Radar · Industry landscape · Canada
Enterprise Infrastructure Landscape of Canada 1,730 Enterprise Infrastructure companies in Canada, in one picture: who is hiring, who is raising money, who founded them, where they are based, what the news is about, which skills employers want and where the research is going. Updated August 2026.
1,730 companies tracked
$13B disclosed funding
96 hiring right now
762 events · 24 months
≥71,189 news articles · 12 months
Who leads Enterprise Infrastructure in Canada Shows the top enterprise infrastructure firms in Canada by size, funding, hiring activity and media coverage, noting 1,730 tracked companies, 96 currently hiring and 262 with disclosed funding rounds.
Radar
See all 1,730 Enterprise Infrastructure companies in Canada
Filter by funding, headcount, hiring and location, and export the list.
How the Enterprise Infrastructure ecosystem in Canada grew, 2016–2025 Displays the annual count of new enterprise infrastructure companies founded from 2016 to 2025, highlighting a peak of 142 startups in 2020 and 16 in 2025.
Companies founded / year
new Enterprise Infrastructure companies in Canada
2016: 76 2017: 88 2018: 108 2019: 103 2020: 142 2021: 71 2022: 47 2023: 57 2024: 27 2025: 16 2016 2025
peak 142 in 2020
Companies raising / year
with a disclosed round that year
2016 2025
peak 53 in 2021
Disclosed funding / year
sum of disclosed rounds (USD)
2016: 182,425,670 2017: 280,510,979 2018: 470,559,682 2019: 3,758,984,519 2020: 1,107,641,920 2021: 2,760,421,604 2022: 1,134,496,781 2023: 248,222,056 2024: 679,203,436 2025: 1,179,916,984 2016 2025
peak $3.8B in 2019
Where Enterprise Infrastructure companies in Canada are based Lists the Canadian cities with the most enterprise infrastructure firms, with Toronto leading at 382 companies followed by Vancouver (192) and Montreal (150).
→ Hub 01
Toronto
382 Enterprise Infrastructure companies
38% of the Enterprise Infrastructure companies across these hubs
382 companies
$1.9B disclosed funding
14 hiring now
Hub 02
Vancouver
192 Enterprise Infrastructure companies
19% of the Enterprise Infrastructure companies across these hubs
192 companies
$1.3B disclosed funding
13 hiring now
Hub 03
Montreal
150 Enterprise Infrastructure companies
15% of the Enterprise Infrastructure companies across these hubs
150 companies
$7.4B disclosed funding
8 hiring now
Hub 04
Ottawa
123 Enterprise Infrastructure companies
12% of the Enterprise Infrastructure companies across these hubs
123 companies
$674.3M disclosed funding
12 hiring now
Hub 05
Calgary
65 Enterprise Infrastructure companies
6% of the Enterprise Infrastructure companies across these hubs
65 companies
$132.9M disclosed funding
8 hiring now
Hub 06
Mississauga
50 Enterprise Infrastructure companies
5% of the Enterprise Infrastructure companies across these hubs
50 companies
$77.4M disclosed funding
6 hiring now
Hub 07
Waterloo
29 Enterprise Infrastructure companies
3% of the Enterprise Infrastructure companies across these hubs
29 companies
$430M disclosed funding
5 hiring now
Hub 08
Edmonton
27 Enterprise Infrastructure companies
3% of the Enterprise Infrastructure companies across these hubs
27 companies
$20.8M disclosed funding
1 hiring now
The Enterprise Infrastructure market map of Canada: what these companies actually do Breaks down the sector’s product categories and revenue models, showing enterprise tech (1,378 firms) and subscription billing (1,420 firms) as the largest groups.
Enterprise Tech 1,378 companies · $13B raised · 83 hiring Enterprise Software 1,122 companies · $5.4B raised · 70 hiring SaaS 757 companies · $4.3B raised · 56 hiring Data Security 174 companies · $470M raised · 11 hiring Consumer Digital 147 companies · $5.4B raised · 5 hiring Identity Access Management 124 companies · $1.7B raised · 12 hiring Fintech 98 companies · $1.4B raised · 9 hiring Enterprise Communication 81 companies · $207.6M raised · 3 hiring Deep Tech 75 companies · $289.6M raised · 6 hiring Remote Work Tools 74 companies · $143M raised · 3 hiring Website Builders 74 companies · $33.8M raised · 2 hiring Future of Work 73 companies · $155.2M raised · 4 hiring Monetization
How Enterprise Infrastructure companies make money How many companies earn revenue each way. Plenty use more than one model, so the counts add up to more than the sector.
