According to a survey conducted among IT security professionals worldwide, an increase in cyber attacks since the COVID-19 pandemic has been mostly seen in the area of data exfiltration and leakage. This includes unauthorized removal or transfer of data from a device, either by a perpetrator or malware. Phishing emails were also increasingly encountered by **** of the respondents.

In 2024, manufacturing saw the highest share of cyberattacks among the leading industries worldwide. During the examined year, manufacturing companies encountered more than a quarter of the total cyberattacks. Organizations in the finance and insurance followed, with around 23 percent. Professional, business, and consumer services ranked third, with 18 percent of reported cyberattacks. Manufacturing industry and cyberattacks The industry of manufacturing has been in the center of cyberattacks in a long time. The share of cyberattacks targeting organizations in this sector in 2018 was at 10 percent, while in 2024, it amounted to 26 percent. The situation is even more compliacted when we look at the cyber vulnerabilities found in this sector. In 2024, critical vulnerabilities in manufacturing companies lasted 205 days on average. IT perspective and prevention With recent technology developments, cybersecurity is crucial to an organization’s success. Realizing this, companies have been gradually increasing cybersecurity investments. Thus, in 2024, the cybersecurity budget worldwide was forecast to increase to nearly 283 billion U.S. dollars. Roughly nine in ten board directors of companies worldwide in professional services and media and entertainment industries say they expect an increase in the cybersecurity budget.

Introduction

Small Business Cyber Attack Statistics: Cyber threats remain a significant security concern for small businesses in 2024. They make good targets for cybercriminals because they have limited resources and, many times, inadequate security measures of their own. The knowledge of the current cyber threats is printed on the mind of any small business owner so that a strategy can be fabricated to protect against them.

This article will present the statistics and trends of small business cyberattacks.

As per Cognitive Market Research's latest published report, the Global Cyber Security market size was $154.80 Billion in 2022 and it is forecasted to reach $353.15 Billion by 2030. Cyber Security Industry's Compound Annual Growth Rate will be 10.8% from 2023 to 2030. Market Dynamics of Cyber Security Market:

Increased target based cyber-attacks:

Every year, cybercrime dramatically rises as attackers become more proficient and sophisticated. In target-based cyberattacks, hackers or attackers focus on a single organisation because they have a particular business interest. Putting the attack together could take months so they can figure out the best way to get their exploit into your systems (or users). Because it has been precisely designed to attack your systems, processes, or persons, at the office and often at home, a targeted attack is frequently more harmful than an untargeted one. In addition to having an impact on the organization's and business's finances, cybersecurity also makes businesses more vulnerable and uncertain.

Cyberattacks can potentially harm a company's reputation, especially if private customer information is taken. The established customer trust may suffer as a result of cyberattacks. This breach of trust may be challenging to repair and may have long-term effects on the company. The activities of a company are also disrupted by these attacks, making it difficult or impossible to access vital systems or data. This might cause delays in manufacturing, disrupt customer service, and result in lost income. Businesses may occasionally have to stop operating completely until the attack is stopped, which will have a greater financial impact.

Growing need for automated cybersecurity due to the increased use of IoT devices.

Restraining Factor:

Budget restrictions and a lack of specialists among SME's:

Cybersecurity is crucial prat of any organization as it protects against unwanted access, theft, and damage to critical data and computer systems. Cyber-attacks are growing more prevalent in today's digital environment, and they could have very negative effects. Due to the complexity of technology, many organisations, especially SME's, cannot afford cybersecurity despite its necessity. Cybersecurity can be complicated and calls for knowledge in fields like software development, network security, and cryptography. The cost of acquiring and maintaining this expertise might be high. In addition, considering the consistently evolving cyber threats, the updating of cybersecurity measures is necessary. This requires ongoing investment in technology, personnel, and training. Therefore, budget restrictions coupled with expensive tools and software’s and a lack of specialists in SME's might affect the growth of the cyber security market.

Current Trends on Cyber Security:

Rising e-commerce platforms and online shopping:

Rising disposable income coupled with high penetration of internet and smartphone expected to drive the e-commerce market and online shopping. Online shopping is incredibly convenient for consumers as they can shop from the comfort of their homes or on-the-go using their smartphones or tablets. This is especially true during the COVID-19 pandemic when physical stores are closed or people prefer to avoid crowded places. In addition, online retailers can offer lower prices compared to physical stores due to lower overhead costs. Moreover, E-commerce platforms are open 24/7, which allows customers to shop at any time that is convenient for them. With advances in technology, e-commerce platforms have improved their shipping and delivery options. Overall, rising e-commerce platforms and online shopping provides new opportunities to cyber security market.

