Industry landscapes
Industry report

Funding and advertised pay are reported in USD; filed accounts retain their stated source currency and basis.

Exchange-rate basis

Indicative conversions use ECB reference rates dated 2026-09-14, applied consistently across all periods. They are not historical exchange rates. Indian rupees may use crore (1 crore = 10 million); other currencies use K, M and B. CSV downloads, source documents and quoted news headlines retain their original currencies.

THE SWITZERLAND EDITION 2026

Switzerland’s
enterprise infrastructure industry,
in focus.

The companies, capital and talent shaping enterprise infrastructure in Switzerland. Find the leaders. Understand the segments. See where the activity is.

Snapshot: Funding in USD
Illustrated cover for Enterprise Infrastructure Industry Landscape of Switzerland
CH
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Enterprise Infrastructure illustration
MEET THE COMPANIES

Explore Switzerland’s enterprise infrastructure leaders

24 featured companies from the funding, hiring, revenue and team-size leaderboards.

Expand panel +
Enterprise Infrastructure company highlights in Switzerland, snapshot 1 September 2026
Company
Acronisacronis.com$658M314
Sonarsonarsource.com$457.82M300
Nexthinknexthink.com$329.91M10 roles146
Scanditscandit.com$273.1M477
Kudelski Securitykudelskisecurity.com$166.16M4 roles400
Auterionauterion.com$140M9 roles80
Deepjudge Aideepjudge.ai$51.94M21
NetGuardiansnetguardians.ch$35.36M89
Swissbitswissbit.com6 roles250
Exoscaleexoscale.com5 roles7
Protonproton.me5 roles487
Arcanoarcano.app4 roles
PrivaSphere AGprivasphere.com3 roles6
Billionsbillions.network
Corintiscorintis.com13
Enterprise Botenterprisebot.ai52
Immunefiimmunefi.com46
KudeIski IoT Securitykudelski-iot.com69
Lakeralakera.ai7
PrivadoVPNprivadovpn.com
ProtonVPNprotonvpn.com34
SEALSQsealsq.com48
SwissIDswissid.ch
Tech5tech5.ai65
24 featured companies

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 ↗

Company discovery

Recorded evidence only

Explore 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 ↗
THE KEY SIGNALS

Enterprise Infrastructure industry KPIs in Switzerland

A few useful ratios bring the size of this ecosystem into perspective.

1 September 2026
Hiring participation5.0%

31 of 623 tracked companies have open roles.

Funding participation15.2%

95 of 623 tracked companies have a recorded round.

Top 3 funding share55.6%

Share of disclosed capital received by the three largest recorded recipients.

Median disclosed round$1.91M

Midpoint of 174 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 55.6% of disclosed capital, while 84.8% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Switzerland enterprise infrastructure has grown

Recorded company formation and disclosed funding across the complete annual series shown.

Expand panel +
2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

Switzerland enterprise infrastructure
$0$264.97M$529.93M$794.9M$1.06B2016: $89.78M20162017: $48.03M20172018: $135.73M20182019: $159.12M20192020: $133.91M20202021: $553.94M20212022: $929.71M20222023: $36.67M20232024: $234.49M20242025: $197.99M2025
View the numbers
Annual enterprise infrastructure funding and company formation in Switzerland
YearFunding (USD)FoundedRaising
2016$89.78M337
2017$48.03M389
2018$135.73M4213
2019$159.12M3515
2020$133.91M3918
2021$553.94M3726
2022$929.71M2321
2023$36.67M158
2024$234.49M1510
2025$197.99M39
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Acronis25.3%
  • Sonar17.6%
  • Nexthink12.7%
  • Other companies44.4%

Funding by stage

211 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel72 34.1%
Series A–B32 15.2%
Series C+ / PE13 6.2%
Grants, debt & other94 44.5%

Recent recorded rounds

Latest recorded rounds · USD
0 rounds

Swipe or scroll horizontally to browse.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Expand panel +

Annual accounts availability

No reviewed exact national-ID connector has yet been qualified for Switzerland; this is a checked implementation boundary, not evidence that filings are absent.; No reviewed exact national-ID connector has yet been qualified for Switzerland; this is a checked implementation boundary, not evidence that filings are absent.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

How the Switzerland companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Busiest websites

15 of the 623 companies on this page carry a measured traffic record (2.4%); these are the largest of those, by monthly visits. The median among them is 231,813 visits.

