Locked revenue figures are available in Radar; the eight company financial previews stay the same throughout this page. A dash means the figure is outside these featured lists. Revenue years vary by company; the figures are not a like-for-like revenue comparison. Compare annual accounts ↗
Australia’s
cybersecurity industry,
in focus.
The companies, capital and talent shaping cybersecurity in Australia. Find the leaders. Understand the segments. See where the activity is.

An industry ecosystem,
measured in context.
MEET THE COMPANIESExplore Australia’s cybersecurity leaders
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Expand panel +
Explore Australia’s cybersecurity leaders
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Company discovery
Recorded evidence onlyExplore the live startup set in Radar
No company example met every recorded classification, independence and public-profile gate in this snapshot. The live directory may have newer qualifying companies.
Explore classified startups in Radar ↗Cybersecurity industry KPIs in Australia
A few useful ratios bring the size of this ecosystem into perspective.
8 of 473 tracked companies have open roles.
62 of 473 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
Midpoint of 80 rounds with a disclosed amount.
Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 59.7% of disclosed capital, while 86.9% of tracked companies have no recorded funding round.
Explore the segments →CAPITAL & COMPANY FORMATIONHow Australia cybersecurity has grown
Recorded company formation and disclosed funding across the complete annual series shown.
Expand panel +
How Australia cybersecurity has grown
Recorded company formation and disclosed funding across the complete annual series shown.
Disclosed funding by year
Sum of recorded funding rounds · USD
View the numbers
| Year | Funding (USD) | Founded | Raising |
|---|---|---|---|
| 2016 | $8.55M | 30 | 3 |
| 2017 | $2.5M | 30 | 4 |
| 2018 | $30.63M | 36 | 11 |
| 2019 | $16.9M | 29 | 5 |
| 2020 | $126.62M | 47 | 13 |
| 2021 | $112.69M | 29 | 11 |
| 2022 | $104.28M | 16 | 8 |
| 2023 | $43.18M | 11 | 8 |
| 2024 | $18.74M | 13 | 3 |
| 2025 | $43.09M | 0 | 4 |
Funding concentration
Share of all disclosed company funding.
- Encompass37.6%
- Kasada11.8%
- QuintessenceLabs10.3%
- Other companies40.3%
Funding by stage
104 recorded rounds since 2016
Investors appearing most often
Recorded participation in cybersecurity company rounds since 2016.
- 01Main Sequence 9 rounds
- 02Reinventure Group 8 rounds
- 03CyRise 6 rounds
- 04OIF Ventures 6 rounds
- 05AustCyber 6 rounds
- 06Europa 6 rounds
- 07Black Nova 5 rounds
- 08AirTree 3 rounds
- 09InterValley Ventures 3 rounds
- 010Tidal 3 rounds
Recent recorded rounds
Latest recorded rounds · USDLargest and notable recorded rounds
Each card is one recorded roundParticipating investors were not recorded in this snapshot.
Participating investors were not recorded in this snapshot.
Backed by Perennial and Serendipity Capital and others.
Backed by StepStone Group and Ten Eleven Ventures and others.
Backed by AirTree and Greycroft and others.
Backed by Chevron and Telus and others.
Backed by EQT and Ten Eleven Ventures and others.
Backed by Telus and Main Sequence and others.
Backed by AirTree and Greycroft and others.
Backed by Insight Partners and CyberCX.
THE BUSINESS BEHIND THE ACTIVITYRevenue, profitability & financial strength
Expand panel +
Revenue, profitability & financial strength
Annual accounts availability
The measured Australia identity-to-filing probe did not produce a qualifying designated legal or national-ID join: bare ticker overlaps lack a recorded ASX exchange designation and are not designated legal or national identifiers.; The measured Australia identity-to-filing probe did not produce a qualifying designated legal or national-ID join: bare ticker overlaps lack a recorded ASX exchange designation and are not designated legal or national identifiers.
Web traffic, app reach and release cadence
How the Australia companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.
Busiest websites
5 of the 473 companies on this page carry a measured traffic record (1.1%); these are the largest of those, by monthly visits. The median among them is 88,240 visits.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| HackerTargethackertarget.com | 308,508 | 44 | 22.5% |
| IDKitidkit.com | 172,187 | 7 | 96.7% |
| Coviucoviu.com | 88,240 | 34 | 21.9% |
| Digital iDdigitalid.com | 51,766 | 32 | 56.2% |
| dns4medns4me.net | 31,481 | 24 | 81.5% |
Visits and authority are third-party web estimates, not company-reported figures.
