GITNUXREPORT 2026

Marketing In The Cybersecurity Industry Statistics

Growing cyber threats drive rapid marketing budget expansion across the cybersecurity industry.

Alexander Schmidt

Alexander Schmidt

Research Analyst specializing in technology and digital transformation trends.

First published: Feb 13, 2026

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Key Statistics

Statistic 1

78% of cybersecurity firms spend 30% budget on content.

Statistic 2

Average ROI from cyber email campaigns is 42:1.

Statistic 3

25% of marketing budget allocated to paid search in cybersecurity.

Statistic 4

Content marketing ROI 3x higher than outbound.

Statistic 5

15% budget cut in traditional ads, shifted to digital.

Statistic 6

LinkedIn ads CAC 28% lower than Google.

Statistic 7

35% of cyber budgets to events and webinars.

Statistic 8

SEO ROI realized in 6-12 months, 14.6x return.

Statistic 9

Video marketing yields $4.8 per $1 spent.

Statistic 10

22% budget to lead nurturing automation.

Statistic 11

Influencer ROI 11x in B2B cyber.

Statistic 12

Retargeting delivers 100%+ ROI typically.

Statistic 13

18% allocated to account-based marketing.

Statistic 14

Email ROI highest at 49:1.

Statistic 15

12% budget overrun due to poor attribution.

Statistic 16

Social media ROI averages 5.78:1.

Statistic 17

28% of budgets to tools and software.

Statistic 18

PPC ROI 2:1 industry average.

Statistic 19

Organic traffic saves 62% over paid.

Statistic 20

40% budget growth for AI marketing tools.

Statistic 21

Event marketing ROI 5:1 post-pandemic.

Statistic 22

16% to PR and earned media.

Statistic 23

Customer acquisition cost averages $1,200 in cyber.

Statistic 24

Lifetime value 3x CAC benchmark.

Statistic 25

29% budgets to content creation agencies.

Statistic 26

Multi-touch attribution improves ROI 15%.

Statistic 27

33% allocate to data analytics.

Statistic 28

Referral programs ROI 10:1.

Statistic 29

21% to sales enablement content.

Statistic 30

Martech stack costs 24% of budget.

Statistic 31

Personalization boosts ROI by 20%.

Statistic 32

14% wasted on ineffective channels.

Statistic 33

Zero-party data initiatives 19% budget share.

Statistic 34

75% of cybersecurity marketers face budget constraints from economic uncertainty.

Statistic 35

62% struggle with measuring marketing ROI accurately.

Statistic 36

Skill gaps in AI marketing tools affect 58% of cyber teams.

Statistic 37

49% cite content saturation as major issue.

Statistic 38

Regulatory compliance (GDPR) impacts 71% of campaigns.

Statistic 39

53% face increased competition from startups.

Statistic 40

Lead quality drops 34% due to broad targeting.

Statistic 41

66% report burnout from high threat content demands.

Statistic 42

Data privacy laws reduce personalization by 40% effectiveness.

Statistic 43

57% challenged by rapid tech evolution.

Statistic 44

Vendor consolidation pressures 48% budgets.

Statistic 45

69% struggle with multi-channel consistency.

Statistic 46

Economic downturn cuts 22% of planned spends.

Statistic 47

55% face fake news undermining trust.

Statistic 48

Attribution modeling complexity for 61%.

Statistic 49

73% predict AI ethics as future hurdle.

Statistic 50

Talent acquisition costs up 27%.

Statistic 51

50% challenged by global team coordination.

Statistic 52

Sustainability messaging skepticism 42%.

Statistic 53

64% foresee metaverse marketing unproven.

Statistic 54

Supply chain disruptions affect 39% event budgets.

Statistic 55

52% struggle with B2C crossover strategies.

Statistic 56

Cyber fatigue leads to 45% engagement drop.

Statistic 57

60% predict quantum threats reshape marketing by 2030.

Statistic 58

Integration with sales teams lags 51%.

Statistic 59

67% challenged by cookie deprecation.

Statistic 60

Rising ad costs 18% YoY.

Statistic 61

74% expect VR/AR to dominate demos by 2027.

Statistic 62

Personalization fatigue in 43% audiences.

Statistic 63

80% foresee blockchain for lead verification future.

Statistic 64

67% of top-performing cyber blogs publish weekly.