CompanyMonthly visitsAuthorityMobile
Protonproton.me78,235,9457327.1%
Acronisacronis.com1,241,3525521.6%
SwissIDswissid.ch1,149,7823847.7%
Pleskplesk.com838,4064314.4%
abuse.chabuse.ch340,1394111.4%
Immunefiimmunefi.com308,5863447.5%
Scanditscandit.com233,6414671.8%
Cyberduckcyberduck.io231,813484.5%
Lakeralakera.ai206,9124051.2%
TYPO3typo3.org191,391411.7%

Visits and authority are third-party web estimates, not company-reported figures.

Most-installed apps

62 of these companies (10%) publish at least one Android app — 264 apps in all, carrying 147.3M installs between them.

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 (2024Q1–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Cybersecurity86146.8MProton VPN: Fast & Secure VPN 107.5M
Open Source1417.4MProton Mail: Encrypted Email 12.8M
Enterprise Collaboration138.2MThreema. The Secure Messenger 6.2M
Communication Apps47.5MThreema Work. For Companies 1.2M
Image Recognition13895.2KScandit SDK Showcase 821.8K
Computer Vision8889.1KScandit Healthcare 24.4K
Augmented Reality7887.6KScandit Express 12.1K
Enterprise Storage11689.4KSecureSafe Password Manager 544.8K

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.

2023Q2: 162023Q2: 912023Q22023Q3: 62023Q3: 32023Q32023Q4: 32023Q4: 22023Q42024Q1: 52024Q1: 92024Q12024Q2: 52024Q2: 62024Q22024Q3: 32024Q3: 52024Q32024Q4: 32024Q4: 32024Q42025Q1: 42025Q1: 82025Q12025Q2: 72025Q2: 52025Q22025Q3: 62025Q3: 82025Q32025Q4: 42025Q4: 162025Q42026Q1: 52026Q1: 222026Q1

Darker bars are new releases, lighter bars apps updated. 259 of 264 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Switzerland enterprise infrastructure market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Enterprise tech464
Enterprise software355
Saas216
Consumer digital67
Identity access management64
Data security62
Deep tech47
Fintech43
Native ai in software development28
Artificial intelligence28
Blockchain in cybersecurity27
Identity as a service24

Companies can sit in several segments. Counts and funding overlap.

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

464companies
6.2%have hiring activity

29 companies hiring · $2.56B disclosed funding

Explore in Radar

How companies make money

Common revenue models; a company can use more than one.

Subscription512
Fee-for-service81
E-commerce - service39
Commission on transaction35
Advertising30
E-commerce - product7
Physical commerce7
Licensing2
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 10 dated reports
Mergers & acquisitionssealsq.com ↗

SEALSQ Corp (NASDAQ: LAES) (“SEALSQ” or the “Company”), a subsidiary of WISeKey International Holding Ltd, today announced that it has signed a Letter of Intent (“LOI”) to acquire 100% of the equity interest of Miraex SA.

Funding roundsneutrality.ch ↗

Neutrality (founded in 2019, GE) deploys unique security technologies which safeguard the cyber network of organizations whose integrity and trust is essential in protecting people, like humanitarian organizations, by providing neutral and mathematically secure cloud cybersecurity accessible for all. The company has been awarded blended finance from EIT.

Mergers & acquisitionslakera.ai ↗

These moves build on the Q4 2025 acquisition of Lakera AI for $190 million net cash.

Mergers & acquisitionsthreema.ch ↗

The German investment company Comitis Capital takes over the software company from the investment company Afinum Management as well as the Threema-Gränder.

Mergers & acquisitionsofficeatwork.com ↗

Bär & Karrer advised Omnidocs Group — a portfolio company of Main Capital Partners and a provider of document creation software — in connection with its acquisition of all shares in Officeatwork, a provider of document creation solutions.