Impact of COVID-19 pandemic on Cyber Security Market:

With the widespread shift to remote work and online services, there has been a surge in cyber-attacks, making cyber security more important in COVID-19 pandemic. Organizations are investing in cyber security solutions to safeguard their systems and data as a result of the rise in cyberattacks brought on by the epidemic. The need for cyber security goods and services has increased as a result. Budget restrictions, especially for SME's, have been brought on by the economic burden of the epidemic on many organisations. Cost-effective cyber security solutions are now receiving more attention as a result of this. The CO...

Phishing, ransomware, and business malware have been the most widespread types of cyberattacks in the United States, resulting in data compromises. In 2024, 455 cases of phishing and its variations were detected. Ransomware followed in the second place, with 188 attacks.

Some industries are affected by cyber attacks more than others. These next cybersecurity statistics detail specifically who is affected by cyber-attacks and why they are.

The average cyber attack takes 280 days to identify and contain and it costs an average of about $3.86 million to deal with properly.

Cyber Security as a Service Market Outlook

The global Cyber Security as a Service market size was valued at approximately $14 billion in 2023 and is projected to reach $41 billion by 2032, growing at a compound annual growth rate (CAGR) of 12.5% during the forecast period. This remarkable growth is driven by the increasing prevalence of cyber threats and the growing need for robust security solutions across various sectors.

The growth of the Cyber Security as a Service market can be attributed to several key factors. Firstly, the rapid digitization and adoption of cloud services have exposed businesses to a myriad of cyber threats, necessitating advanced security measures. The rise in sophisticated cyber-attacks, such as ransomware, phishing, and malware, has compelled organizations to seek comprehensive security solutions to safeguard their data and ensure business continuity. Additionally, regulatory requirements and compliance mandates across industries are driving the demand for managed security services, further propelling market growth.

Secondly, the increasing adoption of Internet of Things (IoT) devices has expanded the attack surface, making enterprises more vulnerable to cyber-attacks. As IoT devices become integral to business operations, securing these devices has become paramount. Cyber Security as a Service offers scalable and flexible solutions to monitor and protect IoT ecosystems, thereby addressing the security challenges posed by these interconnected devices. Furthermore, the growing awareness about the financial and reputational damage caused by data breaches is prompting businesses to invest heavily in cybersecurity services.

Thirdly, the shortage of skilled cybersecurity professionals is a significant growth driver for the market. Many organizations lack the in-house expertise required to effectively combat evolving cyber threats. As a result, they are increasingly turning to third-party service providers to manage their cybersecurity needs. Cyber Security as a Service offers access to a pool of experts, advanced technologies, and continuous monitoring capabilities, enabling businesses to strengthen their security posture without the need for extensive internal resources.

The integration of Financial Services Cybersecurity Systems and Services is becoming increasingly vital in the face of evolving cyber threats. Financial institutions are prime targets for cybercriminals due to the sensitive nature of financial data and transactions. As a result, there is a growing emphasis on developing comprehensive cybersecurity frameworks that encompass both preventive and responsive measures. These systems and services are designed to protect financial data, ensure compliance with regulatory requirements, and maintain customer trust. By leveraging advanced technologies such as artificial intelligence and machine learning, financial institutions can enhance their threat detection and response capabilities, thereby safeguarding their operations from potential cyber threats.

From a regional perspective, North America is expected to dominate the Cyber Security as a Service market during the forecast period. The presence of major cybersecurity vendors, coupled with stringent regulatory frameworks and high adoption rates of advanced technologies, contribute to the region's leading position. However, the Asia Pacific region is anticipated to witness the highest growth rate, driven by increasing digital transformation initiatives, rising cybercrime incidents, and growing awareness about cybersecurity solutions.

Service Type Analysis

In the Cyber Security as a Service market, the service type segment is pivotal, covering services such as Threat Intelligence, Managed Security Services, Security Monitoring and Analytics, Incident Response, Compliance Management, and others. The diverse nature of cyber threats necessitates a variety of specialized services, each catering to different facets of cybersecurity.