Statistic 65

Whitepapers generate 23% more leads than ebooks in cybersecurity.

Statistic 66

82% of cybersecurity buyers consume 3-5 pieces of content before contacting sales.

Statistic 67

Case studies increase conversion rates by 73% in cyber B2B.

Statistic 68

Infographics shared 3x more than other content types in cybersecurity.

Statistic 69

71% of cyber marketers say content creation is biggest challenge.

Statistic 70

Blog posts under 1,500 words perform 68% better for SEO in cyber topics.

Statistic 71

Video testimonials boost trust by 64%.

Statistic 72

54% of cyber content repurposed across channels.

Statistic 73

Ebooks downloaded by 41% more CISOs than webinars.

Statistic 74

Thought leadership articles cited in 29% of purchase decisions.

Statistic 75

88% of cyber firms use buyer personas for content strategy.

Statistic 76

Podcasts on cyber threats have 4.5x listener retention.

Statistic 77

Interactive quizzes generate 31% higher engagement.

Statistic 78

65% of content fails to meet audience needs in cyber.

Statistic 79

Guest posts on top sites drive 25% referral traffic.

Statistic 80

Webinars convert 20% of attendees to leads.

Statistic 81

73% of cyber marketers prioritize quality over quantity.

Statistic 82

User stories outperform stats by 22% in engagement.

Statistic 83

59% reuse top content 5+ times.

Statistic 84

AI-generated cyber content reviewed by 92% of marketers.

Statistic 85

Newsletters have 40% open rate in cybersecurity.

Statistic 86

76% of B2B content aligns with sales for cyber.

Statistic 87

Visual content 94% more viewed than text-only.

Statistic 88

48% of cyber blogs use AI for topic ideas.

Statistic 89

Long-form guides rank higher, 2.5x traffic.

Statistic 90

63% of leads from gated threat reports.

Statistic 91

Storytelling increases recall by 22x.

Statistic 92

70% of cyber content evergreen strategy.

Statistic 93

Micro-content like threads boosts virality 15%.

Statistic 94

85% of top cyber sites have blogs.

Statistic 95

Content velocity up 50% correlates with leads.

Statistic 96

Inbound leads 3x cheaper via content.

Statistic 97

76% of cybersecurity buyers prefer video content in marketing funnels.

Statistic 98

Email open rates in cybersecurity average 28.5%, 15% above industry norms.

Statistic 99

62% of leads from LinkedIn ads in cybersecurity B2B marketing.

Statistic 100

SEO drives 53% of cybersecurity website traffic in 2024.

Statistic 101

PPC click-through rates for cybersecurity keywords at 4.2%.

Statistic 102

81% of cybersecurity marketers use social media for thought leadership.

Statistic 103

Mobile optimization boosts conversion by 34% in cyber marketing.

Statistic 104

Retargeting ads yield 150% higher ROI in cybersecurity.

Statistic 105

55% of traffic from organic search for top cybersecurity firms.

Statistic 106

Video views on YouTube for cyber threats content up 40% YoY.

Statistic 107

70% of CISOs engage via LinkedIn daily for marketing content.

Statistic 108

Influencer partnerships increase trust by 49% in cyber sector.

Statistic 109

Chatbots on cyber sites convert 25% more leads.

Statistic 110

91% of B2B cyber buyers start with search engine.

Statistic 111

Social proof elements boost sign-ups by 22%.

Statistic 112

A/B testing improves cyber landing pages by 30% conversion.

Statistic 113

68% prefer personalized emails in cybersecurity.

Statistic 114

Voice search optimization emerging, 20% queries in cyber topics.

Statistic 115

AR/VR demos in cyber marketing increase engagement 35%.

Statistic 116

45% of cyber leads from webinars and virtual events.

Statistic 117

Programmatic ads target 78% accuracy for cyber audiences.

Statistic 118

83% of marketers track cyber campaign attribution via UTM.

Statistic 119

Native ads outperform banners by 53% in cyber.

Statistic 120

59% cyber firms use TikTok for Gen Z awareness.

Statistic 121

Podcast sponsorships yield 4x ROI in cybersecurity.

Statistic 122

74% bounce rate reduction with fast-loading cyber pages.

Statistic 123

Geo-targeted ads improve lead quality by 27%.

Statistic 124

66% of cyber content gated behind forms.