Most-installed apps
33 of these companies (7%) publish at least one Android app — 58 apps in all, carrying 7.6M installs between them.
| App | Installs | Rating | Store category |
|---|---|---|---|
| Safety Champion Fast DefenderSafety Champion | 5.4M | 4.9 | Tools |
| SecureTeen Parental ControlSecureTeen | 1.6M | 3.1 | Tools |
| Getflix VPNGetflix | 365.8K | 3.3 | Tools |
| SecureTeen Child AppSecureTeen | 106.9K | 2.2 | Parenting |
| GEM Player - Play GEM video onGiliSoft | 41.5K | 2.1 | Tools |
| Gilisoft Video EditorGiliSoft | 24.8K | — | Photography |
| Gilisoft Audio EditorGiliSoft | 11.4K | 4.2 | Music & Audio |
| EyeSpyEyeSpy | 11K | 3 | Productivity |
| Barcode Scanner by barKoderBarkoder | 8K | — | Tools |
| NoahFace GoNoah Face Recognition | 6.6K | 4 | Business |
Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.
App reach by segment
The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2023Q2–2026Q1).
| Segment | Apps | Installs | Leading app | Release trend |
|---|---|---|---|---|
| Cybersecurity | 58 | 7.6M | Safety Champion Fast Defender 5.4M | |
| Mobile Utility Tools | 3 | 5.4M | Vaultage Password Manager 1.6K | |
| Security & Surveillance Technology | 13 | 37.8K | EyeSpy 11K | |
| Regtech | 15 | 36.3K | NoahFace Go 6.6K | |
| Image Recognition | 11 | 35.5K | Barcode Scanner by barKoder 8K | |
| Artificial Intelligence | 4 | 15.1K | Truuth ID - Identity Proofing 3.8K | |
| Computer Vision | 2 | 11.3K | Rapid Aware 338 | |
| Payments | 2 | 3.9K | Xiippy Data-Rich Payments 96 |
A company can carry several segment tags, so these rows overlap and should not be added together. Trend lines are zero-based and share one quarter grid, so a flat line is a quiet segment, not a missing one.
Release cadence by quarter
New apps published, beside apps whose most recent update landed in that quarter — the second bar is how much of the shelf is still being maintained.
Darker bars are new releases, lighter bars apps updated. 55 of 58 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.
INSIDE THE INDUSTRYThe Australia cybersecurity market map
Explore the segments behind the headline numbers.
Expand panel +
The Australia cybersecurity market map
Explore the segments behind the headline numbers.
Where companies are building
Rank segments by scale, hiring or disclosed funding.
Companies can sit in several segments. Counts and funding overlap.
Enterprise tech
The largest measured segment in this report snapshot.
7 companies hiring · $545.78M disclosed funding
Explore in RadarHow companies make money
Common revenue models; a company can use more than one.
THE COMPANIES IN MOTIONWho is listing, hiring leaders, launching and winning work
Recorded corporate activity linked to companies in this landscape.
Expand panel +
Who is listing, hiring leaders, launching and winning work
Recorded corporate activity linked to companies in this landscape.
Recent corporate headlines 10 dated reports
Nullify, a San Francisco, CA–based AI workforce platform for product security, has secured a $12.5 million Seed funding round.
Kasada, the trusted provider of advanced bot defense for the world’s most targeted brands, today announced that it has secured a US$20 million funding round led by EQT and existing investors, including Ten Eleven Ventures, Main Sequence Ventures, Reinventure (Westpac’s venture capital arm), Our Innovation Fund, the StepStone Group, and Turnbull & Partners.
Nuix has acquired Linkurious, a decision intelligence software vendor, for $18 million.
Devicie, a leader in automated and optimized Microsoft Intune Device Management, today announced a growth investment from Devicie insider and global software investor Insight Partners, bolstering its commitment to providing Microsoft-first solutions for end-user organizations and managed service providers (MSPs) globally.
QuintessenceLabs leads the funding round-up this week, with a $20 million funding round led by the federal government’s National Reconstruction Fund (NRF).
UK- and US-based Searchlight Cyber has acquired Assetnote
ASX-listed Identitii have announced that it has received binding commitments to raise a total of $1.8 million via a well-supported placement with bids received from sophisticated and institutional investors far exceeding the total amount.
