ieeexplore.ieee.org/document/8245867

In 2018, according to the incidents reported to CyberSecurity Malaysia through MyCert, the ransomcare incidents involved different kind of variants, such as SamSam, dragon4444, spora and CRYPTED, with a total of ** reports. The sources of incidents reported to MyCERT were coming from numerous parties from Malaysia as well as from outside Malaysia, which included home users, private sectors, government sectors, industries, cybersecurity organizations from abroad, cyber threat intelligence, foreign CERTs, Special Interest Groups, as well as their own pro-active monitoring.

Introduction

Malwarebytes Statistics: Malwarebytes, established in 2008, has solidified its position in the cybersecurity industry through consistent growth and innovation. In 2023, the company reported revenues of approximately USD 300 million, reflecting a 12% increase from the previous year. This financial upsurge is attributed to robust sales of premium products and an expanding user base. Projections for 2024 anticipate a further 10% revenue growth, potentially reaching USD 330 million, driven by new product launches and the expansion of enterprise offerings.

The company's strategic focus includes serving both individual consumers and businesses, with a particular emphasis on protecting small and medium-sized enterprises (SMEs). This approach has resulted in a substantial corporate clientele, with Malwarebytes serving approximately 60,000 corporate customers as of 2018.

In 2023, the company observed a 68% increase in ransomware attacks, underscoring the escalating threat landscape. To combat these challenges, Malwarebytes has continually enhanced its product features, integrating advanced technologies to detect and eliminate sophisticated cyber threats. These developments have reinforced Malwarebytes' reputation as a reliable cybersecurity provider, committed to safeguarding users against evolving digital dangers.​

Dataset

This dataset was created by Vivekananda Bharupati

Released under Data files © Original Authors

Contents

Snapshot img

Network Security Software Market Size 2024-2028

The network security software market size is forecast to increase by USD 27.3 billion at a CAGR of 14.66% between 2023 and 2028. Network security software is a critical component for safeguarding digital assets in the age of increasing Internet penetration and advanced cyber security. The market is witnessing significant growth due to the rising frequency and sophistication of cyberattacks, including unauthorized access, insider threats, and phishing attacks. To counter these threats, organizations are adopting advanced network security solutions that prioritize secure network connections. A key trend in the market is the introduction of zero-trust security architecture, which assumes that all network traffic is potentially harmful and requires verification before granting access. Balancing security and user experience is another crucial factor driving market growth.

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The market is a critical component in the modern business landscape, as organizations increasingly rely on digital infrastructure to drive growth and innovation. This market encompasses a range of solutions designed to safeguard network connections and data from various cyber threats. Firewalls represent a fundamental aspect of network security, acting as a barrier between an organization's internal network and the Internet. Firewalls monitor and control incoming and outgoing network traffic based on predetermined security rules, ensuring secure network connections. Antivirus and antimalware software are essential tools in the fight against malicious software.

IDS solutions analyze network traffic to detect intrusions, while IPS solutions go a step further by preventing attacks in real-time. Secure Web Gateways provide an additional layer of security by controlling access to the web and protecting against web-based threats. These solutions use various techniques, including URL filtering, malware scanning, and content analysis, to ensure secure browsing. Internet penetration testing is an essential practice for assessing the security of an organization's network and identifying vulnerabilities. Advanced software tools can simulate cyber attacks to help organizations fortify their defenses against real-world threats. Network security software is essential for large enterprises in various industries, including aerospace and defense, banking, and financial services.

Market Segmentation

The market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for the period 2024-2028, as well as historical data from 2018-2022 for the following segments.

Component

  Solution
  Service


Deployment

  Cloud
  On-premises


Geography

  North America

    US


  APAC

    China
    Japan


  Europe

    UK
    France


  Middle East and Africa



  South America

By Component Insights

The solution segment is estimated to witness significant growth during the forecast period. The Network Security Market in the United States is witnessing significant growth due to the increasing number of cyber threats targeting businesses. This market encompasses various solutions such as firewalls, antivirus software, network access control, data loss prevention tools, and intrusion detection and prevention systems. Among these, firewalls are leading the market, providing advanced capabilities for monitoring and controlling data flow both internally and externally. Their importance is underscored by the growing emphasis on perimeter security. Antivirus and antimalware solutions are indispensable for safeguarding networks against a diverse range of malware. The sophistication of cyber threats necessitates continuous updates and improvements in these solutions.

