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FortiGuard Labs Reports Tenfold Increase in Ransomware

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SUNNYVALE, Calif., Aug. 23, 2021 (GLOBE NEWSWIRE) —

Derek Manky, Chief, Security Insights & Global Threat Alliances, FortiGuard Labs
“We are seeing an increase in effective and destructive cyberattacks affecting thousands of organizations in a single incident creating an important inflection point for the war on cybercrime. Now more than ever, everyone has an important role in strengthening the kill chain. Aligning forces through collaboration must be prioritized to disrupt cybercriminal supply chains. Shared data and partnership can enable more effective responses and better predict future techniques to deter adversary efforts. Continued cybersecurity awareness training as well as AI-powered prevention, detection, and response technologies integrated across endpoints, networks, and the cloud remain vital to counter cyber adversaries.”

News Summary:
Fortinet® (NASDAQ: FTNT), a global leader in broad, integrated, and automated cybersecurity solutions, today announced the latest semiannual FortiGuard Labs Global Threat Landscape Report. Threat intelligence from the first half of 2021 demonstrates a significant increase in the volume and sophistication of attacks targeting individuals, organizations, and increasingly critical infrastructure. The expanding attack surface of hybrid workers and learners, in and out of the traditional network, continues to be a target. Timely collaboration and partnership momentum across law enforcement as well as public and private sectors is an opportunity to disrupt the cybercriminal ecosystem going into the second half of 2021. For a detailed view of the report, as well as some important takeaways, read the blog. Highlights of the 1H 2021 report follow:

1) Ransomware Is About Much More Than Just Money: FortiGuard Labs data shows average weekly ransomware activity in June 2021 was more than tenfold higher than levels from one year ago. This demonstrates a consistent and overall steady increase over a year period. Attacks crippled the supply chains of multiple organizations, in particular sectors of critical importance, and impacted daily life, productivity, and commerce more than ever before. Organizations in the telecommunications sector were the most heavily targeted followed by government, managed security service providers, automotive, and manufacturing sectors. In addition, some ransomware operators shifted their strategy away from email-initiated payloads to focusing on gaining and selling initial access into corporate networks further showing the continued evolution of Ransomware-as-a-Service (RaaS) fueling cybercrime. A key takeaway is that ransomware remains a clear and present danger for all organizations regardless of industry or size. Organizations need to take a proactive approach with real-time endpoint protection, detection, and automated response solutions to secure environments along with a zero-trust access approach, network segmentation, and encryption.

To view the accompanying “Growth in ransomware detections over the last 12 months (Jul ’20 – Jun ’21)” infographic please visit: https://www.globenewswire.com/NewsRoom/AttachmentNg/de6a07b7-487e-4b9c-96a3-89a1625cfd63 

2) One in Four Organizations Detected Malvertising: Ranking the prevalence of top malware detections by malware families shows a rise in deceptive social engineering malvertising and scareware. More than one in four organizations detected malvertising or scareware attempts with Cryxos being a notable family. Although, a large volume of the detections are likely combined with other similar JavaScript campaigns that would be considered malvertising. The hybrid work reality has undoubtedly encouraged this trend in tactics by cybercriminals as they attempt to exploit it, aiming for not just a scare but also extortion. Increased cybersecurity awareness is important as ever to provide timely training and education to help avoid falling victim to scareware and malvertising tactics.

3) Botnet Trends Show Attackers Push to the Edge: Tracking the prevalence of botnet detections showed a surge in activity. At the beginning of the year, 35% of organizations detected botnet activity of one sort or another, and six months later it was 51%. A large bump in TrickBot activity is responsible for the overall spike in botnet activity during June. TrickBot originally emerged on the cybercrime scene as a banking trojan but has since been developed into a sophisticated and multi-stage toolkit supporting a range of illicit activities. Mirai was the most prevalent overall; it overtook Gh0st in early 2020 and has reigned ever since well into 2021. Mirai has continued adding new cyberweapons to its arsenal, but it is likely that Mirai’s dominance at least still partially stems from criminals seeking to exploit Internet-of-Things (IoT) devices used by work-from-home or learning-from-home individuals. Gh0st is also noticeably active, which is a remote access botnet that allows attackers to take full control of the infected system, capture live webcam and microphone feeds, or download files. More than a year into remote work and learning shifts, cyber adversaries continue to target our evolving daily habits to exploit the opportunity. To protect networks and applications, organizations need  zero-trust access  approaches to provide least access privileges to secure against IoT endpoint and devices entering the network.