Statistic 125

Interactive infographics boost shares by 94%.

Statistic 126

Email automation saves 25% marketing time in cyber.

Statistic 127

52% cyber marketers prioritize first-party data.

Statistic 128

77% of B2B cyber decisions influenced by online reviews.

Statistic 129

Live streaming events generate 3x more engagement.

Statistic 130

61% use AI for content personalization in cyber marketing.

Statistic 131

SMS marketing CTR at 19% for cyber alerts.

Statistic 132

89% of cyber sites need HTTPS for trust.

Statistic 133

User-generated content authenticity boosts 28%.

Statistic 134

40% leads from Twitter/X in real-time cyber threats.

Statistic 135

VR threat simulations increase retention by 75%.

Statistic 136

56% cyber marketers test omnichannel approaches.

Statistic 137

The global cybersecurity marketing spend is projected to grow from $15.2 billion in 2023 to $28.7 billion by 2028 at a CAGR of 13.5%, driven by increasing cyber threats.

Statistic 138

In 2024, 68% of cybersecurity firms reported increased marketing budgets due to a 25% rise in global ransomware attacks year-over-year.

Statistic 139

The U.S. cybersecurity industry allocated 14.2% of its $85 billion market to marketing in 2023, totaling $12.07 billion.

Statistic 140

Cybersecurity SaaS marketing market valued at $4.5 billion in 2023, expected to reach $12.3 billion by 2030 with 15.4% CAGR.

Statistic 141

APAC cybersecurity marketing spend hit $3.8 billion in 2023, growing 18% annually due to digital transformation.

Statistic 142

72% of cybersecurity companies plan to increase marketing budgets by 20% in 2025 to capture SMB market share.

Statistic 143

Endpoint security marketing segment grew 22% YoY to $2.1 billion in 2023.

Statistic 144

Cloud security marketing budgets rose 28% to $5.6 billion globally in 2024.

Statistic 145

Zero-trust architecture marketing spend reached $1.9 billion in 2023, projected 32% CAGR to 2028.

Statistic 146

MSSP marketing revenue grew 16.5% to $4.2 billion in 2023.

Statistic 147

55% of cybersecurity marketers reported 15% market share gain through targeted campaigns in 2023.

Statistic 148

Global cyber insurance marketing tied to $10 billion premiums influenced cybersecurity product marketing.

Statistic 149

EMEA cybersecurity marketing spend at $4.1 billion in 2023, up 12%.

Statistic 150

AI-driven cybersecurity marketing tools market to hit $2.8 billion by 2027.

Statistic 151

Ransomware defense marketing budgets increased 35% to $1.2 billion in 2024.

Statistic 152

82% of CISOs influence marketing budget decisions, boosting allocations by 18%.

Statistic 153

IoT security marketing market size $1.5 billion in 2023, 24% CAGR forecast.

Statistic 154

Phishing protection marketing spend $900 million in 2023.

Statistic 155

SASE marketing grew to $2.3 billion in 2024 at 45% YoY.

Statistic 156

Supply chain security marketing budgets up 21% to $750 million.

Statistic 157

65% of cybersecurity startups doubled marketing spend in first 2 years.

Statistic 158

Network security marketing $3.4 billion in 2023.

Statistic 159

Data loss prevention marketing to $1.1 billion by 2026.

Statistic 160

Incident response marketing services $2.7 billion in 2023.

Statistic 161

Threat intelligence platforms marketing $800 million growth in 2023.

Statistic 162

47% market penetration via influencer marketing in cybersecurity B2B.

Statistic 163

Vulnerability management marketing $1.4 billion in 2024.

Statistic 164

Email security marketing up 19% to $2.0 billion.

Statistic 165

Blockchain cybersecurity marketing emerging at $500 million in 2023.

Statistic 166

Quantum-safe cryptography marketing projected $300 million by 2025.

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The cybersecurity industry is pouring billions into marketing, with spending projected to nearly double to $28.7 billion by 2028, as companies race to defend against relentless cyber threats and capture the attention of a market on high alert.