Subscription 1,420
Fee-For-Service 180
E-Commerce - Service 130
Advertising 123
Commission on Transaction 93
E-Commerce - Product 58
Physical Commerce 35
Licensing 8
Funding, M&A and the deals moving Enterprise Infrastructure in Canada Counts corporate events over the past two years, totaling 762 incidents, including 179 earnings releases, 146 key‑person announcements and 92 funding rounds.
Earnings 179 Leadership 146 Announcement 109 Funding 92 M&A 57 Product 52 Contracts 50 Assets 30 Board Updates 18 IPO 9
Funding HIVE Digital Technologies Ltd. (TSXV: HIVE ) (NASDAQ: HIVE ) (BVC: HIVECO) (the "Company" or "HIVE"), today announced that HIVE Bermuda 2026 Ltd., its wholly-owned subsidiary (the "Issuer") has closed its private offering (the "Offering") of US$115 million aggregate principal amount of 0% exchangeable senior notes due 2031 (the "Notes") to qualified institutional buyers pursuant to Rule 144A under the Securities Act of 1933... 2026-04-21 M&A KKR and Mubadala paid ~$300 million for CoolIT three years ago 2026-03-31 Funding Isara recently completed a $94 million funding round at a $650 million valuation, with investors including Michael Ovitz and Stanley Druckenmiller, and OpenAI participating. 2026-03-27 Funding eStruxture Data Centers, the largest Canadian data center platform, announced today a successful C$150M ABS issuance. 2026-03-26 M&A Canadian cybersecurity startup Tailscale Inc. bought smaller Vancouver-based firm Border0, its first acquisition. 2026-03-18 Funding Rove – $4M TRAVEL TECH Rove, a flexible travel rewards program for earning and redeeming miles on flights and hotels, has raised $4M in funding according to a recent SEC filing. 2026-03-16 M&A La Rosa Holdings Corp. (NASDAQ: LRHC) has signed a non-binding letter of intent to acquire Consensus Core Technologies, Inc. 2026-03-09 M&A Scale Computing to acquire Adaptiv Networks 2026-03-06 M&A Sixty Six Capital Inc. (CSE: SIX) (" Sixty Six " or the " Company ") announces that K33 AB (" K33 ") has entered into a share purchase agreement with significant shareholders of the Company (the " Sellers "), pursuant to which K33 has agreed to acquire an aggregate of 107,447,331 common shares (each, a " Common Share ") in the capital of the Company from the Sellers for a purchase price of CAD$4,738,296 (the " Transaction "). 2026-02-17 Funding Solace has now raised a total of $204.0M in total equity funding and is backed by Inspired Capital Partners, IVP, Menlo Ventures, RiverPark Ventures, SignalFire, and Torch Capital. 2026-02-16 Mergers and acquisitions Deals from the last 24 months where a Enterprise Infrastructure company in Canada was the buyer or the one bought, newest first. “Undisclosed” means the price was never published — not that the deal was worth nothing.
Who is listing, hiring leaders, launching and winning work Details specific event types such as IPO filings, leadership changes, product launches and contract wins for companies in the sector.
IPO pipeline
3 companies listed or filing · last 24 months
Contract wins
25 customer wins · last 24 months
Earnings pulse
companies reporting results · last 24 months
17 companies reporting195 company-quarters trackedbeat 37 miss 8 in line 2
Half of these companies grew revenue faster than +6.5% , half slower.
Who is building Enterprise Infrastructure in Canada Profiles 749 founders and CEOs across 578 firms, noting common alma maters like the University of Waterloo (44) and prior employers such as Microsoft (6).
Founders and chief executives 12 of 749, from the best-funded companies on this page
→ Teare Software Solutions, ex-World Vision Canada, IBM Canada. Western University BS 2000
Ex-Founder, President & Chief Executive Officer 5C Data Centers, JKS Holding · McGill University 1994
Co-Founder
Brendan Brothers
Nasdaq, Memorial University, Newfoundland and Labrador, 2002
Ex-Clear Dynamics, BlackBerry, SAP, Sybase 365. Deakin University BA 1994, Monash University 2000
Co-founder and CEO
Avery Pennarun
Tailscale, ex-Google Fiber, ex-Eql Data, University of Waterloo, 2001
Ex- CEO Phlexglobal, Sparta Systems, IRI, BravoSolution. Georgia Institute of Technology BS 1984
Founder & CEO
Dennis Pilarinos
Metaspectral, ex-Founder Buddybuild, Co-Founder InvestorSense, Amazon, Skyscrpr. Simon Fraser University BSc 2002
Ex-Fluke Corporation, Intel Corporation, Emerson Electric · Cornell University BS & MBA
Ex-SOS International. New School University, Rutgers University
Rewind, ex-Amdocs, ex-Ackroo, University of Waterloo, 2003
Chief Executive Officer
James Brickmeier
Velocix, ex-Streaming Video Alliance, ex-Nokia, University of Georgia - Terry College of Business, 2010
Co-Founder & CTO
Devon Galloway
Ex-Redwoods Media, Research In Motion · University of Waterloo BASc 2010
Where the founders studied
alma mater on record for 111 of 749 founders
University of Waterloo 44
University of Toronto 20
McGill University 12
Queen's University 5
Stanford University 5
Cornell University 4
York University 3
McMaster University 3
Where they worked before
a previous employer on record for 15 of 749 founders
Microsoft 6
Google 4
Amazon 3
Salesforce 1
Facebook 1
McKinsey 1
Founders flagged as repeat founders
of 623 founders with a profile on this page
7
carry a repeat-founder flag
flagged as repeat founders 7 no repeat-founder flag 616 Radar
Look up the people behind Enterprise Infrastructure companies in Canada
Search founders, executives and operators by company, role and location.