Mergers & acquisitionsnevis-security.ch ↗

Nevis acquired Ledra AI to expand its technology portfolio in financial voice analytics and AI-driven agent solutions.

Mergers & acquisitionsmagnolia-cms.com ↗

The insurer is in exclusive negotiations to become a majority shareholder of Magnolia, alongside the founder who remains present.

Mergers & acquisitionsstreamr.network ↗

SSP Magnite’s acquisition of Streamr to help grow its AI footprint in connected TV.

Funding roundscorintis.com ↗

Applied Digital (NASDAQ: APLD) a designer, builder, and operator of high-performance, sustainably engineered data centers and colocation services for artificial intelligence, cloud, networking and blockchain workloads, announced today it served as the lead investor in a $25 million funding round for Corintis...

Funding roundssaporo.io ↗

has raised €7 million in Series A funding.

Full recorded event mix

Top 10 categories among 182 recorded events in the 24-month window.

Company announcements
53
Funding rounds
40
Mergers & acquisitions
31
Leadership moves
19
Earnings
17
Contracts
5
Regulatory
4
Board Updates
3
New products
3
Fundraising
2
5 activity cards

Swipe or scroll horizontally to browse.

IPO pipeline

1 companies with recorded IPO activity

SEALSQ ↗

IPO activity1 reports

Leadership moves

5 tracked people moves

Acronis ↗
Mark Wong

Appointment Chief Corporate & Business Development Officer

Acronis ↗
Jo Holliday

Appointment general manager for the UK and Ireland

CSCS ↗
Mr. Haruna Jalo-Waziri

Resignation Previously Chief Executive Officer

CSCS ↗
Mr. Shehu Yahaya Shantali

Appointment Chief Executive Officer

SEALSQ ↗
Ballester Lafuente

Appointment Chief of Staff and Group AI Officer

Contract wins

3 recorded customer wins

WISeKey ↗

Customer: Columbus Acquisition

SEALSQ ↗

Customer: Quantix Edge SecuritySemiconductor

Aragon ↗

Customer: Energy

Regulatory events

4 recorded events

SEALSQ ↗

approved for listing transferNasdaq

SEALSQ ↗

approved for acquisitionFrench Ministry of the Economy, Finance and Industrial and Digital Sovereignty

Magnolia ↗

approved for conversion

SEALSQ ↗

regained complianceThe Nasdaq Stock Market, LLC

Litigation

2 tracked suits

Company
ibm v lzlabs, LzLabs U.S. subsidiary

patent infringement and trade secret misappropriationPatent · Ongoing

Company
ibm v Winsopia, lzlabs

breach of contract, reverse‑engineeringCivil · Verdict

Earnings pulse

Reported company results in the recorded window.

2companies
19period observations
41.0%median reported growth

Median across 11 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

Company-linked deal reports; status is preserved as recorded.

Acquirer → targetStatusDateValue / context
SEALSQMiraex SAAnnounced2026-03-24Not stated in snapshot
check point software technologiesLakera ↗Announced2026-02-13$190.0M
summa equityNetGuardians ↗Announced2026-02-07Not stated in snapshot
Comitis CapitalThreema ↗Announced2026-01-16Not stated in snapshot
Omnidocs Groupofficeatwork ↗Announced2025-12-23Not stated in snapshot
Nevis SecurityLedra AIAnnounced2025-12-23Not stated in snapshot

A discussion or rumour is not a completed transaction. An unstated value is not zero.

PEOPLE & OPPORTUNITY

The talent market

80 postings in the preceding 12 months. The full 358-posting snapshot covers 26 employers.

Expand panel +

Most advertised job titles

Accountant34
Erp Consultant14
Application Manager13
Erp Project Manager13
Data Science Intern12
Account Executive11
0 internship postings

1 tracked postings mention remote work.

The seniority mix

147 postings specify a level.

unspecified
211
manager
66
senior
47
intern
24
lead
8
entry
2

Skills employers mention

Top skills across 358 tracked postings in the available jobs snapshot.