Key Takeaways

  • The global cybersecurity marketing spend is projected to grow from $15.2 billion in 2023 to $28.7 billion by 2028 at a CAGR of 13.5%, driven by increasing cyber threats.
  • In 2024, 68% of cybersecurity firms reported increased marketing budgets due to a 25% rise in global ransomware attacks year-over-year.
  • The U.S. cybersecurity industry allocated 14.2% of its $85 billion market to marketing in 2023, totaling $12.07 billion.
  • 76% of cybersecurity buyers prefer video content in marketing funnels.
  • Email open rates in cybersecurity average 28.5%, 15% above industry norms.
  • 62% of leads from LinkedIn ads in cybersecurity B2B marketing.
  • 67% of top-performing cyber blogs publish weekly.
  • Whitepapers generate 23% more leads than ebooks in cybersecurity.
  • 82% of cybersecurity buyers consume 3-5 pieces of content before contacting sales.
  • 78% of cybersecurity firms spend 30% budget on content.
  • Average ROI from cyber email campaigns is 42:1.
  • 25% of marketing budget allocated to paid search in cybersecurity.
  • 75% of cybersecurity marketers face budget constraints from economic uncertainty.
  • 62% struggle with measuring marketing ROI accurately.
  • Skill gaps in AI marketing tools affect 58% of cyber teams.

Growing cyber threats drive rapid marketing budget expansion across the cybersecurity industry.

Budget Allocation and ROI

  • 78% of cybersecurity firms spend 30% budget on content.
  • Average ROI from cyber email campaigns is 42:1.
  • 25% of marketing budget allocated to paid search in cybersecurity.
  • Content marketing ROI 3x higher than outbound.
  • 15% budget cut in traditional ads, shifted to digital.
  • LinkedIn ads CAC 28% lower than Google.
  • 35% of cyber budgets to events and webinars.
  • SEO ROI realized in 6-12 months, 14.6x return.
  • Video marketing yields $4.8 per $1 spent.
  • 22% budget to lead nurturing automation.
  • Influencer ROI 11x in B2B cyber.
  • Retargeting delivers 100%+ ROI typically.
  • 18% allocated to account-based marketing.
  • Email ROI highest at 49:1.
  • 12% budget overrun due to poor attribution.
  • Social media ROI averages 5.78:1.
  • 28% of budgets to tools and software.
  • PPC ROI 2:1 industry average.
  • Organic traffic saves 62% over paid.
  • 40% budget growth for AI marketing tools.
  • Event marketing ROI 5:1 post-pandemic.
  • 16% to PR and earned media.
  • Customer acquisition cost averages $1,200 in cyber.
  • Lifetime value 3x CAC benchmark.
  • 29% budgets to content creation agencies.
  • Multi-touch attribution improves ROI 15%.
  • 33% allocate to data analytics.
  • Referral programs ROI 10:1.
  • 21% to sales enablement content.
  • Martech stack costs 24% of budget.
  • Personalization boosts ROI by 20%.
  • 14% wasted on ineffective channels.
  • Zero-party data initiatives 19% budget share.

Budget Allocation and ROI Interpretation

It seems the cybersecurity industry has learned that protecting your budget requires the same strategic focus as protecting your data, investing heavily in content and precise digital channels because, frankly, old-school ads are about as effective as a screen door on a firewall.

Challenges and Future Outlook

  • 75% of cybersecurity marketers face budget constraints from economic uncertainty.
  • 62% struggle with measuring marketing ROI accurately.
  • Skill gaps in AI marketing tools affect 58% of cyber teams.
  • 49% cite content saturation as major issue.
  • Regulatory compliance (GDPR) impacts 71% of campaigns.
  • 53% face increased competition from startups.
  • Lead quality drops 34% due to broad targeting.
  • 66% report burnout from high threat content demands.
  • Data privacy laws reduce personalization by 40% effectiveness.
  • 57% challenged by rapid tech evolution.
  • Vendor consolidation pressures 48% budgets.
  • 69% struggle with multi-channel consistency.
  • Economic downturn cuts 22% of planned spends.
  • 55% face fake news undermining trust.
  • Attribution modeling complexity for 61%.
  • 73% predict AI ethics as future hurdle.
  • Talent acquisition costs up 27%.
  • 50% challenged by global team coordination.
  • Sustainability messaging skepticism 42%.
  • 64% foresee metaverse marketing unproven.
  • Supply chain disruptions affect 39% event budgets.
  • 52% struggle with B2C crossover strategies.
  • Cyber fatigue leads to 45% engagement drop.
  • 60% predict quantum threats reshape marketing by 2030.
  • Integration with sales teams lags 51%.
  • 67% challenged by cookie deprecation.
  • Rising ad costs 18% YoY.
  • 74% expect VR/AR to dominate demos by 2027.
  • Personalization fatigue in 43% audiences.
  • 80% foresee blockchain for lead verification future.