Who funds Enterprise Infrastructure in Canada Summarizes 510 funding rounds since 2016 from 588 investors, with the typical round size around $1.8 million.
Stage mix · rounds since 2016
Seed & Angel 198
Series A–B 99
Series C+ / PE 40
Grants, debt & other 173
The typical round is $1.8M — half were bigger, half smaller.
The biggest Enterprise Infrastructure funding rounds in Canada Highlights the largest disclosed financing, including 1Password’s $620 million Series C round, and lists ten other major recent rounds.
Company Round Size When Backers 1Password Series Cmega-round $620M Dec 2021 Iconiq Capital , Tiger Global Management , Backbone Angels +20 more eStruxture Series Emega-round $488M May 2021 CDPQ , Fengate Trulioo Series Dmega-round $394M Jun 2021 American Express Ventures , Citi Ventures , Blumberg Capital +2 more Verafin Series Dmega-round $388.6M Sep 2019 Spectrum Equity , Information Venture Partners , Northleaf +2 more 1Password Series A $200M Nov 2019 Accel , Slack , Scott Farquhar +1 more eStruxture Series D $180M Jan 2018 CDPQ , Fengate , Canderel Tailscale Series C $160M Apr 2025 Accel , CRV , Insight Partners +5 more Conexiom Series D $130M Sep 2021 Warburg Pincus , Luminate Capital Partners , Iconiq Capital 1Password Series B $100.1M May 2021 Skip Capital , Sound Ventures , Accel +9 more Tasktop Series C $100M Apr 2021 Sumeru Equity Partners , Yaletown , Elsewhere Partners
Venture round sizes · 2023–2025
<$1M 26
$1–10M 28
$10–50M 11
$50–250M 1
>$250M 0
66 venture rounds with a disclosed amount in the window.
Fresh cheques · last 6 months
What the news says about Enterprise Infrastructure in Canada Counts 71,189 news articles in the last year, most frequently covering product launches, partnerships, digital transformation and executive changes.
News volume
Enterprise Infrastructure coverage across Canada · articles per quarter
2021Q2: 15,092 2021Q3: 16,504 2021Q4: 12,639 2022Q1: 17,328 2022Q2: 15,247 2022Q3: 14,374 2022Q4: 14,728 2023Q1: 16,573 2023Q2: 17,416 2023Q3: 19,815 2023Q4: 16,648 2024Q1: 18,930 2024Q2: 18,581 2024Q3: 17,608 2024Q4: 19,477 2025Q1: 32,597 2025Q2: 17,899 2025Q3: 19,075 2025Q4: 14,918 2026Q1: 19,980 2021Q2 2026Q1
peak ≥32,597 in 2025Q1 · ≥71,189 articles in the last 12 tracked months
Tone of coverage
share of articles by dominant sentiment (positive / neutral / negative )
2021 2023 2025
Positive-tone share moved 80% → 75%, negative 19% → 24% across 2021–2025.
What the coverage is about The subjects that dominate Enterprise Infrastructure news in Canada. The arrow shows whether each one is being written about more or less than a year ago.
New product launches and innovations ≥5,756 →+7% Strategic partnerships and collaborations ≥5,684 ▲+14% Technology adoption and digital transformation ≥4,710 →+5% Executive leadership changes and appointments ≥4,557 →-4% Professional league updates ≥4,346 ▲+24% College athletics news ≥4,342 ▲+38% Cryptocurrency impact on forex markets ≥3,923 ▲+31% Quarterly and annual financial results ≥3,618 ▲+22% Corporate earnings reports and financial performance ≥3,215 ▲+28% Obituaries and memorial services ≥2,781 ▼-68% Most-covered companies · last 12 months
57 Enterprise Infrastructure companies here were named in the news over this period.
Prism
Watch Enterprise Infrastructure coverage in Canada as it happens
Prism follows these subjects story by story — which companies are named, what is said about them and how the tone moves.