Threat Intelligence services play a crucial role in the market. These services involve the collection, analysis, and dissemination of information about potential or ongoing cyber threats. By leveraging advanced analytics and machine learning, threat intelligence services provide actionable insights that help organizations anticipate and mitigate cyber risks before they materialize. The growing complexity of cyber threats and the need for proactive threat management

The European Repository of Cyber Incidents (EuRepoC) is releasing the Global Dataset of Cyber Incidents in Version 1.3 as an extract of our backend database. This official release contains fully consolidated cyber incident data reviewed by our interdisciplinary experts in the fields of politics, law and technology across all 60 variables covered by the European Repository. Version 1.3 covers the years 2000 – 2024 entirely. The Global Dataset is meant for reliable, evidence-based analysis. If you require real-time data, please refer to the download option in our TableView or contact us for special requirements (including API access).

The dataset now contains data on 3416 cyber incidents which started between 01.01.2000 and 31.12.2024. The European Repository of Cyber Incidents (EuRepoC) gathers, codes, and analyses publicly available information from over 220 sources and 600 Twitter accounts daily to report on dynamic trends in the global, and particularly the European, cyber threat environment.

For more information on the scope and data collection methodology see: https://eurepoc.eu/methodology

Full Codebook available here

Information about each file

please scroll down this page entirely to see all files available. Zenodo only displays the attribution dataset by default.

Global Database (csv or xlsx):
This file includes all variables coded for each incident, organised such that one row corresponds to one incident - our main unit of investigation. Where multiple codes are present for a single variable for a single incident, these are separated with semi-colons within the same cell.

Receiver Dataset (csv or xlsx):
In this file, the data of affected entities and individuals (receivers) is restructured to facilitate analysis. Each cell contains only a single code, with the data "unpacked" across multiple rows. Thus, a single incident can span several rows, identifiable through the unique identifier assigned to each incident (incident_id).

Attribution Dataset (csv or xlsx):
This file follows a similar approach to the receiver dataset. The attribution data is "unpacked" over several rows, allowing each cell to contain only one code. Here too, a single incident may occupy several rows, with the unique identifier enabling easy tracking of each incident (incident_id). In addition, some attributions may also have multiple possible codes for one variable, these are also "unpacked" over several rows, with the attribution_id enabling to track each attribution.

Dyadic Dataset (csv or xlsx):
The dyadic dataset puts state dyads in the focus. Each row in the dataset represents one cyber incident in a specific dyad. Because incidents may affect multiple receivers, single incidents can be duplicated in this format, when they affected multiple countries.

Between the first quarter of 2023 and the third quarter of 2024, the number of records exposed in data breaches in the United States decreased significantly. In the most recent measured period, over 93.7 million records were reported as leaked, down from around 116 million in the previous quarter.

These cybersecurity statistics will help you understand the state of online security and give you a better idea of what it takes to protect yourself.

Did the COVID-19 pandemic really affect cybersecurity? Short answer – Yes. Cybercrime is up 600% due to COVID-19.

This dataset is related to the operation of the second KIOS CoE sandboxing use case (SUC2) which inclused 3 scenarios (S1-S3) which examins the behavious a WAP scheme of power grids in case of a short circuit fault and in case of two types of cyber attacks. The description of the architecture of the University of Cyprus/ KIOS CoE sandboxing environmnet used for extracting these datasets along with the full list of scenarios and their detailed implementation are described in the supporting documents.

Brief description of each of the 3 scenarios of this SUC2 are provided below.

The datasets for the first scenario (S1) of SUC2 examines the operation of a wide area protection scheme in a transmission line which receives data sent from PMUs at the two ends of the lines, when a short-circuit fault occurred in the range of the transmission line between buses 7 and 8 of the system. More details about the scenario SUC2/S1 related to this scenario's dataset can be found in Section 1.3.1 of the SUC2 supporting document. The dataset includes electrical measurements of the current flow in line 7-8 (of the IEEE 9-bus system), in both magnitude and sinusoidal form. The dataset is provided in the form of time-series measurements available as MATLAB (.mat) and CSV files, which were recorded with a 30-second and 40-second time resolution, respectively. The measurements of RMS values were recorded by the Typhoon controller as they were sent by the two PMUs, while the sine wave measurements were recorder through the OPAL-RT