4) Disruption of Cybercrime Shows Reduced Threat Volumes: In cybersecurity not every action has an immediate or lasting effect, but several events in 2021 show positive developments specifically for defenders. The original developer of TrickBot was arraigned on multiple charges in June. Also, the coordinated takedown of Emotet, one of the most prolific malware operations in recent history, as well as actions to disrupt the Egregor, NetWalker, and Cl0p ransomware operations represent significant momentum by cyber defenders, including global governments and law enforcement to curb cybercrime. In addition, the level of attention that some attacks garnered spooked a few ransomware operators to announce they were ceasing operations. FortiGuard Labs’ data showed a slowdown of threat activity following the Emotet takedown. Activity related to TrickBot and Ryuk variants persisted after the Emotet botnet was taken offline, but it was at a reduced volume. This is a reminder of how hard it is to eradicate cyberthreats or adversary supply chains immediately, but these events are important achievements regardless.

5) Defensive Evasion and Privilege Escalation Techniques Favored by Cybercriminals: Studying higher resolution threat intelligence reveals valuable takeaways about how attack techniques are evolving currently. FortiGuard Labs analyzed the specific functionality inherent to detected malware by detonating the samples to observe what the intended outcome was for cyber adversaries. The result was a list of negative things malware would have accomplished if the attack payloads had been executed in target environments. This shows cyber adversaries sought to escalate privileges, evade defenses, move laterally across internal systems, and exfiltrate compromised data, among other techniques. For example, 55% of observed privilege escalation functionality leveraged hooking and 40% utilized process injection. A takeaway is that there is an obvious focus on defense evasion and privilege escalation tactics. Although these techniques are not novel, defenders will be better positioned to secure against future attacks, armed with this timely knowledge. Integrated and artificial intelligence (AI)-driven platform approaches, powered by actionable threat intelligence, are essential to defend across all edges and to identify and remediate shifting threats organizations face today in real time.

Partnership, Training, and AI-powered Prevention, Detection, and Response Is Vital
While government and law enforcement agencies have taken actions relative to cybercrime in the past, the first half of 2021 could be a game-changer in terms of the momentum for the future. They are working with industry vendors, threat intelligence organizations, and other global partnership organizations to combine resources and real-time threat intelligence to take direct action against cyber adversaries. Regardless, automated threat detection and AI remain essential to enable organizations to address attacks in real time and to mitigate attacks at speed and scale across all edges. In addition, cybersecurity user awareness training is as important as ever with anyone being a target of cyberattacks. Everyone needs regular instruction on best practices to keep individual employees and the organization secure.

Report Overview
This latest Global Threat Landscape Report is a view representing the collective intelligence of FortiGuard Labs, drawn from Fortinet’s vast array of sensors collecting billions of threat events observed around the world during the first half of 2021. Similar to how the MITRE ATT&CK framework classifies adversary tactics, techniques, and procedures with the first three groupings spanning reconnaissance, resource development, and initial access, the FortiGuard Labs Global Threat Landscape Report leverages this model to describe how threat actors find vulnerabilities, build malicious infrastructure, and exploit their targets. The report also covers global and regional perspectives as well.

Additional Resources

About FortiGuard Labs
FortiGuard Labs is the threat intelligence and research organization at Fortinet. Its mission is to provide Fortinet customers with the industry’s best threat intelligence designed to protect them from malicious activity and sophisticated cyberattacks. It is comprised of some of the industry’s most knowledgeable threat hunters, researchers, analysts, engineers and data scientists in the industry, working in dedicated threat research labs all around the world. FortiGuard Labs continuously monitors the worldwide attack surface using millions of network sensors and hundreds of intelligence-sharing partners. It analyzes and processes this information using artificial intelligence (AI) and other innovative technology to mine that data for new threats. These efforts result in timely, actionable threat intelligence in the form of Fortinet security product updates, proactive threat research to help our customers better understand the threats and threat actors they face, and by providing threat intelligence consulting services to help our customers better understand and defend their threat landscape. Learn more at http://www.fortinet.com, the Fortinet Blog, or FortiGuard Labs.