Momentum
The words getting louder — and quieter Which terms are showing up in more stories than a year ago, and which are fading. The percentage is the change in how many articles mention them.
college playoffs+73% stock price+90% trade dispute mechanisms+44% diamond drilling+64% ncaa updates+135% investment deal+114% league expansion news+139% profit statement+49% olympic team selections+49% bilateral trade+41%
economic slowdown-47% hurricane mitigation-53% preferential tariff-71% nhl point totals-46% tariff rate quota-66%
The pressures the press keeps returning to Three recurring angles in Canada Enterprise Infrastructure coverage, and whether each is getting more attention year on year (through 2025).
Regulatory Risk ▲ rising
≥124,076 articles touch this dimension · 31.1% critical tone
2021 2025
signals: stock performance, payment system integration, tariff negotiations
Funding Momentum ▲ rising
≥33,153 articles touch this dimension · 28.4% critical tone
2021 2025
signals: investment deal, neural network ventures, ai infrastructure financing
Growth ▲ rising
≥58,038 articles touch this dimension · 27.0% critical tone
2021 2025
signals: earnings report, quarterly financials, quarterly results
Enterprise Infrastructure jobs in Canada: who is hiring and what they ask for Reports 2,026 job postings from 107 employers in the past year, with top skills like AWS and Python and a median advertised salary of $34 k per year.
2,026 postings · last 12 months
3,835 postings tracked overall
107 employers advertising
$34k median advertised salary/yr (n=514)
Demand
The Skills Employers Ask For What Enterprise Infrastructure employers in Canada put in their job ads. The bar is how many postings ask for it; the arrow shows whether demand grew or shrank against the year before.
aws 11 → python 10 → kubernetes 9 ▲ sql 8 → docker 7 ▲ gcp 5 ▲ crm 5 ▼ cam 5 ▲ java 4 ▼ statistics 4 ▼ What level are these roles?
Entry 29
Intern 24
Senior 236
Lead 70
Manager 459
What they pay, by level
Manager $53k/yr (n=36) Senior $102k/yr (n=31) Most advertised titles
Pre-Board Screening Officer 298 Armed Driver Cash Transport 77 Casual Security Guard 63 Surveillance Security Guard 57 Service Delivery Manager 55 Security Guard 51 What Enterprise Infrastructure research is working on Aggregates 53,444 academic papers on the topic, classifying 4,882 as identifying problems, 1,382 as cautions, and 34,214 as opportunities.
How this field talks about itself
Enterprise Infrastructure papers (gold) against all published research (grey)
Breakthrough 39.1% · 26.1% 1.5×
Promising 24.9% · 37.6% 0.7×
Descriptive 21.4% · 17.3% 1.2×
Problem-identifying 8.6% · 9.8% ≈ par
Comparative 2.8% · 3.8% 0.7×
Cautionary 2.6% · 4.5% 0.6×
Enterprise Infrastructure literature runs 1.5× more “breakthrough” than science at large (39.1% vs 26.1% baseline).
How the work is done
Methods-led 56.9%
Reviews 20.0%
Empirical 17.5%
Position pieces 4.7%
Theoretical 0.8%
How the research reads
95% positive · 2% neutral · 3% negative , across 53,444 papers.
The institutions behind the field
Google 55k King Abdulaziz University 50k Temple University 45k Tokyo Metropolitan University 40k University of California, Berkeley 37k Microsoft 33k ranked by how often their work is cited
Researchers who shaped it
Sudhir Kumar · Glen Stecher · Koichiro Tamura · Michael Li · Christina Knyaz · Rajkumar Buyya · Stephen E. Fick · Robert J. Hijmans
The most-cited breakthroughs
MEGA X: Molecular Evolutionary Genetics Analysis across Computing Platforms · 38k cites WorldClim 2: new 1‐km spatial resolution climate surfaces for global land areas · 16k cites Google Earth Engine: Planetary-scale geospatial analysis for everyone · 13k cites Caffe · 11k cites SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size · 6k cites Common problems researchers identify 4,040 papers · 7 recurring themes
→ Problems · theme 01
Scalable Cloud and Distributed Systems
1,225 papers · 30.3% of this block
2022: 1,900 of every 10,000 papers on this subject 2023: 1,833 of every 10,000 papers on this subject 2024: 1,409 of every 10,000 papers on this subject 2025: 1,012 of every 10,000 papers on this subject 2022: 1,900 of every 10,000 papers on this subject 2023: 1,833 of every 10,000 papers on this subject 2024: 1,409 of every 10,000 papers on this subject 2025: 1,012 of every 10,000 papers on this subject ▼ -47% share 2022→2025 share of research on this subject Researchers highlight challenges in scaling cloud platforms and operating systems for distributed computing workloads.