The datasets for second scenario (S2) of SUC2 investigates the operation of a wide area protection scheme which receives data sent from PMUs when a MITM FDI cyber-attack is conducted on the measurements of bus 7, virtually implemented within the sandboxing, and introduces a multiplicative change to the current measurements before they are received by the Typhoon controller via IEEE C37.118 protocol. Section 1.3.2 of the SUC2 supporting document provides more details about the scenario related to this dataset. This dataset includes electrical measurements of the current flow, in magnitude and sinusoidal format, of the transmission line between buses 7 and 8 of the digital twin of the IEEE 9-bus system. The dataset is provided in the form of time-series measurements available as MATLAB (.mat) and CSV files which were recorded with a 30-second and 40-second time resolution, respectively. The measurements of magnitude values were recorded by the Typhoon controller, while the data from the sinusoidal waveform were recorder by OPAL-RT.

Thie dataset of the SUC2/S3 examines the operation of a wide area protection scheme which receives data sent from PMUs when a combined MITM with DoS cyber-attack is conducted, as actual attack, in the isolated communication network of the sandboxing environment, disrupting the C37.118 UDP communication exchanged between OPAL-RT 5707, where the digital twin of IEEE 9-bus system was implemented, and Typhoon controller. More details about this scenario associated to this dataset can be found in Section 1.3.3 of the supporting document of SUC2.

This dataset includes electrical measurements of current’s flow magnitude of the transmission line between buses 7 and 8 of the digital twin of the IEEE 9-bus system. The dataset was recorded by the Typhoon controller, and it is provided in the form of time-series measurements available as MATLAB (.mat) and CSV files which were recorded with a 30-second and 40-second time resolution, respectively. In addition, the dataset includes network traffic packets captured as .pcapng and .csv files.

Information Technology (IT) Security as a Service Market Outlook

The IT Security as a Service market has been experiencing robust growth, with the global market size expected to reach approximately USD 25 billion in 2023. Driven by increasing cybersecurity threats and regulatory requirements, the market is anticipated to expand at a CAGR of around 14% from 2024 to 2032, reaching an estimated USD 73 billion by the end of the forecast period. This significant growth is fueled by advancements in technology, increased adoption of cloud services, and the growing need for organizations to safeguard their digital assets. The rapid digital transformation across industries and the escalating volume of data breaches have propelled the demand for comprehensive security solutions, thereby acting as a pivotal growth factor for the IT Security as a Service market.

A primary growth factor for the IT Security as a Service market is the escalating frequency and sophistication of cyber-attacks. With the increasing reliance on digital platforms, organizations are becoming more vulnerable to cyber threats such as ransomware, phishing, and denial-of-service attacks. Consequently, businesses are prioritizing the implementation of robust security solutions to protect their sensitive data and maintain customer trust. Moreover, the surge in remote work and the proliferation of Internet of Things (IoT) devices have expanded the attack surface, necessitating enhanced security measures. This growing demand for comprehensive cybersecurity solutions has significantly contributed to the upward trajectory of the IT Security as a Service market.

Another crucial factor driving market growth is the stringent regulatory landscape governing data protection and privacy. Governments and regulatory bodies worldwide have introduced rigorous compliance mandates, compelling organizations to adopt advanced security frameworks. Regulations such as the General Data Protection Regulation (GDPR) in Europe and the California Consumer Privacy Act (CCPA) in the United States require businesses to implement stringent security protocols to safeguard consumer data. Consequently, organizations are increasingly relying on IT Security as a Service providers to ensure compliance with these regulations and mitigate potential legal and financial repercussions, thereby bolstering market growth.

The adoption of cloud-based solutions has also been a significant driver for the IT Security as a Service market. As businesses migrate to cloud environments for greater scalability and cost-efficiency, the need for cloud-specific security measures becomes paramount. Cloud-based security services offer real-time threat monitoring, rapid deployment, and simplified management, making them an attractive option for enterprises seeking agile and efficient security solutions. Additionally, the integration of artificial intelligence and machine learning in security services has enhanced threat detection and response capabilities, further boosting the demand for IT Security as a Service offerings.

In this evolving landscape, the role of Network Security Service Provider Services has become increasingly critical. These services are essential for organizations looking to protect their network infrastructure from sophisticated cyber threats. By partnering with specialized providers, businesses can leverage advanced security technologies and expertise that may not be available in-house. Network Security Service Providers offer a range of services, including threat detection, vulnerability management, and incident response, tailored to meet the unique needs of each organization. As cyber threats continue to evolve, the demand for these services is expected to grow, enabling organizations to maintain robust security postures and safeguard their digital assets effectively.