Data Infrastructure
1
Gpt 4
1
Prompt Injection
1
Typescript
1
Llms
1
Firebase
1
Inference Pipeline
1
Ai
1
Python
1
Next.Js
1
THE PEOPLE BUILDING THE FIELD

Founders and leaders

306 founders and chief executives across 233 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

31 profiles with education records.

Massachusetts Institute of Technology
4
University of Cambridge
4
ETH Zurich
3
IMD Business School
2
University of St.Gallen
2
University of California (Berkeley)
2
Harvard University
2
Imperial College London
2

Prior employers

10 profiles with prior-work records.

Cisco
3
Google
2
Boston Consulting Group
2
Salesforce
1
Morgan Stanley
1
Amazon
1

Profiles cover recorded founders and leaders; contact details remain in Radar.

NEWS INTELLIGENCE

How this industry appears in the news

399,359 articles in the measured 12-month window.

Expand panel +
399,359articles in the measured year
40,648articles in 2026Q1
19.9%positive tone in the latest complete year

News volume trends

Enterprise Infrastructure coverage across Switzerland · articles per complete quarter

084,196168,392252,588336,7842021Q2: 33,6422021Q22021Q3: 34,1502021Q4: 30,4132022Q1: 35,5802022Q2: 35,2102022Q22022Q3: 34,5852022Q4: 45,4152023Q1: 47,3712023Q2: 44,6852023Q22023Q3: 38,7352023Q4: 36,4812024Q1: 51,2182024Q2: 58,1932024Q22024Q3: 54,5112024Q4: 53,9832025Q1: 82,7042025Q2: 48,3662025Q22025Q3: 292,8562025Q4: 25,3062026Q1: 40,6482026Q1
View quarterly article counts
QuarterArticles
2021Q233,642
2021Q334,150
2021Q430,413
2022Q135,580
2022Q235,210
2022Q334,585
2022Q445,415
2023Q147,371
2023Q244,685
2023Q338,735
2023Q436,481
2024Q151,218
2024Q258,193
2024Q354,511
2024Q453,983
2025Q182,704
2025Q248,366
2025Q3292,856
2025Q425,306
2026Q140,648

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
45,734 positive · 33,346 neutral · 25,608 negative
2022
65,567 positive · 50,641 neutral · 34,381 negative
2023
67,847 positive · 62,699 neutral · 36,536 negative
2024
81,416 positive · 97,838 neutral · 38,449 negative
2025
89,509 positive · 152,455 neutral · 206,926 negative

Leading coverage topics

Enterprise Infrastructure coverage across Switzerland · ranked by full-period article count.

International And Transnational Geographic Entities300,056 articles in the full recorded period
108,073 recent · 81,374 prior
Geopolitical Disputes And Contested Areas300,047 articles in the full recorded period
108,070 recent · 81,369 prior
Administrative And Political Subdivisions300,043 articles in the full recorded period
108,068 recent · 81,366 prior
International Sports Competitions19,338 articles in the full recorded period
4,091 recent · 4,351 prior
Olympic Games Coverage11,477 articles in the full recorded period
2,711 recent · 2,529 prior
International Political Relations10,608 articles in the full recorded period
2,485 recent · 2,454 prior
Soccer Women'S Leagues And Competitions10,435 articles in the full recorded period
0 recent · 0 prior
Sports Coaching Strategies8,318 articles in the full recorded period
7,488 recent · 214 prior
Youth Sports Development Programs8,224 articles in the full recorded period
7,428 recent · 215 prior
Cryptocurrency Impact On Forex Markets7,970 articles in the full recorded period
2,116 recent · 1,660 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Enterprise Infrastructure coverage across Switzerland

KeywordRecentPriorChange
countries4,1931,858126%
tariff negotiations2,321731218%
free trade deals1,273378237%
trade dispute mechanisms1,186260356%
bilateral trade1,057243335%
diplomatic strategies59133079%
multilateral diplomacy583250133%
preferential tariff522201160%
trade barrier reduction479149221%
women\'s champions league469174170%
europa league163907-82%
quarterfinals233676-66%
final match141641-78%
final match recaps253551-54%
multilateral accords164272-40%