Cloud computing · Scalability · Operating system · Distributed computing
“Cloud Computing: Issues and Challenges”
Problems · theme 02
Virtualization and Big Data Deployment
805 papers · 19.9% of this block
2022: 586 of every 10,000 papers on this subject 2023: 537 of every 10,000 papers on this subject 2024: 369 of every 10,000 papers on this subject 2025: 546 of every 10,000 papers on this subject 2022: 586 of every 10,000 papers on this subject 2023: 537 of every 10,000 papers on this subject 2024: 369 of every 10,000 papers on this subject 2025: 546 of every 10,000 papers on this subject ▼ -7% share 2022→2025 share of research on this subject Papers discuss difficulties in deploying software and managing big data within virtualized cloud environments.
Virtualization · Big data · Software deployment · Cloud computing
“Comprehensive Survey on AI-Enhanced Software Systems: From Misinformation Detection to Distributed Infrastructure Optimization”
Problems · theme 03
Cloud Security and Data Protection
802 papers · 19.9% of this block
2022: 1,627 of every 10,000 papers on this subject 2023: 1,670 of every 10,000 papers on this subject 2024: 1,310 of every 10,000 papers on this subject 2025: 748 of every 10,000 papers on this subject 2022: 1,627 of every 10,000 papers on this subject 2023: 1,670 of every 10,000 papers on this subject 2024: 1,310 of every 10,000 papers on this subject 2025: 748 of every 10,000 papers on this subject ▼ -54% share 2022→2025 share of research on this subject Works examine threats and vulnerabilities affecting data confidentiality and integrity in cloud services.
Cloud computing security · Computer security · Cloud computing · Data security
“An analysis of security issues for cloud computing”
Problems · theme 04
Digital Transformation Business Impacts
452 papers · 11.2% of this block
2022: 137 of every 10,000 papers on this subject 2023: 146 of every 10,000 papers on this subject 2024: 135 of every 10,000 papers on this subject 2025: 214 of every 10,000 papers on this subject 2022: 137 of every 10,000 papers on this subject 2023: 146 of every 10,000 papers on this subject 2024: 135 of every 10,000 papers on this subject 2025: 214 of every 10,000 papers on this subject ▲ +56% share 2022→2025 share of research on this subject Studies explore how cloud adoption reshapes business models and economic development while raising new challenges.
Digital transformation · Digital economy · Cloud computing · Business model
“Digital Transformation and Economic Development: Opportunities and Emerging Challenges”
Problems · theme 05
IoT‑Cloud Integration for Smart Cities
275 papers · 6.8% of this block
2022: 1,385 of every 10,000 papers on this subject 2023: 1,438 of every 10,000 papers on this subject 2024: 1,560 of every 10,000 papers on this subject 2025: 1,454 of every 10,000 papers on this subject 2022: 1,385 of every 10,000 papers on this subject 2023: 1,438 of every 10,000 papers on this subject 2024: 1,560 of every 10,000 papers on this subject 2025: 1,454 of every 10,000 papers on this subject ▲ +5% share 2022→2025 share of research on this subject Research points to technical and security hurdles when linking IoT devices with cloud platforms for urban applications.
Internet of Things · Cloud computing · Big data · Smart city
“IoT and Cloud Computing Issues, Challenges and Opportunities: A Review”
Problems · theme 06
Aerosol‑Cloud Interaction Modeling
261 papers · 6.5% of this block
2022: 135 of every 10,000 papers on this subject 2023: 146 of every 10,000 papers on this subject 2024: 100 of every 10,000 papers on this subject 2025: 60 of every 10,000 papers on this subject 2022: 135 of every 10,000 papers on this subject 2023: 146 of every 10,000 papers on this subject 2024: 100 of every 10,000 papers on this subject 2025: 60 of every 10,000 papers on this subject ▼ -55% share 2022→2025 share of research on this subject Scientists address complexities in representing aerosol effects on cloud formation and precipitation in climate models.