Regionally, North America currently holds the largest share of the IT Security as a Service market, driven by the presence of major technology companies and a high level of cybersecurity awareness. The region is expected to maintain its dominance over the forecast period, with a robust CAGR owing to continuous technological advancements and increased investments in cybersecurity infrastructure. Meanwhile, the Asia Pacific region is anticipated to witness the fastest growth, attributed to the rapid digitalization of economies, growing internet penetration, and rising cyber threats. Countries such as China and India are investing heavily in cybersecurity initiatives, further propelling market expansion in the region.<

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.

Cyber Security Software Tool Market Outlook

The global cyber security software tool market size was valued at approximately USD 186 billion in 2023 and is projected to reach USD 424 billion by 2032, growing at a compound annual growth rate (CAGR) of 9.8%. The increasing frequency and sophistication of cyber threats, alongside the rising adoption of connected devices, are significant growth factors driving the market forward.

One of the primary growth factors in the global cyber security software tool market is the increasing prevalence of cyber threats and attacks. With the exponential rise in digital transactions, the internet of things (IoT), and connected devices, the risk of cyber-attacks has surged dramatically. Organizations across various sectors are becoming increasingly aware of the need for robust cyber security measures to protect sensitive information, financial assets, and critical infrastructure. This heightened awareness is fostering a robust demand for advanced cyber security software tools that can effectively mitigate these threats.

Another crucial growth driver is the regulatory landscape, which has seen a significant increase in the number of compliance requirements and standards related to data protection and privacy. Governments and regulatory bodies worldwide are introducing stringent measures to ensure the protection of personal and organizational data, compelling businesses to adopt comprehensive cyber security solutions. These regulatory frameworks, such as the General Data Protection Regulation (GDPR) in Europe and the California Consumer Privacy Act (CCPA) in the United States, are providing a substantial impetus to the market.

The rapid digital transformation initiatives undertaken by enterprises globally are also significantly contributing to market growth. As businesses continue to adopt cloud computing, big data analytics, and artificial intelligence, their cyber security needs are evolving. The integration of these advanced technologies into business operations opens new vulnerabilities that cyber security software tools must address. The need to secure cloud infrastructures, mobile devices, and remote work environments has become paramount, driving the demand for innovative and comprehensive cyber security solutions.

In this evolving landscape, Cyber Attack Simulation Software is gaining prominence as a vital tool for organizations aiming to bolster their cyber defense mechanisms. This software enables businesses to simulate potential cyber threats and attacks in a controlled environment, allowing them to assess their current security posture and identify vulnerabilities. By replicating real-world attack scenarios, organizations can better understand the effectiveness of their security measures and make informed decisions to enhance their defenses. The use of Cyber Attack Simulation Software is becoming increasingly important as cyber threats continue to grow in complexity, providing a proactive approach to identifying and mitigating potential risks before they can be exploited by malicious actors.

From a regional perspective, North America currently holds the largest market share due to the presence of numerous prominent cyber security vendors and a high level of technology adoption. However, the Asia Pacific region is expected to exhibit the highest growth rate during the forecast period. This surge can be attributed to the rapid digitalization, increasing internet penetration, and growing awareness about cyber threats and data privacy in emerging economies like China and India. Additionally, government initiatives aimed at bolstering cyber security infrastructure in the region are acting as significant growth catalysts.

Component Analysis

The cyber security software tool market can be segmented into software and services. The software segment encompasses a broad spectrum of solutions including antivirus, anti-malware, firewall, intrusion detection systems (IDS), intrusion prevention systems (IPS), and encryption tools. Cyber security software tools are critical in detecting, preventing, and responding to various cyber threats. The software segment holds a substantial market share due to the continuous evolution of cyber threats requiring advanced and updated solutions. Companies are investing heavily in research and development to introduce innovative software solutions capable of combating sophisticated cyber-attacks.

Services, on the other hand, pl

Insights On Cyberbiosecurity Field

According to Cyberbiosecurity: A New Perspective on Protecting U.S. Food and Agricultural System: "The US's national data and infrastructure security issues affecting the “bioeconomy” are evolving rapidly. Simultaneously, the conversation about cyber security of the U.S. food and agricultural system (cyber biosecurity) is incomplete and disjointed. The food and agricultural production sectors influence over 20% of the nation's economy ($6.7T) and 15% of U.S. employment (43.3M jobs). The food and agricultural sectors are immensely diverse and they require advanced technologies and efficiencies that rely on computer technologies, big data, cloud-based data storage, and internet accessibility. There is a critical need to safeguard the cyber biosecurity of our bio economy, but currently protections are minimal and do not broadly exist across the food and agricultural system."