Price comparison platform developer Frugl Group (ASX: FGL) will spend $800,000 to acquire Thai software engineering consultancy Prodigy9, which specialises in developing data analytics platforms in the retail sector.
TrafficGuard, an AI-powered platform for digital ad verification and invalid traffic (IVT) prevention, has appointed Scott Thomson as Head of AI.
FirstWave received AUD$264,982 in RUIC funding for its AI-powered compliance software development, in collaboration with CSIRO and UniSC.
Full recorded event mix
Top 10 categories among 41 recorded events in the 24-month window.
IPO pipeline
1 companies with recorded IPO activity
IPO · ASX1 reports
Leadership moves
6 tracked people moves
Appointment Chief Executive Officer
Appointment Head of AI
Appointment Non-Executive Director
Appointment Strategic Advisory Council Member
Appointment Strategic Advisory Council Member
Appointment Strategic Advisory Council Member
Product launches
Products, platforms and features in the recorded window
AI data platform
Contract wins
4 recorded customer wins
Customer: multinational retailerRetail AI
Customer: telmexTelecommunications
Customer: iGaming OntarioRegTech
Customer: Western Australian Biodiversity Science Institute (WABSI)
Workforce actions
1 companies with reported reductions
475 rolescost reduction
Mergers and acquisitions
Company-linked deal reports; status is preserved as recorded.
| Acquirer → target | Status | Date | Value / context |
|---|---|---|---|
| stellantis→Symbio ↗ | Announced | 2026-04-15 | Not stated in snapshot |
| Nuix→linkurious | Announced | 2025-12-05 | $18.0M |
| searchlight cyber→Assetnote ↗ | Announced | 2025-01-29 | Not stated in snapshot |
| Frugl→Prodigy9 | Announced | 2024-10-03 | $800.0K |
| Frugl→Trienpoint International | Completed | 2024-10-03 | Not stated in snapshot |
| aussie broadband→Symbio ↗ | Announced | 2024-09-30 | $271.0M |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
PEOPLE & OPPORTUNITYThe talent market
9 postings in the preceding 12 months. The full 29-posting snapshot covers 20 employers.
Expand panel +
The talent market
9 postings in the preceding 12 months. The full 29-posting snapshot covers 20 employers.
Most advertised job titles
7 tracked postings mention remote work.
Skills employers mention
Top skills across 29 tracked postings in the available jobs snapshot.
Companies hiring
| Company | Open roles |
|---|---|
| Nuix ↗ | 5 |
| Kasada ↗ | 4 |
| Airlock Digital ↗ | 2 |
| Red Piranha ↗ | 2 |
| Xailient ↗ | 1 |
| Muttii ↗ | 1 |
| GreenGate Fintech ↗ | 1 |
| ThreatDefence ↗ | 1 |
Large employers
| Company | Employees |
|---|---|
| Ai-Media ↗ | 226 |
| Nuix ↗ | 220 |
| Kasada ↗ | 111 |
| Red Piranha ↗ | 59 |
| EncompaaS ↗ | 58 |
| QuintessenceLabs ↗ | 52 |
| Identitii ↗ | 41 |
| Traffic Guard ↗ | 40 |
THE PEOPLE BUILDING THE FIELDFounders and leaders
229 founders and chief executives across 179 companies.
Expand panel +
Founders and leaders
229 founders and chief executives across 179 companies.
Wayne Johnson
Encompass ↗Ex-EHealthCare, Software Associates · University of Sydney 1984
Sam Crowther
Kasada ↗Ex-Macquarie Group. St. Philip's Christian College 2013
Vikram Sharma
QuintessenceLabs ↗World Economic Forum, Tech Council of Australia. University of Canberra BSc, Stanford University Graduate School of Business MSc 2002…
Simon Costello
Frankie ↗Co-Founder & CEO FrankieOne, ex-Streetbees. Deakin University BCom
Tim Thacker
Nullify ↗Nullify, ex-Spg Controls, ex-Unsw Formula Sae Motorsport Team Redback Racing, UNSW Australia, 2020
Jason Fairburn
Devicie ↗Devicie, ex-William Hill, ex-The Missing Link Network Integration And Security, TAFE NSW, 1999
Jesse Todd
EncompaaS ↗Encompaas, ex-Williams Lea, ex-Royal Bank, UCLA, 1993
Mike Rahmati
Plerion ↗Ex-Trend Micro, Cloud Conformity
Dan Draper
CipherStash ↗Debugging Diversity, ex- Founder Codefire, Co-Founder Codr.TV, MedicalDirector, Expert360, Digital Transformation Agency, Beacon, Coder Factory…
Joshua Shields
iluminr ↗Ex- Co-Founder RiskLogic & FirstAction, halkin business partners.