About Fortinet
Fortinet (NASDAQ: FTNT) makes possible a digital world that we can always trust through its mission to protect people, devices, applications and data everywhere. This is why the world’s largest enterprises, service providers, and government organizations choose Fortinet to securely accelerate their digital journey. The Fortinet Security Fabric platform delivers broad, integrated, and automated protections across the entire digital attack surface, securing critical devices, data, applications, and connections from the data center to the cloud to the home office. Ranking #1 in the most security appliances shipped worldwide, more than 530,000 customers trust Fortinet to protect their businesses. And the Fortinet NSE Training Institute, an initiative of Fortinet’s Training Advancement Agenda (TAA), provides one of the largest and broadest training programs in the industry to make cyber training and new career opportunities available to everyone. Learn more at https://www.fortinet.com, the Fortinet Blog, or FortiGuard Labs.

FTNT-O

Copyright © 2021 Fortinet, Inc. All rights reserved. The symbols ® and ™ denote respectively federally registered trademarks and common law trademarks of Fortinet, Inc., its subsidiaries and affiliates. Fortinet’s trademarks include, but are not limited to, the following: Fortinet, FortiGate, FortiGuard, FortiCare, FortiManager, FortiAnalyzer, FortiOS, FortiADC, FortiAP, FortiAppMonitor, FortiASIC, FortiAuthenticator, FortiBridge, FortiCache, FortiCamera, FortiCASB, FortiClient, FortiCloud, FortiConnect, FortiController, FortiConverter, FortiDB, FortiDDoS, FortiExplorer, FortiExtender, FortiFone, FortiCarrier, FortiHypervisor, FortiIsolator, FortiMail, FortiMonitor, FortiNAC, FortiPlanner, FortiPortal, FortiPresence, FortiProxy, FortiRecorder, FortiSandbox, FortiSIEM, FortiSwitch, FortiTester, FortiToken, FortiVoice, FortiWAN, FortiWeb, FortiWiFi, FortiWLC, FortiWLCOS and FortiWLM.

Other trademarks belong to their respective owners. Fortinet has not independently verified statements or certifications herein attributed to third parties and Fortinet does not independently endorse such statements. Notwithstanding anything to the contrary herein, nothing herein constitutes a warranty, guarantee, contract, binding specification or other binding commitment by Fortinet or any indication of intent related to a binding commitment, and performance and other specification information herein may be unique to certain environments. This news release may contain forward-looking statements that involve uncertainties and assumptions, such as statements regarding technology releases among others. Changes of circumstances, product release delays, or other risks as stated in our filings with the Securities and Exchange Commission, located at www.sec.gov, may cause results to differ materially from those expressed or implied in this press release. If the uncertainties materialize or the assumptions prove incorrect, results may differ materially from those expressed or implied by such forward-looking statements and assumptions. All statements other than statements of historical fact are statements that could be deemed forward-looking statements. Fortinet assumes no obligation to update any forward-looking statements, and expressly disclaims any obligation to update these forward-looking statements.

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Artificial Intelligence

RepTrak Announces 2024 Global RepTrak® 100 Report

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BOSTON, April 18, 2024 /PRNewswire/ — The RepTrak™ Company, the world’s leading reputation data and insights company, released its annual Global RepTrak 100 report. Utilizing its advanced reputation monitoring software, RepTrak gathered data from more than 243,000 survey responses across 14 major economies to rank the world’s 100 most reputable companies. They share that ranking alongside a full analysis of global corporate reputation trends and corresponding public sentiment in the 2024 report.