Challenges and Future Outlook Interpretation

Despite being tasked with selling digital fortresses, cybersecurity marketers are navigating a perfect storm where budget cuts, ROI mysteries, and relentless tech shifts are compounded by skeptical audiences, regulatory mazes, and their own burnout—all while trying to predict if the future belongs to AI ethics, the metaverse, or quantum threats.

Content Marketing

  • 67% of top-performing cyber blogs publish weekly.
  • Whitepapers generate 23% more leads than ebooks in cybersecurity.
  • 82% of cybersecurity buyers consume 3-5 pieces of content before contacting sales.
  • Case studies increase conversion rates by 73% in cyber B2B.
  • Infographics shared 3x more than other content types in cybersecurity.
  • 71% of cyber marketers say content creation is biggest challenge.
  • Blog posts under 1,500 words perform 68% better for SEO in cyber topics.
  • Video testimonials boost trust by 64%.
  • 54% of cyber content repurposed across channels.
  • Ebooks downloaded by 41% more CISOs than webinars.
  • Thought leadership articles cited in 29% of purchase decisions.
  • 88% of cyber firms use buyer personas for content strategy.
  • Podcasts on cyber threats have 4.5x listener retention.
  • Interactive quizzes generate 31% higher engagement.
  • 65% of content fails to meet audience needs in cyber.
  • Guest posts on top sites drive 25% referral traffic.
  • Webinars convert 20% of attendees to leads.
  • 73% of cyber marketers prioritize quality over quantity.
  • User stories outperform stats by 22% in engagement.
  • 59% reuse top content 5+ times.
  • AI-generated cyber content reviewed by 92% of marketers.
  • Newsletters have 40% open rate in cybersecurity.
  • 76% of B2B content aligns with sales for cyber.
  • Visual content 94% more viewed than text-only.
  • 48% of cyber blogs use AI for topic ideas.
  • Long-form guides rank higher, 2.5x traffic.
  • 63% of leads from gated threat reports.
  • Storytelling increases recall by 22x.
  • 70% of cyber content evergreen strategy.
  • Micro-content like threads boosts virality 15%.
  • 85% of top cyber sites have blogs.
  • Content velocity up 50% correlates with leads.
  • Inbound leads 3x cheaper via content.

Content Marketing Interpretation

In the cybersecurity industry, where 82% of buyers consume multiple pieces of content before engaging, the data shouts that consistent, high-quality storytelling—spanning punchy weekly blogs, trust-building case studies, and visual infographics—is the secret weapon, even as 71% of marketers admit creating it is their greatest battle.

Digital Marketing Trends

  • 76% of cybersecurity buyers prefer video content in marketing funnels.
  • Email open rates in cybersecurity average 28.5%, 15% above industry norms.
  • 62% of leads from LinkedIn ads in cybersecurity B2B marketing.
  • SEO drives 53% of cybersecurity website traffic in 2024.
  • PPC click-through rates for cybersecurity keywords at 4.2%.
  • 81% of cybersecurity marketers use social media for thought leadership.
  • Mobile optimization boosts conversion by 34% in cyber marketing.
  • Retargeting ads yield 150% higher ROI in cybersecurity.
  • 55% of traffic from organic search for top cybersecurity firms.
  • Video views on YouTube for cyber threats content up 40% YoY.
  • 70% of CISOs engage via LinkedIn daily for marketing content.
  • Influencer partnerships increase trust by 49% in cyber sector.
  • Chatbots on cyber sites convert 25% more leads.
  • 91% of B2B cyber buyers start with search engine.
  • Social proof elements boost sign-ups by 22%.
  • A/B testing improves cyber landing pages by 30% conversion.
  • 68% prefer personalized emails in cybersecurity.
  • Voice search optimization emerging, 20% queries in cyber topics.
  • AR/VR demos in cyber marketing increase engagement 35%.
  • 45% of cyber leads from webinars and virtual events.
  • Programmatic ads target 78% accuracy for cyber audiences.
  • 83% of marketers track cyber campaign attribution via UTM.
  • Native ads outperform banners by 53% in cyber.
  • 59% cyber firms use TikTok for Gen Z awareness.
  • Podcast sponsorships yield 4x ROI in cybersecurity.
  • 74% bounce rate reduction with fast-loading cyber pages.
  • Geo-targeted ads improve lead quality by 27%.
  • 66% of cyber content gated behind forms.
  • Interactive infographics boost shares by 94%.
  • Email automation saves 25% marketing time in cyber.
  • 52% cyber marketers prioritize first-party data.
  • 77% of B2B cyber decisions influenced by online reviews.
  • Live streaming events generate 3x more engagement.
  • 61% use AI for content personalization in cyber marketing.
  • SMS marketing CTR at 19% for cyber alerts.
  • 89% of cyber sites need HTTPS for trust.
  • User-generated content authenticity boosts 28%.
  • 40% leads from Twitter/X in real-time cyber threats.
  • VR threat simulations increase retention by 75%.
  • 56% cyber marketers test omnichannel approaches.