Bill Placke
SecurePII ↗Ex-vCSO, TruU, Ericsson, Console Connect, Digital Globe Services. University of Dayton BS, St. John's University School of Law JD
Amir Vahid
Fortiro ↗Fortiro, ex-Pwc, ex-University Of Melbourne, University of Melbourne, 2013
Education networks
16 profiles with education records.
Prior employers
2 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
NEWS INTELLIGENCEHow this industry appears in the news
632,771 articles in the measured 12-month window.
Expand panel +
How this industry appears in the news
632,771 articles in the measured 12-month window.
News volume trends
Cybersecurity coverage across Australia · articles per complete quarter
View quarterly article counts
| Quarter | Articles |
|---|---|
| 2021Q2 | 100,947 |
| 2021Q3 | 116,685 |
| 2021Q4 | 100,800 |
| 2022Q1 | 115,433 |
| 2022Q2 | 109,585 |
| 2022Q3 | 117,153 |
| 2022Q4 | 174,256 |
| 2023Q1 | 197,194 |
| 2023Q2 | 125,358 |
| 2023Q3 | 148,446 |
| 2023Q4 | 134,977 |
| 2024Q1 | 127,864 |
| 2024Q2 | 140,294 |
| 2024Q3 | 140,708 |
| 2024Q4 | 153,759 |
| 2025Q1 | 180,426 |
| 2025Q2 | 115,986 |
| 2025Q3 | 218,861 |
| 2025Q4 | 104,949 |
| 2026Q1 | 120,828 |
Article volume measures coverage, not market sales.
Tone of coverage over time
Most-covered companies
Company share of voice
55 recorded company events across 15 companies; percentages use that event total.
Leading coverage topics
Cybersecurity coverage across Australia · ranked by full-period article count.
Recent and prior counts use the source comparison windows.
Topics gaining and losing attention
Cybersecurity coverage across Australia
| Keyword | Recent | Prior | Change |
|---|---|---|---|
| countries | 4,005 | 1,939 | 107% |
| domestic robots | 3,101 | 39 | 7851% |
| toy robots | 3,081 | 26 | 11750% |
| ashes moments | 1,190 | 769 | 55% |
| angel investors | 1,016 | 367 | 177% |
| overseas study | 970 | 685 | 42% |
| ashes urn | 896 | 392 | 129% |
| ashes records | 856 | 403 | 112% |
| semester abroad | 816 | 523 | 56% |
| ashes venues | 812 | 429 | 89% |
| test cricket | 5,971 | 11,551 | -48% |
| test innings | 4,543 | 8,865 | -49% |
| 5-day cricket | 3,720 | 7,770 | -52% |
| odi cricket | 2,923 | 6,169 | -53% |
| limited overs cricket | 2,793 | 6,143 | -55% |
Event and signal lenses
Cybersecurity coverage across Australia
Regulatory Risk
1,054,573 classified articlesterritories, disputed islands, test cricket
27.2% critical · 18.6% positiveFunding Momentum
136,748 classified articlestest cricket, test innings, odi world cup
31.2% critical · 42.5% positiveGrowth
163,757 classified articlescore inflation rate, inflation outlook, aflw premiership
31.7% critical · 46.9% positiveCybersecurity coverage across Australia. Topic labels describe recorded classifications and can include broad context.
RESEARCH SIGNALSWhat Cybersecurity research is working on
41,368 papers in the recorded worldwide scope.
Expand panel +
What Cybersecurity research is working on
41,368 papers in the recorded worldwide scope.
Research orientation
Contribution mix
Tone counts: 34,043 positive · 2,274 neutral · 5,051 negative.