Moreover, the shift towards remote working and e-learning, fueled by the COVID-19 pandemic, has led to an increased reliance on cloud-based solutions. This trend is further moved by the emergence of 5G technology, which promises faster and more reliable connectivity. Machine Learning (ML) and Artificial Intelligence (AI) are being integrated into network security solutions to enhance threat detection and response capabilities. In summary, the Network Security Market in the US is experiencing substantial growth due to the increasing cyber threats, the need for advanced perimeter security, the shift towards remote work and e-learning, and the integration of ML and AI into network security solutions.

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The solution segment accounted for USD 11.20 billion in 2018 and showed a gradual increase during the forecast period.

Regional Insights

North America is estimated to contribute 44% to the growth of the global market during the forecast period. Technavio's analysts have elaborately explained the regional trends

Here are the most important ransomware statistics you need to know about the attacks, demands, payments and consequences that can occur.

These latest ransomware statistics show how much damage is caused by attacks and the emerging trends you need to be aware of.

The global market size of Mobile Anti-Malware is $XX million in 2018 with XX CAGR from 2014 to 2018, and it is expected to reach $XX million by the end of 2024 with a CAGR of XX% from 2019 to 2024.
Global Mobile Anti-Malware Market Report 2019 - Market Size, Share, Price, Trend and Forecast is a professional and in-depth study on the current state of the global Mobile Anti-Malware industry. The key insights of the report:
1.The report provides key statistics on the market status of the Mobile Anti-Malware manufacturers and is a valuable source of guidance and direction for companies and individuals interested in the industry.
2.The report provides a basic overview of the industry including its definition, applications and manufacturing technology.
3.The report presents the company profile, product specifications, capacity, production value, and 2013-2018 market shares for key vendors.
4.The total market is further divided by company, by country, and by application/type for the competitive landscape analysis.
5.The report estimates 2019-2024 market development trends of Mobile Anti-Malware industry.
6.Analysis of upstream raw materials, downstream demand, and current market dynamics is also carried out
7.The report makes some important proposals for a new project of Mobile Anti-Malware Industry before evaluating its feasibility.
There are 4 key segments covered in this report: competitor segment, product type segment, end use/application segment and geography segment.
For competitor segment, the report includes global key players of Mobile Anti-Malware as well as some small players. At least 6 companies are included:
* Avast Software
* AVG Technologies
* Malwarebytes
* Bitdefender
* Lookout
* Kaspersky

The information for each competitor includes:
* Company Profile
* Main Business Information
* SWOT Analysis
* Sales, Revenue, Price and Gross Margin
* Market Share

For product type segment, this report listed main product type of Mobile Anti-Malware market
* Product Type I
* Product Type II
* Product Type III

For end use/application segment, this report focuses on the status and outlook for key applications. End users sre also listed.
* Retail
* Telecom& IT
* Utilities
* Other

For geography segment, regional supply, application-wise and type-wise demand, major players, price is presented from 2013 to 2023. This report covers following regions:
* North America
* South America
* Asia & Pacific
* Europe
* MEA (Middle East and Africa)
The key countries in each region are taken into consideration as well, such as United States, China, Japan, India, Korea, ASEAN, Germany, France, UK, Italy, Spain, CIS, and Brazil etc.

Reasons to Purchase this Report:
* Analyzing the outlook of the market with the recent trends and SWOT analysis
* Market dynamics scenario, along with growth opportunities of the market in the years to come
* Market segmentation analysis including qualitative and quantitative research incorporating the impact of economic and non-economic aspects
* Regional and country level analysis integrating the demand and supply forces that are influencing the growth of the market.
* Market value (USD Million) and volume (Units Million) data for each segment and sub-segment
* Competitive landscape involving the market share of major players, along with the new projects and strategies adopted by players in the past five years
* Comprehensive company profiles covering the product offerings, key financial information, recent developments, SWOT analysis, and strategies employed by the major market players
* 1-year analyst support, along with the data support in excel format.
We also can offer customized report to fulfill special requirements of our clients. Regional and Countries report can be provided as well.