After two years of consecutive Reputation Score declines, this year’s Score is back up with an increase from 73.2 in 2023 to 73.8 in 2024. It’s a small increase after 2023’s full one-point drop. However, it’s an encouraging sign that companies have begun to recover from reputation falls driven by many challenges: macroeconomic issues, workplace difficulties, product problems, and corporate responsibility skepticism.
“This year’s report underscores a pivotal shift in the corporate landscape, spotlighting the remarkable adaptability and dedication of the Top 100 companies in responding to the dynamic needs of stakeholders,” states RepTrak CEO Mark Sonders. “The companies featured in our report are not just riding the wave of change; they are the ones steering it, proving that the best approach to business is one that embraces evolution and champions progress.”
RepTrak’s report explores how people thought, felt, and acted toward companies over the past year. Findings include notable increases in Conduct and Citizenship efforts, stakeholders’ rising willingness to invest, culturally resonant brand communications, and ESG Scores that soared despite skepticism around the acronym.
To read the full 2024 Global RepTrak 100 report, please visit: www.reptrak.com/globalreptrak
About RepTrak
The RepTrak™ Company is the world’s leading reputation data and insights company. We help companies by organizing and grading a variety of reputational elements, offering a real-world report card on their corporate reputation. Subscribers to the RepTrak program use our predictive insights to protect business value, improve return on investment, and increase their positive impact on society. RepTrak’s pairing of advanced metrics and dedicated reputation advisors offers clients an actionable analysis of their reputation data, aligning business objectives with stakeholder sentiment across different markets and sectors.
Established in 2004, The RepTrak Company owns the world’s largest reputation benchmarking database, gathering over 1 million company ratings per year used by CEOs, boards, and executives in more than 60 countries worldwide. For more information, please visit: www.reptrak.com
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Group-IB takes part in a global operation to cripple Canadian Phishing-as-a-Service provider LabHost

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SINGAPORE, April 18, 2024 /PRNewswire/ — Group-IB, a leading cybersecurity company aimed at investigating, preventing, and fight digital crime announced today that it participated in a coordinated global takedown operation against prominent Canadian Phishing-as-a-Service (PhaaS) provider LabHost, which has led to the arrest of 37 suspects across the United Kingdom and around the world by law enforcement agencies. As part of the operation, Group-IB also conducted an extensive analysis of LabHost’s criminal history and infrastructure, including insights into LabHost’s administrative platform and the services it provides to its purported user base which exceeds 2,000 subscribers worldwide, who illegally obtained around 480,000 card numbers, 64,000 pin numbers, and over 1 million passwords from victims used for websites and other online services, according to law enforcement agencies.

“By leveraging our Threat Intelligence and Digital Risk Protection, we are able to identify and monitor phishing attacks and websites like those deployed by LabHost and its subscribers around the world, enabling us to actively alert and protect our customers, and in turn, their customers as well,” said Dmitry Volkov, Chief Executive Officer of Group-IB. “Today’s takedown operation demonstrates the agility and responsiveness of our decentralized Digital Crime Resistance Centers, and how quickly we can provide immediate and local assistance wherever our customers may be.”
First uncovered in late 2021, LabHost emerged as a fully automated Phishing-as-a-Service (PhaaS) platform, streamlining the creation of phishing websites meticulously mirroring the interface and functionality of prominent banking, postal, and financial entities, aimed at intercepting, seizing, and profiting from users’ personal, credit card, and online banking credentials. Users are prompted to select from various “membership plans,” tailored to target businesses and individuals in either the United States and Canada, or globally, akin to mobile subscription models. These plans encompass “standard,” “premium,” and “world membership” tiers, priced between US$179 and US$300 monthly, with options for monthly, quarterly, or annual billing cycles.
For media inquiries, please contact [email protected]
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Malaysia Data Center Market to Witness $3.97 Billion Investment Opportunities by 2029, Get Insights on 34 Existing Data Centers and 33 Upcoming Facilities across Malaysia – Arizton

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CHICAGO, April 18, 2024 /PRNewswire/ — According to Arizton’s latest research report, the Malaysia data center market is growing at a CAGR of 13.92% during the forecast period.