- Computer security2,863 papers
- Network security2,066 papers
- Intrusion detection system924 papers
- Denial-of-service attack470 papers
- Information security454 papers
- Security service450 papers
- Firewall355 papers
- Network Access Control348 papers
Landmark: A Deep Learning Approach for Network Intrusion Detection System
- Computer security192 papers
- Network security174 papers
- Intrusion detection system161 papers
- Network packet79 papers
- Denial-of-service attack79 papers
- Malware64 papers
- Exploit60 papers
- Firewall57 papers
Landmark: On the effectiveness of machine and deep learning for cyber security
- Intrusion detection system8,441 papers
- Network security6,168 papers
- Computer security4,770 papers
- Denial-of-service attack2,618 papers
- Network packet2,161 papers
- Anomaly detection2,006 papers
- Computer network1,660 papers
- Scalability1,479 papers
Landmark: N-BaIoT—Network-Based Detection of IoT Botnet Attacks Using Deep Autoencoders
Leading institutions
Leading researchers
Highly cited breakthrough-labelled papers
- N-BaIoT—Network-Based Detection of IoT Botnet Attacks Using Deep Autoencoders1,284 citations
- BotMiner: clustering analysis of network traffic for protocol- and structure-independent botnet detection1,021 citations
- Intrusion Detection System Using Deep Neural Network for In-Vehicle Network Security653 citations
- Building an Intrusion Detection System Using a Filter-Based Feature Selection Algorithm619 citations
- ZMap: fast internet-wide scanning and its security applications582 citations
Common problems researchers identify
6,106 papers · 7 recurring themes
Common problems researchers identify · 01Wireless Network Security Gaps
1,543 papers25.7% of this theme group
Researchers highlight vulnerabilities and protection challenges in wireless communication protocols and infrastructures.
Computer security (450) · Wireless network (133) · Network security (396) · Computer network (159)
The Analysis of Wireless Network Security Protocol and Solution
Security in wireless networks
View research history
| Year | Share index |
|---|---|
| 2022 | 1303.1 |
| 2023 | 1236.3 |
| 2024 | 1017.8 |
| 2025 | 722.3 |
Common problems researchers identify · 02Malware and Exploit Risks
1,361 papers22.7% of this theme group
Papers discuss persistent threats from malware, exploit techniques, and weaknesses in host and network defenses.
Computer security (520) · Malware (128) · Network security (429) · Exploit (110)
Penetration Testing: A Roadmap to Network Security
An Improved Model for Analysis of Host Network Vulnerability
View research history
| Year | Share index |
|---|---|
| 2022 | 622.4 |
| 2023 | 628.1 |
| 2024 | 491.0 |
| 2025 | 653.2 |
Common problems researchers identify · 03Network Policy and Access Control Issues
1,358 papers22.6% of this theme group
Studies examine flaws in security policies, access control mechanisms, and overall network protection strategies.
Computer security (1,117) · Network security (935) · Network security policy (242) · Network Access Control (232)
Research on Security Issues and Protection Strategy of Computer Network
Analysis on the Situation and Protection of Computer Network Information Security
View research history
| Year | Share index |
|---|---|
| 2022 | 232.7 |
| 2023 | 252.6 |
| 2024 | 226.3 |
| 2025 | 287.2 |
Common problems researchers identify · 04Intrusion Detection and Prevention Gaps
788 papers13.1% of this theme group
Works focus on shortcomings of IDS/IPS technologies and the difficulty of detecting anomalous activities.
Intrusion detection system (751) · Intrusion prevention system (138) · Intrusion (160) · Anomaly-based intrusion detection system (95)
An In-Depth Analysis of Network Security: Intrusion Detection and Prevention Systems
Application of Intrusion Detection Technology in Network Security
View research history
| Year | Share index |
|---|---|
| 2022 | 204.7 |
| 2023 | 223.9 |
| 2024 | 224.0 |
| 2025 | 387.5 |
Common problems researchers identify · 05Distributed Denial‑of‑Service Threats
394 papers6.6% of this theme group
Research points to persistent DDoS attacks, especially at the application layer, and their impact on services.
Denial-of-service attack (375) · Application layer DDoS attack (76) · Trinoo (54) · Computer security (161)
A Review on Distributed Denial of Service Attack
Detection and Analysis of Distributed Denial of Service attack on Software Defined Network
View research history
| Year | Share index |
|---|---|
| 2022 | 141.9 |
| 2023 | 134.8 |
| 2024 | 109.6 |
| 2025 | 144.1 |
Common problems researchers identify · 06Campus Network Security Weaknesses
361 papers6.0% of this theme group
Analyses reveal specific security problems and policy gaps within university and campus network environments.