Aerosol · Atmospheric sciences · Meteorology · Radiative transfer
“Improving our fundamental understanding of the role of aerosol−cloud interactions in the climate system”
Problems · theme 07
Edge Computing Performance Limits
220 papers · 5.4% of this block
2022: 343 of every 10,000 papers on this subject 2023: 351 of every 10,000 papers on this subject 2024: 293 of every 10,000 papers on this subject 2025: 356 of every 10,000 papers on this subject 2022: 343 of every 10,000 papers on this subject 2023: 351 of every 10,000 papers on this subject 2024: 293 of every 10,000 papers on this subject 2025: 356 of every 10,000 papers on this subject ▲ +4% share 2022→2025 share of research on this subject Analyses focus on latency, bandwidth, and device constraints that impede edge and cloud convergence.
Enhanced Data Rates for GSM Evolution · Edge computing · Edge device · Cloud computing
“Edge Computing: Vision and Challenges”
Cautions 1,133 papers · 7 recurring themes
→ Cautions · theme 01
Cloud Service Performance for Science
248 papers · 21.9% of this block
2022: 1,835 of every 10,000 papers on this subject 2023: 1,750 of every 10,000 papers on this subject 2024: 1,330 of every 10,000 papers on this subject 2025: 652 of every 10,000 papers on this subject 2022: 1,835 of every 10,000 papers on this subject 2023: 1,750 of every 10,000 papers on this subject 2024: 1,330 of every 10,000 papers on this subject 2025: 652 of every 10,000 papers on this subject ▼ -64% share 2022→2025 share of research on this subject Cautionary studies assess reliability and efficiency of cloud resources for large‑scale scientific workflows.
Cloud computing · Operating system · Distributed computing · Virtual machine
“Performance Analysis of Cloud Computing Services for Many-Tasks Scientific Computing”
Cautions · theme 02
Remote Sensing Cloud Classification Risks
184 papers · 16.2% of this block
2022: 239 of every 10,000 papers on this subject 2023: 259 of every 10,000 papers on this subject 2024: 185 of every 10,000 papers on this subject 2025: 126 of every 10,000 papers on this subject 2022: 239 of every 10,000 papers on this subject 2023: 259 of every 10,000 papers on this subject 2024: 185 of every 10,000 papers on this subject 2025: 126 of every 10,000 papers on this subject ▼ -47% share 2022→2025 share of research on this subject Papers warn about uncertainties in satellite‑based cloud detection and aerosol influence on radiative measurements.
Satellite · Radiative transfer · Cloud computing · Remote sensing
“Classifying clouds around the globe with the CloudSat radar: 1‐year of results”
Cautions · theme 03
Encryption and Cloud Vulnerabilities
171 papers · 15.1% of this block
2022: 1,739 of every 10,000 papers on this subject 2023: 1,789 of every 10,000 papers on this subject 2024: 1,394 of every 10,000 papers on this subject 2025: 1,001 of every 10,000 papers on this subject 2022: 1,739 of every 10,000 papers on this subject 2023: 1,789 of every 10,000 papers on this subject 2024: 1,394 of every 10,000 papers on this subject 2025: 1,001 of every 10,000 papers on this subject ▼ -42% share 2022→2025 share of research on this subject Research highlights gaps in encryption practices that leave cloud environments exposed to attacks.
Cloud computing security · Encryption · Cloud computing · Computer security
“Secure cloud computing: Benefits, risks and controls”
Cautions · theme 04
Aerosol Impacts on Climate Models
146 papers · 12.9% of this block
2022: 57 of every 10,000 papers on this subject 2023: 71 of every 10,000 papers on this subject 2024: 42 of every 10,000 papers on this subject 2025: 33 of every 10,000 papers on this subject 2022: 57 of every 10,000 papers on this subject 2023: 71 of every 10,000 papers on this subject 2024: 42 of every 10,000 papers on this subject 2025: 33 of every 10,000 papers on this subject ▼ -42% share 2022→2025 share of research on this subject Works caution that current climate simulations struggle to capture aerosol‑cloud interactions accurately.
Climate model · Aerosol · Atmospheric sciences · Climatology
“Aerosol Effects on Climate via Mixed-Phase and Ice Clouds”
Cautions · theme 05
Digital Transformation Audit Concerns
141 papers · 12.4% of this block
2022: 146 of every 10,000 papers on this subject 2023: 155 of every 10,000 papers on this subject 2024: 146 of every 10,000 papers on this subject 2025: 244 of every 10,000 papers on this subject 2022: 146 of every 10,000 papers on this subject 2023: 155 of every 10,000 papers on this subject 2024: 146 of every 10,000 papers on this subject 2025: 244 of every 10,000 papers on this subject ▲ +67% share 2022→2025 share of research on this subject Studies emphasize the need for rigorous auditing as cloud technologies reshape financial and operational processes.