Event and signal lenses

Enterprise Infrastructure coverage across Switzerland

All complete annual cohorts shown
Rising

Regulatory Risk

540,115 classified articles

territories, disputed islands, countries

11.6% critical · 9.1% positive
Rising

Funding Momentum

29,648 classified articles

currency intervention policies, inflation reports fx, trade deficits fx

38.0% critical · 44.7% positive
Rising

Growth

42,421 classified articles

gdp growth forex, inflation reports fx, currency intervention policies

32.5% critical · 47.7% positive

Enterprise Infrastructure coverage across Switzerland. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Enterprise Infrastructure research is working on

53,444 papers in the recorded worldwide scope.

Expand panel +
53,444papers
53,444worldwide comparison pool
India-affiliated papers

Research orientation

Breakthrough
20,901
Promising
13,313
Descriptive
11,458
Problem-identifying
4,591
Comparative
1,508
Cautionary
1,382
Critical
291

Contribution mix

Methods-led
30,427
Reviews
10,697
Empirical
9,347
Position pieces
2,528
Theoretical
445

Tone counts: 50,556 positive · 1,330 neutral · 1,558 negative.

Common problems researchers identify
4,882 papers · 9.1% of this field
  • Cloud computing3,354 papers
  • Big data372 papers
  • Cloud computing security363 papers
  • Computer security318 papers
  • Scalability300 papers
  • Software deployment275 papers
  • Digital transformation265 papers
  • Internet of Things251 papers

Landmark: Edge Computing: Vision and Challenges

Cautions
1,382 papers · 2.6% of this field
  • Cloud computing824 papers
  • Aerosol94 papers
  • Scalability88 papers
  • Big data77 papers
  • Satellite76 papers
  • Software deployment61 papers
  • Cloud computing security58 papers
  • Digital transformation57 papers

Landmark: Above the Clouds: A Berkeley View of Cloud Computing

Opportunities
34,214 papers · 64.0% of this field
  • Cloud computing20,930 papers
  • Scalability4,293 papers
  • Point cloud2,452 papers
  • Software deployment2,051 papers
  • Encryption1,611 papers
  • Scheduling1,555 papers
  • Internet of Things1,544 papers
  • Enhanced Data Rates for GSM Evolution1,535 papers

Landmark: MEGA X: Molecular Evolutionary Genetics Analysis across Computing Platforms

Leading institutions

Google
55,049
King Abdulaziz University
49,779
Temple University
44,860
Tokyo Metropolitan University
39,745
University of California, Berkeley
37,457
Microsoft
32,602

Leading researchers

Sudhir Kumar
39,741
Glen Stecher
39,741
Koichiro Tamura
39,741
Michael Li
37,942
Christina Knyaz
37,942
Rajkumar Buyya
22,621
Stephen E. Fick
15,995
Robert J. Hijmans
15,995

Highly cited breakthrough-labelled papers

  • MEGA X: Molecular Evolutionary Genetics Analysis across Computing Platforms37,942 citations
  • WorldClim 2: new 1‐km spatial resolution climate surfaces for global land areas15,995 citations
  • Google Earth Engine: Planetary-scale geospatial analysis for everyone13,362 citations
  • Caffe11,150 citations
  • SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size5,918 citations

Common problems researchers identify

4,040 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Cloud Computing / ScalabilityCommon problems researchers identify · 01

Cloud Computing / Scalability

1,225 papers

30.3% of this theme group

Cloud computing (1,194) · Scalability (126) · Operating system (113) · Distributed computing (68)

Cloud Computing: Issues and Challenges

Cloud Computing Resource Scheduling and a Survey of Its Evolutionary Approaches

View research history
YearShare index
20221888.2
20231820.5
20241392.9
2025997.1
Virtualization / Big DataCommon problems researchers identify · 02

Virtualization / Big Data

805 papers

19.9% of this theme group

Virtualization (56) · Big data (90) · Software deployment (66) · Cloud computing (214)