To Know More, Download the Free Sample Report: https://www.arizton.com/market-reports/malaysia-data-center-market-size-analysis
Malaysia Data Center Market Report Scope
Report Attributes
Details
Market Size (Investment)
USD 3.97 Billion (2029)
Market Size (Area)
883 Thousand Sq. Feet (2029)
Market Size (Power Capacity)
163 MW (2029)
CAGR Investment (2023-2029)
13.92 %
Colocation Market Size (Revenue)
USD 1.23 Billion (2029)
Historic Year
2020-2022
Base Year
2023
Forecast Year
2024-2029
Over the next few years, Malaysia is poised to witness significant growth in data center investments, driven by the influx of operators like AirTrunk, Equinix, Princeton Digital Group, and other leading companies. Key hubs like Cyberjaya, Kuala Lumpur, and Johor Bahru are expected to see heightened activity, hosting most of the country’s data centers.
The wholesale colocation sector is projected to experience a revenue surge fueled by major cloud players like Microsoft, Google, and AWS. These companies have unveiled plans to establish dedicated cloud regions within Malaysia, with expected timelines for deployment within the next one to two years. This trend underscores Malaysia’s growing importance as a regional hub for data infrastructure and cloud services.
Malaysia is among the top expensive markets globally for developing data centers. Malaysia’s data center construction cost in 2023 stood at about $8.5-$10 million per MW, making it the costliest market in the APAC region after Singapore and Jakarta.
Investment Opportunities in the Malaysia Data Center Market
In November 2023, ST Telemedia Global Data Centres announced its plans to develop a new data center campus in Johor. The construction of the first building is likely to begin soon and become operational by 2025. The company formed a joint venture with Basis Bay to develop a new data center campus with two buildings, Cyberjaya DC.2 and STT Kuala Lumpur 1 in Cyberjaya, Selangor.In October 2023, EDGNEX Data Centres by DAMAC announced its plans to enter the APAC market for the first time; the company is considering a facility in Cyberjaya, Selangor. The expected investment can cross the $52 million mark.In October 2023, Infinaxis Data Centre Holdings, the joint venture between Gaw Capital Partners and A3 Capital, announced the construction of its first data center facility in Cyberjaya. The facility will have 10 data halls and will likely be operational by Q2 2025.In September 2023, EdgeConneX announced its plans to expand its footprint in Malaysia with the development of three data centers sites across Bukit Jalil, Kuala Lumpur, and Cyberjaya. The company plans to develop data centers in partnership with Cyberview.To Know More, Download the Free Sample Report: https://www.arizton.com/market-reports/malaysia-data-center-market-size-analysis
Market Trends
According to IRENA, in 2022, hydroenergy accounted for around 69% of the renewable energy capacity in Malaysia, followed by solar energy, which contributed about 21%, along with a 10% contribution by bioenergy.Malaysia aims to achieve the target of net-zero carbon emissions by 2050. To make this goal a reality, WWF-Malaysia is partnering with Boston Consulting Group to develop an independent joint study on the country’s optimal net zero pathway.The government of Malaysia has established a green tariff scheme to support its carbon-neutrality target. Under the scheme, subscribers can get electricity from solar or hydro sources instead of fossil fuel sources.Mergers, acquisitions, joint ventures, and partnerships are key strategies employed by operators to expand their portfolios and global footprint. For example:
In December 2023, Chindata Group merged with BCPE Chivalry Merger Sub, a wholly owned subsidiary of BCPE Chivalry Bidco, completing its transition to a private company from a public one.November 2023 saw ST Telemedia Global Data Centres, in a joint venture with Basis Bay, announcing plans to develop a new data center campus with two buildings in Cyberjaya, Selangor.A3 Capital and Gaw Capital Partners formed a joint venture in February 2023 to establish Infinaxis Data Centre Holdings to develop and operate data centers across Malaysia and Southeast Asia.MN Holdings, an engineering services and solutions company, signed a Memorandum of Understanding (MoU) in April 2023 with Shanghai DC-Science, outlining an investment of approximately $600 million to develop a data center site at the Sedenak Tech Park, Johor.Why Should You Buy This Research?