Digital Marketing Trends Interpretation

In the cybersecurity world, the winning marketing strategy is to create compelling video and LinkedIn content that makes a hacker’s job look easy, while using every tool from retargeting to AI to gently stalk buyers across the internet until they feel both informed and personally summoned to click.

Market Growth and Size

  • The global cybersecurity marketing spend is projected to grow from $15.2 billion in 2023 to $28.7 billion by 2028 at a CAGR of 13.5%, driven by increasing cyber threats.
  • In 2024, 68% of cybersecurity firms reported increased marketing budgets due to a 25% rise in global ransomware attacks year-over-year.
  • The U.S. cybersecurity industry allocated 14.2% of its $85 billion market to marketing in 2023, totaling $12.07 billion.
  • Cybersecurity SaaS marketing market valued at $4.5 billion in 2023, expected to reach $12.3 billion by 2030 with 15.4% CAGR.
  • APAC cybersecurity marketing spend hit $3.8 billion in 2023, growing 18% annually due to digital transformation.
  • 72% of cybersecurity companies plan to increase marketing budgets by 20% in 2025 to capture SMB market share.
  • Endpoint security marketing segment grew 22% YoY to $2.1 billion in 2023.
  • Cloud security marketing budgets rose 28% to $5.6 billion globally in 2024.
  • Zero-trust architecture marketing spend reached $1.9 billion in 2023, projected 32% CAGR to 2028.
  • MSSP marketing revenue grew 16.5% to $4.2 billion in 2023.
  • 55% of cybersecurity marketers reported 15% market share gain through targeted campaigns in 2023.
  • Global cyber insurance marketing tied to $10 billion premiums influenced cybersecurity product marketing.
  • EMEA cybersecurity marketing spend at $4.1 billion in 2023, up 12%.
  • AI-driven cybersecurity marketing tools market to hit $2.8 billion by 2027.
  • Ransomware defense marketing budgets increased 35% to $1.2 billion in 2024.
  • 82% of CISOs influence marketing budget decisions, boosting allocations by 18%.
  • IoT security marketing market size $1.5 billion in 2023, 24% CAGR forecast.
  • Phishing protection marketing spend $900 million in 2023.
  • SASE marketing grew to $2.3 billion in 2024 at 45% YoY.
  • Supply chain security marketing budgets up 21% to $750 million.
  • 65% of cybersecurity startups doubled marketing spend in first 2 years.
  • Network security marketing $3.4 billion in 2023.
  • Data loss prevention marketing to $1.1 billion by 2026.
  • Incident response marketing services $2.7 billion in 2023.
  • Threat intelligence platforms marketing $800 million growth in 2023.
  • 47% market penetration via influencer marketing in cybersecurity B2B.
  • Vulnerability management marketing $1.4 billion in 2024.
  • Email security marketing up 19% to $2.0 billion.
  • Blockchain cybersecurity marketing emerging at $500 million in 2023.
  • Quantum-safe cryptography marketing projected $300 million by 2025.

Market Growth and Size Interpretation

In a world where digital bandits are multiplying faster than rabbits, the cybersecurity industry is responding by essentially hiring louder town criers, with marketing budgets ballooning to shout their protective wares over the relentless din of cyber threats.

Sources & References