Cyberbiosecurity is an emerging discipline for protecting life sciences data, functions, operation, and the bio-economy. https://www.frontiersin.org/files/Articles/447748/fbioe-07-00063-HTML-r1/image_m/fbioe-07-00063-g001.jpg" alt="">

Insights On The Dataset

The BATtle of the Attack Detection ALgorithms (BATADAL) will objectively compare the performance of algorithms for the detection of cyber attacks in water distribution systems.

C-Town Public Utility (CPU) is the main water distribution system operator of C-Town (Figure 1). For many years, CPU has operated a static distribution topology. In the last year, CPU has introduced novel smart technology to enable remote data collection from sensors in the field, and remote control of actuators. Shortly after that new technology has been introduced, anomalous low levels in Tank T5 and high levels in Tank T1 were observed. A month later, a water overflow in Tank T1 occurred. While CPU personnel at the control center were able to see the anomalous readings for the first two episodes, Tank T1 overflow took place unexpectedly while the water level readings were always below the alarm thresholds and pumping operations appeared to be normal. Searching for the causes, CPU engineers suspect potential cyber-attacks for all these episodes. In particular, they are considering adversaries that are able to activate and deactivate the actuators in C-Town, as well as altering the readings of the sensors deployed in the network and the reported status of actuators, and interfering with the connections established between networked components. The participants' task is thus to develop an online alert system for cyber-physical attacks.

Additional Information About The Dataset From Other Papers: - SCADA data are real-time, field-based network measurements (tank water level, pump flow, etc.) transmitted to the central system by programmable logic controllers (PLCs) - C-Town consists of 388 nodes linked with 429 pipes and is divided into 5 district metered areas (DMAs). - More specifically, the SCADA data include the water level at all 7 tanks of the network (T1–T7), status and flow of all 11 pumps (PU1–PU11) and the one actuated valve (V2) of the network, and pressure at 24 pipes of the network that correspond to the inlet and outlet pressure of the pumps and the actuated valve.

https://ascelibrary.org/cms/asset/1375ee5f-cc1e-498f-8a03-1180c61ee9fe/figure1.jpg" alt="">

Graph Annotation: - L_T #: water level of a tank # [meter].​ - S_PU # or S_V # : status of a pump # or a valve # [dmnl]. Binary signal.​ - F_PU # or F_V # : flowrate of a pump # or a valve # [L/s].​ - P_J # : inlet and outlet pressure for a junction # [meter].

Dataset Details (TL:DR): - There are 43 columns and a 1/0 label column, with 1 meaning that the system is under attack and 0 meaning that the system is in normal operation. - Training Dataset 1: This dataset was released on November 20 2016, and it was generated from a one-year long simulation. The dataset does not contain any attacks, i.e. all the data pertains to C-Town normal operations. - Training Dataset 2: This dataset with partially labeled data was released on November 28 2016. The dataset is around 6 months long and contains several attacks, some of which are approximately labeled. - Test Dataset: This 3-months long dataset contains several attacks but no labels. The dataset was released on February 20 2017, and it is used to compare the performance of the algorithms (see rules document for details).

Notes

• More information about the BATADAL dataset and the 2017-2018 competition can be found in here. Paper of the competition is publicly available [here](https://par.nsf.gov/servlets/purl/1010...

Healthcare Cyber Security Market Outlook

According to our latest research, the global healthcare cyber security market size in 2024 is valued at USD 17.2 billion, driven by the increasing digitization of healthcare systems and the rising frequency of cyber-attacks targeting sensitive medical data. The market is projected to grow at a CAGR of 16.8% during the forecast period, reaching approximately USD 49.6 billion by 2033. This robust growth is primarily fueled by the proliferation of electronic health records (EHRs), expanding telemedicine adoption, and stringent regulatory mandates for data protection in the healthcare sector.

One of the most significant growth factors for the healthcare cyber security market is the exponential rise in cyber threats and data breaches affecting healthcare organizations globally. With healthcare data being highly valuable on the black market, malicious actors are increasingly targeting hospitals, clinics, insurance companies, and pharmaceutical firms. The proliferation of connected medical devices and the Internet of Medical Things (IoMT) has further expanded the attack surface, making healthcare systems more vulnerable. As a result, organizations are investing heavily in advanced cyber security solutions and services to safeguard patient data, intellectual property, and critical infrastructure, propelling market growth.