Digital transformation · Cloud computing · Digital economy · Audit
“The impact of cloud computing technology on cloud accounting adoption and financial management of businesses”
Cautions · theme 06
IoT Data Analytics Sustainability Issues
134 papers · 11.8% of this block
2022: 1,435 of every 10,000 papers on this subject 2023: 1,485 of every 10,000 papers on this subject 2024: 1,599 of every 10,000 papers on this subject 2025: 1,513 of every 10,000 papers on this subject 2022: 1,435 of every 10,000 papers on this subject 2023: 1,485 of every 10,000 papers on this subject 2024: 1,599 of every 10,000 papers on this subject 2025: 1,513 of every 10,000 papers on this subject ▲ +6% share 2022→2025 share of research on this subject Research points to energy consumption and security challenges in large‑scale IoT analytics pipelines.
Big data · Internet of Things · Analytics · Sustainability
“Artificial Intelligence and Cloud-Based Accounting Information Systems: Enhancing Financial Reporting Reliability and Cybersecurity in the D”
Cautions · theme 07
Edge Latency and Container Performance
109 papers · 9.6% of this block
2022: 343 of every 10,000 papers on this subject 2023: 351 of every 10,000 papers on this subject 2024: 293 of every 10,000 papers on this subject 2025: 356 of every 10,000 papers on this subject 2022: 343 of every 10,000 papers on this subject 2023: 351 of every 10,000 papers on this subject 2024: 293 of every 10,000 papers on this subject 2025: 356 of every 10,000 papers on this subject ▲ +4% share 2022→2025 share of research on this subject Analyses reveal latency bottlenecks and variability when running containerized workloads at the edge.
Enhanced Data Rates for GSM Evolution · Edge computing · Edge device · Latency
“Characterizing Container Performance in Edge Computing”
Opportunities 29,038 papers · 7 recurring themes
→ Opportunities · theme 01
Intelligent Cloud Scheduling and Scaling
1,730 papers · 28.8% of this block
2022: 772 of every 10,000 papers on this subject 2023: 764 of every 10,000 papers on this subject 2024: 487 of every 10,000 papers on this subject 2025: 573 of every 10,000 papers on this subject 2022: 772 of every 10,000 papers on this subject 2023: 764 of every 10,000 papers on this subject 2024: 487 of every 10,000 papers on this subject 2025: 573 of every 10,000 papers on this subject ▼ -26% share 2022→2025 share of research on this subject Opportunities focus on using learning techniques to improve resource allocation and performance in distributed clouds.
Cloud computing · Scheduling · Distributed computing · Scalability
“AI-DRIVEN CLOUD COMPUTING: MACHINE LEARNING MODELS FOR DYNAMIC RESOURCE ALLOCATION, TASK SCHEDULING, AND PERFORMANCE OPTIMIZATION”
Opportunities · theme 02
Scalable Virtualized Deployment Solutions
1,153 papers · 19.2% of this block
2022: 546 of every 10,000 papers on this subject 2023: 537 of every 10,000 papers on this subject 2024: 365 of every 10,000 papers on this subject 2025: 726 of every 10,000 papers on this subject 2022: 546 of every 10,000 papers on this subject 2023: 537 of every 10,000 papers on this subject 2024: 365 of every 10,000 papers on this subject 2025: 726 of every 10,000 papers on this subject ▲ +33% share 2022→2025 share of research on this subject Research proposes novel methods for deploying software and managing big data across highly scalable virtual environments.
Scalability · Software deployment · Virtualization · Big data
“MAIS: Multi-Model Adaptive Inference Scheduling for Web-Based Intelligent Service Platforms”
Opportunities · theme 03
Advanced Encryption for Cloud Safety
975 papers · 16.2% of this block
2022: 1,710 of every 10,000 papers on this subject 2023: 1,755 of every 10,000 papers on this subject 2024: 1,370 of every 10,000 papers on this subject 2025: 985 of every 10,000 papers on this subject 2022: 1,710 of every 10,000 papers on this subject 2023: 1,755 of every 10,000 papers on this subject 2024: 1,370 of every 10,000 papers on this subject 2025: 985 of every 10,000 papers on this subject ▼ -42% share 2022→2025 share of research on this subject Papers explore hybrid cryptographic schemes and AI‑driven detection to strengthen cloud data protection.