In 2018, it was found that 21.1 percent of malware cases involved infected websites distributing malware code in the form of web programming language HTML. According to AV-Test, the .zip compression format was ranked second with a 2.6 percent share.

Snapshot img

Internet Security Market Size 2024-2028

The internet security market size is forecast to increase by USD 18.63 billion at a CAGR of 8.53% between 2023 and 2028. The market is witnessing significant growth due to the increasing number of cyber threats targeting large enterprises. With the rise of digital technologies, there is a growing need for advanced network security solutions to protect against hacking, phishing, and other malicious activities. The adoption of BYOD (Bring Your Own Device) policies, remote work, and digital transactions has created new security gaps, making it essential for organizations to invest in specialized expertise and data protection systems. Managed Security Service providers (MSSPs) are gaining popularity as they offer cost-effective threat protection and digital privacy systems. The healthcare sector, in particular, is under immense pressure to secure customer healthcare records from breaches. As digital technologies continue to evolve, it is crucial for businesses to stay updated and implement strong security measures to safeguard their assets.

What will be the Size of the Market During the Forecast Period?

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The Market is a dynamic and evolving industry that focuses on protecting digital technologies, e-commerce platforms, and critical infrastructure from cyberattacks. The market encompasses various solutions such as network security, machine learning, artificial intelligence, and advanced security solutions. Digital transactions and remote work have increased the risk of digital attacks, including data breaches, phishing, malware, and hacking. Enterprise security solutions are in high demand, particularly in sectors like healthcare, where sensitive data is a priority. Cloud technologies and virtual private network have revolutionized the way businesses operate, leading to an increased focus on cloud security. The Internet of Things (IoT) has introduced new vulnerabilities, managed security service necessitating advanced security solutions.

Further, data protection is a major concern, with machine learning and artificial intelligence being used to detect and prevent cyberattacks. Certified Ethical Hacking and other cybersecurity certifications are essential for professionals in the field. Antivirus, antimalware, intrusion detection, and security information are fundamental security solutions that continue to be relevant. In conclusion, the Market is a vital industry that addresses the ever-evolving threat landscape of digital technologies such as wireless router. It offers a range of solutions to protect against digital attacks, including network security solutions, machine learning, artificial intelligence, and advanced security solutions. The market is expected to grow as businesses and individuals continue to rely on digital technologies for transactions, communication, and data storage.

Market Segmentation

The market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2024-2028, as well as historical data from 2018-2022 for the following segments.

Solution

  Products
  Services


Geography

  North America

    US


  APAC

    China
    Japan


  Europe

    Germany
    UK


  South America



  Middle East and Africa

By Solution Insights

The products segment is estimated to witness significant growth during the forecast period. In the market, large enterprises are investing heavily in advanced network security solutions to mitigate cyber threats and protect digital privacy systems. The demand for security services is on the rise, particularly in sectors with significant customer healthcare records and digital transactions, such as healthcare and finance.

The adoption of digital technologies for remote work and digital transactions has exposed new security gaps, leading to an increased need for specialized expertise in threat protection. hardware security components, including firewalls and intrusion detection and prevention systems, are seeing increased sales due to their ability to secure network infrastructures. Security software, which automates and enhances network monitoring, is also gaining popularity, especially in the automotive and healthcare sectors, where easy integration with IoT applications is crucial.

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The products segment accounted for USD 19.37 billion in 2018 and showed a gradual increase during the forecast period.

Regional Insights

APAC is estimated to contribute 37% to the growth of the global market during the forecast period. Technavio's analysts have elaborately explained the regional trends and drivers that shape the market during the forecast period.