Another key driver is the rapid digitization and integration of information technology in healthcare operations. The adoption of electronic health records, telehealth platforms, cloud-based applications, and mobile health apps has transformed patient care delivery but has also introduced new vulnerabilities. Regulatory frameworks such as HIPAA in the United States, GDPR in Europe, and similar mandates worldwide require healthcare providers to implement robust data protection strategies. This regulatory pressure, combined with the reputational and financial risks associated with data breaches, is compelling healthcare organizations to prioritize cyber security investments, further accelerating market expansion.

The growing complexity of healthcare networks, coupled with the need for interoperability and real-time data sharing, has created additional challenges in maintaining security. As healthcare systems integrate third-party vendors, cloud platforms, and mobile devices, the risk of unauthorized access and data leakage increases. The demand for comprehensive security solutions, including network security, endpoint security, application security, and cloud security, is surging. Moreover, the shift towards value-based care and the rise of remote patient monitoring are encouraging healthcare stakeholders to adopt proactive and holistic cyber security frameworks to ensure patient safety and operational continuity.

From a regional perspective, North America dominates the healthcare cyber security market, accounting for the largest revenue share in 2024, followed by Europe and Asia Pacific. The United States, in particular, leads the market due to high healthcare IT adoption, stringent regulatory requirements, and a significant number of cyber incidents reported annually. Europe is witnessing robust growth, driven by GDPR compliance and increasing investments in healthcare IT infrastructure. Meanwhile, the Asia Pacific region is emerging as a high-growth market, fueled by rapid digital transformation in healthcare, rising awareness about data protection, and government initiatives to strengthen cyber security frameworks. Latin America and the Middle East & Africa are also experiencing steady growth, albeit at a slower pace, as healthcare organizations in these regions gradually enhance their cyber security capabilities.

Component Analysis

The healthcare cyber security market is segmented by component into solutions and services, each playing a critical role in the overall security posture of healthcare organizations. Solutions encompass a wide range of software and hardware off

AI Cybersecurity Market Outlook

The AI cybersecurity market size is projected to grow from USD 17.3 billion in 2023 to USD 82.5 billion by 2032, registering a CAGR of 19.1% during the forecast period. The significant expansion of the market is driven by the increasing sophistication of cyber-attacks and the growing adoption of AI and machine learning technologies in various industry sectors.

One of the primary growth factors for the AI cybersecurity market is the escalating number of cyber threats and data breaches. The advent of advanced persistent threats (APTs), ransomware, and zero-day exploits has underscored the need for more robust cybersecurity solutions. AI-powered cybersecurity systems can analyze large volumes of data, detect anomalies, and respond to threats in real-time, effectively mitigating potential damages. This capability is particularly crucial as traditional cybersecurity measures are often insufficient to counter the evolving nature of cyber threats.

Another significant driver for the market is the rapid digital transformation and proliferation of Internet of Things (IoT) devices. As organizations increasingly adopt digital solutions and integrate IoT devices into their operations, their attack surfaces expand, making them more vulnerable to cyber-attacks. AI cybersecurity solutions can provide comprehensive security by monitoring network traffic, identifying suspicious activities, and automating responses to potential threats. This not only enhances security but also reduces the burden on human cybersecurity professionals.

The increasing regulatory requirements and compliance standards are also propelling the growth of the AI cybersecurity market. Governments and regulatory bodies worldwide are implementing stringent cybersecurity regulations to protect sensitive data and ensure privacy. Organizations are compelled to adopt advanced cybersecurity solutions, including AI-driven technologies, to comply with these regulations. This trend is particularly evident in sectors such as healthcare, finance, and government, where data security is paramount.

From a regional perspective, North America holds a significant share of the AI cybersecurity market, driven by the presence of major market players and high adoption rates of advanced technologies. The region's robust technological infrastructure and growing investment in cybersecurity solutions further bolster market growth. Additionally, Asia Pacific is expected to witness substantial growth, attributed to the increasing digitalization, rising cyber threats, and supportive government initiatives to enhance cybersecurity infrastructure. Europe and Latin America are also anticipated to contribute to market expansion, driven by similar factors.