Campus network (171) · Computer security (279) · Network security (254) · Network security policy (77)
The problems in campus network information security and its solutions
Research on Network Security of Campus Network
View research history
| Year | Share index |
|---|---|
| 2022 | 231.0 |
| 2023 | 249.2 |
| 2024 | 224.6 |
| 2025 | 283.2 |
Common problems researchers identify · 07Historical and Geopolitical Security Contexts
195 papers3.2% of this theme group
Papers explore security considerations linked to historical regions and long‑term geopolitical factors.
Computer security (148) · History (17) · Peninsula (9) · Ancient history (9)
DMZ 평화적 이용 방안 연구
DMZ의 지속가능한 평화적 이용과 발전 방안
View research history
| Year | Share index |
|---|---|
| 2022 | 144.1 |
| 2023 | 133.2 |
| 2024 | 125.7 |
| 2025 | 72.5 |
Cautions
844 papers · 7 recurring themes
Cautions · 01Foundational Network Security Concerns
179 papers21.2% of this theme group
Authors urge careful design of basic network security models and access control frameworks.
Computer security (97) · Network security (84) · Computer network (36) · Network Access Control (18)
Introduction to Computer and Network Security
Research on network information security model and system construction
View research history
| Year | Share index |
|---|---|
| 2022 | 1291.3 |
| 2023 | 1227.9 |
| 2024 | 1012.0 |
| 2025 | 713.2 |
Cautions · 02IoT Encryption and Authentication Risks
150 papers17.8% of this theme group
Studies caution about weak encryption and authentication practices in Internet‑of‑Things deployments.
Encryption (21) · Cryptography (14) · Authentication (15) · Internet of Things (14)
Enhancing Routing Security in IoT: Performance Evaluation of RPL’s Secure Mode Under Attacks
A Security Vulnerability Analysisof Internet Protocol Cameras
View research history
| Year | Share index |
|---|---|
| 2022 | 1085.2 |
| 2023 | 1064.5 |
| 2024 | 914.8 |
| 2025 | 1312.1 |
Cautions · 03DNS Privacy and Anonymity Challenges
129 papers15.3% of this theme group
Research highlights vulnerabilities in DNS traffic that can compromise anonymity and private networks.
Anonymity (17) · Domain Name System (10) · Encryption (18) · Private network (8)
STING: A Stealthy Backdoor Attack on GNN-Based Malicious Domain Detection via DNS Perturbations
ANALYZING DNS TRAFFIC FOR ENHANCED NETWORK SECURITY AND PERFORMANCE
View research history
| Year | Share index |
|---|---|
| 2022 | 825.9 |
| 2023 | 808.9 |
| 2024 | 594.3 |
| 2025 | 794.1 |
Cautions · 04Machine‑Learning IDS Reliability
126 papers14.9% of this theme group
Works stress the need for robust evaluation of ML‑based intrusion detection systems.
Intrusion detection system (119) · Intrusion (17) · Anomaly-based intrusion detection system (15) · Intrusion prevention system (14)
A Comprehensive Study on Machine Learning Algorithms for Intrusion Detection System
<b>Network Intrusion Detection Enhancement Using Machine Learning: A Systematic Literature Review</b>
View research history
| Year | Share index |
|---|---|
| 2022 | 204.6 |
| 2023 | 223.9 |
| 2024 | 223.9 |
| 2025 | 387.7 |
Cautions · 05Malware, Botnet, and Honeypot Limitations
114 papers13.5% of this theme group
Papers point out difficulties in detecting sophisticated malware and botnet activities using current honeypot techniques.
Malware (28) · Honeypot (14) · Botnet (13) · Compromise (7)
Analysis of Reversible Network Covert Channels
Peer-to-Peer botnets: Analysis and defense
View research history
| Year | Share index |
|---|---|
| 2022 | 244.5 |
| 2023 | 243.6 |
| 2024 | 241.4 |
| 2025 | 323.4 |
Cautions · 06Application‑Layer DDoS Detection Limits
76 papers9.0% of this theme group
Authors warn that existing methods often miss or misclassify high‑volume application‑layer attacks.
Denial-of-service attack (65) · Application layer DDoS attack (12) · Spoofing attack (13) · Computer security (23)
DDoS Attacks on Software Defined Network: Challenges and Issues
DDoSDet: An approach to Detect DDoS attacks using Neural Networks
View research history
| Year | Share index |
|---|---|
| 2022 | 187.9 |
| 2023 | 180.9 |
| 2024 | 144.9 |
| 2025 | 186.4 |
Cautions · 07Adversarial Machine‑Learning Threats
70 papers8.3% of this theme group
Research cautions that adversarial techniques can undermine anomaly detection and other ML‑driven security tools.