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The market in the US is witn

Snapshot img

Data Exfiltration Market Size 2024-2028

The data exfiltration market size is forecast to increase by USD 31.14 billion at a CAGR of 9.7% between 2023 and 2028.

In the market, the concern for data security continues to be a primary driver. With the increasing use of applications and the digitalization of businesses, the risk of data breaches through malware attacks has become a significant challenge. Telecom and IT sectors are particularly vulnerable to such threats, making the need for effective data security solutions more pressing. Antivirus and anti-malware solutions, as well as intrusion prevention systems, have emerged as crucial tools to combat these risks. However, the high cost of implementing these solutions can be a challenge for smaller organizations. As businesses continue to rely on trade secrets and sensitive information, the importance of strong security measures cannot be overstated.

What will the size of the market be during the forecast period?

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Data exfiltration, the unauthorized transfer of sensitive data from an organization's IT infrastructure, has emerged as a significant concern for businesses worldwide. This illicit activity can result in financial losses, reputational damage, and legal consequences. In this article, we delve into the data exfiltration landscape, discussing the threats, mitigation strategies, and best practices for organizations to protect their valuable data. Data exfiltration can occur through various means, including malware, phishing attacks, insider threats, and vulnerabilities in cloud technology. Malware, such as ransomware, can encrypt data and demand a ransom for its release. Phishing attacks can trick employees into revealing sensitive information, while insiders with authorized access can intentionally or unintentionally leak data. Vulnerabilities in cloud technology can also provide an avenue for attackers to exfiltrate data. To mitigate data exfiltration risks, organizations must implement a multi-faceted approach. First, they should focus on securing their networks and endpoints. Network segmentation, multi-factor authentication, and endpoint security are essential components of a Strong security strategy. Regular security audits, vulnerability assessments, and threat intelligence can help identify and address vulnerabilities before they are exploited. Second, organizations should prioritize data protection. Data encryption, compliance regulations, and digital forensics are crucial for safeguarding sensitive information.
Compliance with regulations like GDPR can help ensure that organizations handle data responsibly and mitigate the risk of data breaches. Third, employee productivity and cybersecurity awareness training are vital. Employees are often the weakest link in an organization's security posture. Regular training on cybersecurity best practices, such as secure coding practices, can help prevent data exfiltration through human error. Fourth, organizations should consider implementing zero trust security. Zero trust security assumes that all users and devices are potential threats and requires verification of their identity and the security of their devices before granting access to sensitive data. Fifth, cybersecurity insurance can provide financial protection against data exfiltration incidents. However, insurance policies should not replace Strong security measures. Lastly, organizations should have a data exfiltration response plan in place. A well-defined response plan can help minimize the damage caused by a data exfiltration incident and ensure that the organization can recover quickly. In conclusion, data exfiltration is a significant threat to businesses, and organizations must take a proactive approach to mitigate the risks. A multi-faceted security strategy that includes securing networks and endpoints, prioritizing data protection, focusing on employee productivity and cybersecurity awareness, implementing zero trust security, and having a data exfiltration response plan in place are essential components of an effective data exfiltration mitigation strategy.

How is this market segmented and which is the largest segment?

The market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2024-2028, as well as historical data from 2018-2022 for the following segments.

Type

  SMEs
  Large enterprise


Geography

  North America

    Canada
    US


  Europe

    Germany
    UK
    France
    Italy


  APAC

    China
    India
    Japan
    South Korea


  South America



  Middle East and Africa

By Type Insights

The SMEs segment is estimated to witness significant growth during the forecast period.

The market is experiencing notable growth due to several factors. In the US market, Small and Medium Enterprises (SMEs) in developing

On average, 37% of organisations globally were victims of a ransomware attack between January and February 2021. The top 15 countries that were affected the most were...

This dataset is three tables with details of samples and aliquots of waterfowl feces deposited in filtered surface water collected from an urban waterbody in Anchorage, Alaska in 2018-2019. Sample vials were submerged underwater in the same waterbody from which the samples were collected and the samples were tested for the presence and viability of influenza A virus. Temperature data and water chemistry measurements were also collected over time.