Component Analysis

The AI cybersecurity market is segmented into software, hardware, and services. The software segment is expected to dominate the market due to the increasing adoption of AI-powered cybersecurity solutions. These software solutions leverage machine learning algorithms and big data analytics to detect and mitigate cyber threats in real-time. The growing need for automated threat detection and response systems is driving the demand for advanced cybersecurity software.

Hardware components are also crucial in the AI cybersecurity market. Hardware solutions, such as AI-powered security appliances, provide enhanced processing capabilities for real-time threat detection and mitigation. These solutions are particularly important in environments where high-speed data processing is required. The integration of AI capabilities into hardware devices ensures that organizations can effectively manage and respond to cyber threats with minimal latency.

The services segment includes consulting, integration, and maintenance services. As organizations increasingly adopt AI cybersecurity solutions, the demand for professional services to implement and manage these systems is rising. Consulting services help organizations assess their cybersecurity needs and design appropriate AI-driven security strategies. Integration services ensure the seamless deployment of AI cybersecurity solutions within existing IT infrastructures, while maintenance services provide ongoing support to ensure optimal performance.

Moreover, the services segment plays a critical role in enabling organizations to stay ahead of emerging cyber threats. Continuous monitoring, threat intelligence, and incident response services are essential to maintaining a robust cybersecurity posture. As cyber-attacks beco

The Incident Response Services market is experiencing robust growth, driven by the increasing frequency and sophistication of cyberattacks targeting businesses across all sectors. The market's Compound Annual Growth Rate (CAGR) of 20.83% from 2019 to 2024 suggests a significant expansion, projected to continue into the forecast period (2025-2033). This growth is fueled by several factors, including the rising adoption of cloud technologies (increasing attack surface), the expanding digital footprint of organizations, and increasingly stringent data privacy regulations necessitating proactive security measures. The need for rapid and effective incident response to minimize downtime, data breaches, and reputational damage is driving demand for specialized services from established players and emerging niche providers. Large enterprises are currently the largest segment, but smaller and medium-sized enterprises (SMEs) are showing accelerated growth as they become increasingly aware of their cybersecurity vulnerabilities. The BFSI (Banking, Financial Services, and Insurance) and IT & Telecom sectors are key end-user industries, but growth is also visible in healthcare, government, and transportation due to the increasing digitalization in these sectors. The competitive landscape is characterized by a mix of global cybersecurity giants, specialized incident response firms, and consulting companies offering cybersecurity services. Geographical distribution shows North America currently holding a substantial market share, but Asia-Pacific is expected to witness significant growth owing to rapid digital transformation and increasing internet penetration in developing economies. While North America maintains a dominant position due to early adoption and established security infrastructure, the Asia-Pacific region is poised for substantial growth, fueled by increasing digitalization and government initiatives promoting cybersecurity. The market segmentation by enterprise size reveals a substantial contribution from large enterprises, which are often targets of sophisticated attacks. However, the SME segment is experiencing the fastest growth rate, reflecting a growing awareness of cyber threats and a greater need for affordable, accessible incident response services. The presence of both large multinational corporations and specialized firms ensures a varied range of service offerings catering to the diverse needs of different clients. The forecast for 2033 suggests a significant market expansion, driven by ongoing digital transformation and evolving cyber threats, underscoring the enduring importance of proactive and reactive incident response capabilities. Continued innovation in areas such as AI-driven threat detection and automation will further shape market dynamics. Recent developments include: October 2022: BlackBerry launched Cyber Threat Intelligence (CTI), a professional threat intelligence service that will provide actionable intelligence on targeted attacks and cybercrime-motivated threat actors and campaigns, as well as intelligence reports specific to industries, regions, and countries, to help customers prevent, detect, and effectively respond to cyberattacks., October 2022: Check Point Software launched Check Point Quantum Titan, which leverages artificial intelligence (AI) and deep learning to deliver advanced threat prevention against advanced domain name system exploits (DNS) and phishing as autonomous IoT across the network, data center, cloud, and endpoints.. Key drivers for this market are: Increasing Number of Security Breaches in BFSI sector to drive the market, Increasing Compliance Requirements by Enterprises is expected to flourish the market. Potential restraints include: Increasing Number of Security Breaches in BFSI sector to drive the market, Increasing Compliance Requirements by Enterprises is expected to flourish the market. Notable trends are: BFSI Sector to Drive the Market Growth.