Market size is available regarding investment, area, power capacity, and Malaysia colocation market revenue.An assessment of the data center investment in Malaysia by colocation, hyperscale, and enterprise operators.Investments in the area (square feet) and power capacity (MW) across cities in the country.A detailed study of the existing Malaysia data center market landscape, an in-depth market analysis, and insightful predictions about market size during the forecast period.Snapshot of existing and upcoming third-party data center facilities in MalaysiaFacilities Covered (Existing): 34Facilities Identified (Upcoming): 33Coverage: 9 LocationsExisting vs. Upcoming (Area)Existing vs. Upcoming (IT Load Capacity)Data Center Colocation Market in MalaysiaColocation Market Revenue & Forecast (2023-2029)Wholesale vs. Retail Colocation Revenue (2023-2029)Retail Colocation PricingWholesale Colocation PricingThe Malaysia data center market investments are classified into IT, power, cooling, and general construction services with sizing and forecast.A comprehensive analysis of the latest trends, growth rate, potential opportunities, growth restraints, and prospects for the industry.Business overview and product offerings of prominent IT infrastructure providers, construction contractors, support infrastructure providers, and investors operating in the industry.A transparent research methodology and the analysis of the demand and supply aspects of the industry.Buy this Research @ https://www.arizton.com/market-reports/malaysia-data-center-market-size-analysis
Post-Purchase Benefit                             
1hr of free analyst discussion10% off on customizationThe Report Includes the Investment in the Following Areas:
IT InfrastructureServersStorage SystemsNetwork InfrastructureElectrical InfrastructureUPS SystemsGeneratorsSwitches & SwitchgearsPDUsOther Electrical InfrastructureMechanical InfrastructureCooling SystemsRack CabinetsOther Mechanical InfrastructureCooling SystemsCRAC and CRAHChillersCooling Tower and Dry CoolersOther Cooling UnitsGeneral ConstructionCore & Shell DevelopmentInstallation & Commissioning ServicesBuilding & Engineering DesignFire Detection & Suppression SystemsPhysical SecurityData Center Infrastructure Management (DCIM)Tier StandardTier I & Tier IITier IIITier IV GeographySelangorJohorOther StatesVendor Landscape
IT Infrastructure Providers
Cisco SystemsDell TechnologiesFujitsuHewlett Packard EnterpriseHuawei TechnologiesIBMInspurLenovoNetAppData Center Construction Contractors & Sub-Contractors
Advance Power EngineeringAsima ArchitectsAVO TechnologyB-Global TechCTC-GlobalCSF GroupCyclect GroupDSCO GroupGamudaGCM TechnologiesHSS EngineersISGKienta Engineering ConstructionLSK EngineeringMES GroupM+W Group (Exyte)MN HoldingsNakanoNTT FACILITIESPowerware SystemsS5 EngineeringShaw ArchitectSunway Construction GroupUnique CentralSupport Infrastructure Providers
ABBCaterpillarCumminsEatonFuji ElectricHITEC Power ProtectionKOHLER PowerLegrandMitsubishi ElectricNarada Power SourcePiller Power SystemsRittalRolls-RoyceSchneider ElectricSiemensSocomecSTULZTraneVertivData Center Investors
Bridge Data CentresEdge CentresGDS ServicesIRIX (PP TELECOMMUNICATION)Keppel Data CentresNTT DATAOpen DCTM OneVantage Data CentersYTL Data Center HoldingsNew Entrants
AirTrunkAmazon Web Services (AWS)EdgeConneXEquinixFutureData (Cyclect Group + TSG Group)Googlei-BerhadInfinaxis Data Centre HoldingsMN Holdings + Shanghai DC-ScienceMicrosoftNEXTDCPrinceton Digital GroupRegal OrionSingtelST Telemedia Global Data CentresYondrTo Know More, Download the Free Sample Report: https://www.arizton.com/market-reports/malaysia-data-center-market-size-analysis
Key Questions Answered in the Report:   
What factors are driving the Malaysian data center industry?
How big is the Malaysia data center market?
How many MW of power capacity will be added across Malaysia during 2024 to 2029?
What is the growth rate of the Malaysia data center market?
Which states are included in the Malaysia data center market report?
Get the Detailed TOC @ https://www.arizton.com/market-reports/malaysia-data-center-market-size-analysis
Check Out Some of the Top-Selling Research Reports:
Indonesia Data Center Market – Investment Analysis & Growth Opportunities 2024-2029
Thailand Data Center Colocation Market – Supply and Demand Analysis 2024-2029
Singapore Data Center Market – Investment Analysis & Growth Opportunities 2023-2028
Australia Data Center Market – Investment Analysis & Growth Opportunities 2023–2028 
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Arizton Advisory and Intelligence is an innovative and quality-driven firm that offers cutting-edge research solutions to clients worldwide. We excel in providing comprehensive market intelligence reports and advisory and consulting services.                                                         
We offer comprehensive market research reports on consumer goods & retail technology, automotive and mobility, smart tech, healthcare, life sciences, industrial machinery, chemicals, materials, I.T. and media, logistics, and packaging. These reports contain detailed industry analysis, market size, share, growth drivers, and trend forecasts.                                                          
Arizton comprises a team of exuberant and well-experienced analysts who have mastered generating incisive reports. Our specialist analysts possess exemplary skills in market research. We train our team in advanced research practices, techniques, and ethics to outperform in fabricating impregnable research reports.                                                                
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