Adversarial system (17) · Adversarial machine learning (7) · Transformative learning (5) · Anomaly detection (11)
Artificial intelligence in network security: Enhancing protection against cyber threats
The Impact of Artificial Intelligence in Finding Network Vulnerabilities
View research history
| Year | Share index |
|---|---|
| 2022 | 130.9 |
| 2023 | 160.8 |
| 2024 | 160.6 |
| 2025 | 243.9 |
Opportunities
24,461 papers · 7 recurring themes
Opportunities · 01Advanced Authentication and Cryptography
1,401 papers23.4% of this theme group
Opportunities focus on stronger authentication schemes, cryptographic protocols, and firewall integrations for secure networks.
Authentication (142) · Cryptography (104) · Firewall (165) · Computer network (187)
<i>MLSNet:</i> A Policy Complying Multilevel Security Framework for Software Defined Networking
Analisis Keamanan Protokol Secure Socket Layer (SSL) Terhadap Proses\n Sniffing di Jaringan
View research history
| Year | Share index |
|---|---|
| 2022 | 615.8 |
| 2023 | 601.8 |
| 2024 | 532.3 |
| 2025 | 824.2 |
Opportunities · 02Feature‑Rich Intrusion Detection
1,291 papers21.5% of this theme group
Papers explore improved IDS performance through sophisticated feature selection and data‑mining approaches.
Intrusion detection system (1,254) · Intrusion (120) · Feature selection (123) · Data mining (180)
Review: Machine Learning-Based Network Intrusion Detection System for Enhanced Cyber-security
An Automated Intrusion Detection and Prevention Model for Enhanced Network Security and Threat Assessment
View research history
| Year | Share index |
|---|---|
| 2022 | 226.6 |
| 2023 | 249.8 |
| 2024 | 244.3 |
| 2025 | 422.6 |
Opportunities · 03Security Information and Event Management
1,084 papers18.1% of this theme group
Research promotes unified models for assessing, predicting, and managing security events across networks.
Network security (713) · Computer security (520) · Computer security model (93) · Security information and event management (68)
Research on Network Security Situation Assessment and Prediction
A Network Security Evaluation Model based on Common Criteria
View research history
| Year | Share index |
|---|---|
| 2022 | 282.7 |
| 2023 | 303.3 |
| 2024 | 271.7 |
| 2025 | 364.5 |
Opportunities · 04Malware and Botnet Traffic Analysis
1,009 papers16.8% of this theme group
Studies develop novel methods for profiling network traffic to detect malware and botnet activities.
Malware (156) · Botnet (108) · Network security (232) · Network packet (104)
Entropy-based profiling of network traffic for detection of security attack
Network Security Threat Detection: Leveraging Machine Learning Algorithms for Effective Prediction
View research history
| Year | Share index |
|---|---|
| 2022 | 423.1 |
| 2023 | 440.1 |
| 2024 | 434.8 |
| 2025 | 569.5 |
Opportunities · 05Anomaly‑Based Detection Techniques
565 papers9.4% of this theme group
Works highlight the potential of anomaly detection algorithms to improve intrusion detection accuracy.
Anomaly detection (392) · Anomaly-based intrusion detection system (198) · Intrusion detection system (379) · Anomaly (65)
Machine learning based network intrusion detection
Network Intrusion Detection System Using Anomaly Detection Techniques
View research history
| Year | Share index |
|---|---|
| 2022 | 245.0 |
| 2023 | 273.5 |
| 2024 | 288.9 |
| 2025 | 500.6 |
Opportunities · 06Machine‑Learning DDoS Mitigation
444 papers7.4% of this theme group
Research investigates deep‑learning and other ML methods for identifying and mitigating DDoS attacks.
Denial-of-service attack (423) · Application layer DDoS attack (105) · Trinoo (42) · Network packet (94)
Towards Detecting Flooding DDOS Attacks Over Software Defined Networks Using Machine Learning Techniques
Detection of Distributed Denial of Service (DDoS) Cyber Attacks through Deep Learning Neural Network
View research history
| Year | Share index |
|---|---|
| 2022 | 141.9 |
| 2023 | 134.8 |
| 2024 | 109.6 |
| 2025 | 144.1 |
Opportunities · 07Deception and Honeypot Strategies
206 papers3.4% of this theme group
Papers propose advanced honeypot designs and deception tactics to trap and study attackers.