Encryption · Cloud computing · Computer security · Cryptography
“A Secure and Intelligent Data Transfer System for Cloud Environments using Hybrid Cryptography and Deep Learning-based Intrusion Detection”
Opportunities · theme 04
IoT‑Cloud Platforms for Precision Agriculture
618 papers · 10.3% of this block
2022: 1,270 of every 10,000 papers on this subject 2023: 1,335 of every 10,000 papers on this subject 2024: 1,480 of every 10,000 papers on this subject 2025: 1,346 of every 10,000 papers on this subject 2022: 1,270 of every 10,000 papers on this subject 2023: 1,335 of every 10,000 papers on this subject 2024: 1,480 of every 10,000 papers on this subject 2025: 1,346 of every 10,000 papers on this subject ▲ +6% share 2022→2025 share of research on this subject Works present integrated IoT and cloud architectures that enable fine‑grained monitoring and control of agricultural processes.
Internet of Things · Cloud computing · Microcontroller · Precision agriculture
“Application of Internet of Things (IoT) in Sustainable Supply Chain Management”
Opportunities · theme 05
Aerosol‑Cloud Interaction Data Fusion
587 papers · 9.8% of this block
2022: 89 of every 10,000 papers on this subject 2023: 99 of every 10,000 papers on this subject 2024: 73 of every 10,000 papers on this subject 2025: 71 of every 10,000 papers on this subject 2022: 89 of every 10,000 papers on this subject 2023: 99 of every 10,000 papers on this subject 2024: 73 of every 10,000 papers on this subject 2025: 71 of every 10,000 papers on this subject ▼ -20% share 2022→2025 share of research on this subject Research leverages cloud computing to combine satellite, model, and observational data for better aerosol‑cloud analysis.
Satellite · Radiative transfer · Aerosol · Cloud computing
“Capturing Aerosol‐Cloud‐Precipitation Interactions: A Physics‐Informed Sparse Regression Approach for a Coupled Multiscale System With Time ”
Opportunities · theme 06
Mobile Edge Computing Services
474 papers · 7.9% of this block
2022: 343 of every 10,000 papers on this subject 2023: 351 of every 10,000 papers on this subject 2024: 293 of every 10,000 papers on this subject 2025: 356 of every 10,000 papers on this subject 2022: 343 of every 10,000 papers on this subject 2023: 351 of every 10,000 papers on this subject 2024: 293 of every 10,000 papers on this subject 2025: 356 of every 10,000 papers on this subject ▲ +4% share 2022→2025 share of research on this subject Studies highlight emerging edge‑cloud frameworks that support low‑latency applications and secure data sharing.
Enhanced Data Rates for GSM Evolution · Edge computing · Edge device · Mobile edge computing
“EdgeCloudSim: An environment for performance evaluation of edge computing systems”
Opportunities · theme 07
Cloud‑Enabled 3D Point Cloud Processing
463 papers · 7.7% of this block
2022: 357 of every 10,000 papers on this subject 2023: 399 of every 10,000 papers on this subject 2024: 289 of every 10,000 papers on this subject 2025: 334 of every 10,000 papers on this subject 2022: 357 of every 10,000 papers on this subject 2023: 399 of every 10,000 papers on this subject 2024: 289 of every 10,000 papers on this subject 2025: 334 of every 10,000 papers on this subject ▼ -6% share 2022→2025 share of research on this subject Papers demonstrate cloud‑based pipelines for segmenting and classifying lidar point clouds at scale.
Point cloud · Segmentation · Lidar · Cloud computing
“PointAugment: An Auto-Augmentation Framework for Point Cloud Classification”
Which of these themes are growing fastest Problems
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining share losing share
Digital Transformation Business Impacts ▲+56%
IoT‑Cloud Integration for Smart Cities ▲+5%
Edge Computing Performance Limits ▲+4%
Virtualization and Big Data Deployment ▼-7%
Scalable Cloud and Distributed Systems ▼-47%
Cloud Security and Data Protection ▼-54%
Aerosol‑Cloud Interaction Modeling ▼-55%
Cautions
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining share losing share
Digital Transformation Audit Concerns ▲+67%
IoT Data Analytics Sustainability Issues ▲+6%
Edge Latency and Container Performance ▲+4%
Encryption and Cloud Vulnerabilities ▼-42%
Aerosol Impacts on Climate Models ▼-42%
Remote Sensing Cloud Classification Risks ▼-47%
Cloud Service Performance for Science ▼-64%
Opportunities
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining share losing share
Scalable Virtualized Deployment Solutions ▲+33%
IoT‑Cloud Platforms for Precision Agriculture ▲+6%
Mobile Edge Computing Services ▲+4%
Cloud‑Enabled 3D Point Cloud Processing ▼-6%
Aerosol‑Cloud Interaction Data Fusion ▼-20%
Intelligent Cloud Scheduling and Scaling ▼-26%
Advanced Encryption for Cloud Safety ▼-42%
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