Comprehensive Survey on AI-Enhanced Software Systems: From Misinformation Detection to Distributed Infrastructure Optimization

Explainable AI and Multi-Agent Systems for Energy Management in IoT-Edge Environments: A State of the Art Review

View research history
YearShare index
2022587.2
2023539.4
2024377.9
2025550.1
Cloud Computing Security / Computer SecurityCommon problems researchers identify · 03

Cloud Computing Security / Computer Security

802 papers

19.9% of this theme group

Cloud computing security (274) · Computer security (261) · Cloud computing (689) · Data security (59)

An analysis of security issues for cloud computing

Cloud computing security threats and responses

View research history
YearShare index
20221615.7
20231661.1
20241296.3
2025737.1
Digital Transformation / Digital EconomyCommon problems researchers identify · 04

Digital Transformation / Digital Economy

452 papers

11.2% of this theme group

Digital transformation (209) · Digital economy (73) · Cloud computing (257) · Business model (29)

Digital Transformation and Economic Development: Opportunities and Emerging Challenges

Digital Transformation in Business: Opportunities and Challenges

View research history
YearShare index
2022136.4
2023146.9
2024136.2
2025219.8
Internet Of Things / Cloud ComputingCommon problems researchers identify · 05

Internet Of Things / Cloud Computing

275 papers

6.8% of this theme group

Internet of Things (177) · Cloud computing (184) · Big data (46) · Smart city (21)

IoT and Cloud Computing Issues, Challenges and Opportunities: A Review

IoT–Cloud Integration Security: A Survey of Challenges, Solutions, and Directions

View research history
YearShare index
20221386.9
20231437.9
20241561.4
20251468.6
Aerosol / Atmospheric SciencesCommon problems researchers identify · 06

Aerosol / Atmospheric Sciences

261 papers

6.5% of this theme group

Aerosol (49) · Atmospheric sciences (31) · Meteorology (24) · Radiative transfer (22)

Improving our fundamental understanding of the role of aerosol−cloud interactions in the climate system

Confronting the Challenge of Modeling Cloud and Precipitation Microphysics

View research history
YearShare index
2022136.6
2023144.7
202498.2
202558.9
Enhanced Data Rates For Gsm Evolution / Edge ComputingCommon problems researchers identify · 07

Enhanced Data Rates For Gsm Evolution / Edge Computing

220 papers

5.4% of this theme group

Enhanced Data Rates for GSM Evolution (132) · Edge computing (143) · Edge device (63) · Cloud computing (165)

Edge Computing: Vision and Challenges

Edge-Computing Architectures for Internet of Things Applications: A Survey

View research history
YearShare index
2022341.3
2023347.8
2024290.4
2025353.1

Cautions

1,133 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Cloud Computing / Operating SystemCautions · 01

Cloud Computing / Operating System

248 papers

21.9% of this theme group

Cloud computing (216) · Operating system (48) · Distributed computing (20) · Virtual machine (15)

Performance Analysis of Cloud Computing Services for Many-Tasks Scientific Computing

On the Use of Cloud Computing for Scientific Workflows

View research history
YearShare index
20221821.5
20231734.2
20241309.4
2025638.3
Satellite / Radiative TransferCautions · 02

Satellite / Radiative Transfer

184 papers

16.2% of this theme group

Satellite (43) · Radiative transfer (29) · Cloud computing (114) · Remote sensing (18)

Classifying clouds around the globe with the CloudSat radar: 1‐year of results

Reduced aerosol pollution diminished cloud reflectivity over the North Atlantic and Northeast Pacific

View research history
YearShare index
2022237.0
2023255.8
2024184.8
2025122.9
Cloud Computing Security / EncryptionCautions · 03

Cloud Computing Security / Encryption

171 papers

15.1% of this theme group

Cloud computing security (42) · Encryption (32) · Cloud computing (121) · Computer security (33)

Secure cloud computing: Benefits, risks and controls

A survey of risks, threats and vulnerabilities in cloud computing

View research history
YearShare index
20221728.2
20231777.4
20241382.1
2025987.7
Climate Model / AerosolCautions · 04