Honeypot (203) · Computer security (106) · Deception (19) · Network security (79)
Implementation of a modern security systems honeypot Honey Network on wireless networks
Application of Honeypot Technology in Network Intrusion Detection System
View research history
| Year | Share index |
|---|---|
| 2022 | 237.5 |
| 2023 | 265.0 |
| 2024 | 249.9 |
| 2025 | 316.7 |
How this field compares with the research baseline
Orientation shares compared with 25,000 papers in the reference sample.
| Research orientation | This field | Reference sample |
|---|---|---|
| Promising | 36.5% | 37.2% |
| Breakthrough | 28.5% | 26.1% |
| Problem-identifying | 15.8% | 9.8% |
| Descriptive | 12.6% | 17.5% |
| Comparative | 4.0% | 3.9% |
| Cautionary | 2.3% | 4.5% |
| Critical | 0.4% | 0.9% |
Concerns receiving less research attention
Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.
| Concern / example paper | Papers | Share | Raised as a problem | Worldwide share |
|---|---|---|---|---|
| Privacy & surveillanceFolk models of home computer security | 1,261 | 3.39% | 540 (42.8%) | 3.39% |
| Safety & misuseAdversarial Examples Against the Deep Learning Based Network Intrusion Detection Systems | 372 | 1.0% | 42 (11.3%) | 1.0% |
| Energy & datacenter footprintAI-Driven Green Computing for 6G Network: Improve User Experience and Security | 13 | 0.03% | 1 (7.7%) | 0.03% |
| Concentration of compute powerBuild the "Firewall" of University Network Ideology Security under the 5G Trend | 7 | 0.02% | 5 (71.4%) | 0.02% |
| Bias & fairnessApplication fairness in software defined networking | 4 | 0.01% | 1 (25.0%) | 0.01% |
| Hardware, e-waste & supply chainCryptographic Revolution™: The DARK HARVEST GHOST IN THE CODE: A 2017 Architectural Directive on System-Level Resiliency | 1 | 0.0% | 0 (0.0%) | 0.0% |
| Water use | 0 | 0.0% | 0 (%) | 0.0% |
| Carbon & emissions of compute | 0 | 0.0% | 0 (%) | 0.0% |
| Labour & data work | 0 | 0.0% | 0 (%) | 0.0% |
Institution and researcher rankings use citations to their covered work. Research scope: worldwide. This may be broader than the company geography.
INNOVATION SIGNALSWho files Cybersecurity patents in Australia
Published patent filings in the recorded source window.
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Who files Cybersecurity patents in Australia
Published patent filings in the recorded source window.
Filing momentum
Who files the most
GEOGRAPHIC FOOTPRINTWhere companies are based
Company counts, hiring and disclosed funding across the recorded hubs.
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Where companies are based
Company counts, hiring and disclosed funding across the recorded hubs.

Sydney
143 companies46.4% across the displayed hubs
5 companies hiring · $388.4M disclosed funding
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Melbourne
85 companies27.6% across the displayed hubs
1 companies hiring · $75.6M disclosed funding
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Brisbane
34 companies11.0% across the displayed hubs
0 companies hiring · $0 disclosed funding
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Perth
13 companies4.2% across the displayed hubs
0 companies hiring · $8.2M disclosed funding
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Adelaide
12 companies3.9% across the displayed hubs
1 companies hiring · $1.3M disclosed funding
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Canberra
12 companies3.9% across the displayed hubs
1 companies hiring · $56.2M disclosed funding
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Chatswood
5 companies1.6% across the displayed hubs
0 companies hiring · $0 disclosed funding
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Subiaco
4 companies1.3% across the displayed hubs
0 companies hiring · $0 disclosed funding
Explore companies in Subiaco ↗Cybersecurity in Australia: key questions
Clear definitions for making better comparisons.
What does this landscape measure?
It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.
Can segment counts be added together?
No. A company can belong to several segments, so segment counts and funding can overlap.
What does a missing figure mean?
A dash or unavailable panel means the current reviewed source snapshot does not support that figure.
Company ecosystem snapshot: 2 September 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.
Canonical landscape ↗