Climate Model / Aerosol

146 papers

12.9% of this theme group

Climate model (31) · Aerosol (52) · Atmospheric sciences (43) · Climatology (25)

Aerosol Effects on Climate via Mixed-Phase and Ice Clouds

Challenges in global climate models to represent cloud response to aerosols: insights from volcanic eruptions

View research history
YearShare index
202258.6
202370.2
202442.0
202532.4
Digital Transformation / Cloud ComputingCautions · 05

Digital Transformation / Cloud Computing

141 papers

12.4% of this theme group

Digital transformation (45) · Cloud computing (84) · Digital economy (14) · Audit (12)

The impact of cloud computing technology on cloud accounting adoption and financial management of businesses

The Impact of Digital Technology on Enterprise Operational Performance

View research history
YearShare index
2022145.1
2023156.6
2024148.6
2025251.7
Big Data / Internet Of ThingsCautions · 06

Big Data / Internet Of Things

134 papers

11.8% of this theme group

Big data (28) · Internet of Things (24) · Analytics (15) · Sustainability (13)

Artificial Intelligence and Cloud-Based Accounting Information Systems: Enhancing Financial Reporting Reliability and Cybersecurity in the D

OPTIMIZING AI-DRIVEN IOT ECOSYSTEMS: ADVANCING SUSTAINABILITY, ENERGY EFFICIENCY, AND SECURITY

View research history
YearShare index
20221436.3
20231484.9
20241600.3
20251526.8
Enhanced Data Rates For Gsm Evolution / Edge ComputingCautions · 07

Enhanced Data Rates For Gsm Evolution / Edge Computing

109 papers

9.6% of this theme group

Enhanced Data Rates for GSM Evolution (31) · Edge computing (16) · Edge device (14) · Latency (12)

Characterizing Container Performance in Edge Computing

The Rise of Edge Computing: Driving Efficiency and Experience in Distributed Networks

View research history
YearShare index
2022341.3
2023347.8
2024290.4
2025353.1

Opportunities

29,038 papers · 7 recurring themes
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Cloud Computing / SchedulingOpportunities · 01

Cloud Computing / Scheduling

1,730 papers

28.8% of this theme group

Cloud computing (1,648) · Scheduling (189) · Distributed computing (144) · Scalability (278)

AI-DRIVEN CLOUD COMPUTING: MACHINE LEARNING MODELS FOR DYNAMIC RESOURCE ALLOCATION, TASK SCHEDULING, AND PERFORMANCE OPTIMIZATION

Integrating Artificial Intelligence with Cloud Platforms to Optimize Performance, Scalability, and Reliability in Distributed Computing Syst

View research history
YearShare index
2022767.3
2023763.6
2024486.5
2025567.3
Scalability / Software DeploymentOpportunities · 02

Scalability / Software Deployment

1,153 papers

19.2% of this theme group

Scalability (175) · Software deployment (94) · Virtualization (54) · Big data (70)

MAIS: Multi-Model Adaptive Inference Scheduling for Web-Based Intelligent Service Platforms

PLANAR: A Machine Learning Based Approach for Robust Network Resource Placement and Routing

View research history
YearShare index
2022549.1
2023543.7
2024374.3
2025727.5
Encryption / Cloud ComputingOpportunities · 03

Encryption / Cloud Computing

975 papers

16.2% of this theme group

Encryption (242) · Cloud computing (744) · Computer security (155) · Cryptography (91)

A Secure and Intelligent Data Transfer System for Cloud Environments using Hybrid Cryptography and Deep Learning-based Intrusion Detection

MULTI-LAYERED AUTHENTICATION AND ENCRYPTION FOR CLOUD SAFETY

View research history
YearShare index
20221699.2
20231743.9
20241356.8
2025971.8
Internet Of Things / Cloud ComputingOpportunities · 04

Internet Of Things / Cloud Computing

618 papers

10.3% of this theme group

Internet of Things (236) · Cloud computing (385) · Microcontroller (46) · Precision agriculture (34)

Application of Internet of Things (IoT) in Sustainable Supply Chain Management

Intelligent IoT: Leveraging Data Analysis, Computer Vision, and Machine Learning for Smart Systems

View research history
YearShare index
20221273.2
20231335.9
20241478.8
20251358.7
Satellite / Radiative TransferOpportunities · 05

Satellite / Radiative Transfer

587 papers

9.8% of this theme group

Satellite (81) · Radiative transfer (44) · Aerosol (42) · Cloud computing (341)

Capturing Aerosol‐Cloud‐Precipitation Interactions: A Physics‐Informed Sparse Regression Approach for a Coupled Multiscale System With Time

Estimating cloud condensation nuclei from aerosol optical properties across diverse environments: observations, models, and prediction appro

View research history
YearShare index
202289.3
202398.1
202472.4
202569.6
Enhanced Data Rates For Gsm Evolution / Edge ComputingOpportunities · 06

Enhanced Data Rates For Gsm Evolution / Edge Computing

474 papers

7.9% of this theme group

Enhanced Data Rates for GSM Evolution (259) · Edge computing (221) · Edge device (100) · Mobile edge computing (53)

EdgeCloudSim: An environment for performance evaluation of edge computing systems

Secure Data Sharing and Searching at the Edge of Cloud-Assisted Internet of Things

View research history
YearShare index
2022341.3
2023347.8
2024290.4
2025353.1
Point Cloud / SegmentationOpportunities · 07

Point Cloud / Segmentation

463 papers

7.7% of this theme group

Point cloud (425) · Segmentation (72) · Lidar (66) · Cloud computing (218)

PointAugment: An Auto-Augmentation Framework for Point Cloud Classification

Transforming Point Clouds: A Hybrid Approach for 3D Object Recognition

View research history
YearShare index
2022354.1
2023393.7
2024287.8
2025330.2

How this field compares with the research baseline

Orientation shares compared with 25,000 papers in the reference sample.

Research orientationThis fieldReference sample
Breakthrough39.1%26.7%
Promising24.9%36.8%
Descriptive21.4%17.6%
Problem-identifying8.6%9.7%
Comparative2.8%3.7%
Cautionary2.6%4.5%
Critical0.5%1.0%

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 paperPapersShareRaised as a problemWorldwide share
Privacy & surveillanceSecurity and Privacy Challenges in Cloud Computing Environments1,9614.88%409 (20.9%)4.88%
Energy & datacenter footprintHarnessing Green IT: Principles and Practices6001.49%93 (15.5%)1.49%
Carbon & emissions of computeMeasuring the Carbon Intensity of AI in Cloud Instances570.14%8 (14.0%)0.14%
Safety & misuseLocal AI Governance: Addressing Model Safety and Policy Challenges Posed by Decentralized AI490.12%9 (18.4%)0.12%
Bias & fairnessThe CALIPSO Lidar Cloud and Aerosol Discrimination: Version 2 Algorithm and Initial Assessment of Performance300.07%5 (16.7%)0.07%
Concentration of compute powerGeopolitical ecologies of cloud capitalism: Territorial restructuring and the making of national computing power in the 250.06%12 (48.0%)0.06%
Hardware, e-waste & supply chainDigital Detox: Reducing E-Waste Through Sustainable Technology Practices180.04%4 (22.2%)0.04%
Labour & data workThe Ethical and Human-Centric Integration of AI, Robotics, and Cloud Computing in the Future of Work130.03%8 (61.5%)0.03%
Water useAI-Optimized Cooling in Cloud Data Centers: A Feasibility Analysis; Environmental Strategies of the Cloud Computing Indu110.03%3 (27.3%)0.03%

Research orientation and citation rankings describe the covered collection. Its recorded publication dates do not support an overall publication-volume trend.

Institution and researcher rankings use citations to their covered work. Research scope: worldwide. This may be broader than the company geography.

GEOGRAPHIC FOOTPRINT

Where companies are based

Company counts, hiring and disclosed funding across the recorded hubs.

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8 cards

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UNDERSTAND THE LANDSCAPE

Enterprise Infrastructure in Switzerland: 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: 1 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 ↗
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