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 SINGAPORE EDITION 2026

Singapore’s
enterprise infrastructure industry,
in focus.

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

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

An industry ecosystem,
measured in context.

Enterprise Infrastructure illustration
MEET THE COMPANIES

Explore Singapore’s enterprise infrastructure leaders

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

Expand panel +
Enterprise Infrastructure company highlights in Singapore, snapshot 1 September 2026
Company
DayOnedayonedc.com$4.45B———
Princeton Digital Groupprincetondg.com$4.05B—100—
Bridge Data Centresbridgedatacentres.com$2.8B—142Financial figure available in RadarView in Radar
ST Telemedia Global Data Centressttelemediagdc.com$626.33M———
Supabasesupabase.com$544.09M—78—
Lightstormlightstorm.net$380.59M———
Advanceadvance.ai$330M—1,500—
Cloudwisecloudwise.sg$255.3M———
CloudSEKcloudsek.com—8 roles169Financial figure available in RadarView in Radar
Lynx Analyticslynxanalytics.com—7 roles60Financial figure available in RadarView in Radar
Merkle Sciencemerklescience.com—6 roles77—
Cloud Kineticscloud-kinetics.com—5 roles39—
Aethiraethir.com—4 roles——
Azentioazentio.com—3 roles1,499—
Santa Browsersantabrowser.com—3 roles19—
Silent Eightsilenteight.com—3 roles138Financial figure available in RadarView in Radar
Chainstackchainstack.com——81Financial figure available in RadarView in Radar
Cloudologic Consultingcloudologic.com——250—
Cyfirma Securitycyfirma.com——86Financial figure available in RadarView in Radar
GBoxgboxlab.com————
Ghostghost.org——17—
Group-IBgroup-ib.com——135Financial figure available in RadarView in Radar
Mozarkmozark.ai——107—
SQREEMsqreemtech.com——170Financial figure available in RadarView in Radar
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
THE KEY SIGNALS

Enterprise Infrastructure industry KPIs in Singapore

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

1 September 2026
Hiring participation5.6%

34 of 603 tracked companies have open roles.

Funding participation17.6%

106 of 603 tracked companies have a recorded round.

Top 3 funding share77.9%

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

Median disclosed round$5M

Midpoint of 139 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 77.9% of disclosed capital, while 82.4% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Singapore 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

Singapore enterprise infrastructure
$0$1.81B$3.62B$5.43B$7.24B2016: $13.15M20162017: $51.52M20172018: $123M20182019: $446.33M20192020: $727.2M20202021: $671.11M20212022: $706.68M20222023: $79M20232024: $2.49B20242025: $6.35B2025
View the numbers
Annual enterprise infrastructure funding and company formation in Singapore
YearFunding (USD)FoundedRaising
2016$13.15M466
2017$51.52M5011
2018$123M6010
2019$446.33M6015
2020$727.2M5110
2021$671.11M3818
2022$706.68M3314
2023$79M4113
2024$2.49B2611
2025$6.35B99
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • DayOne30.7%
  • Princeton Digital Group27.9%
  • Bridge Data Centres19.3%
  • Other companies22.1%

Funding by stage

192 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel89 46.4%
Series A–B65 33.9%
Series C+ / PE12 6.2%
Grants, debt & other26 13.5%

Recent recorded rounds

Latest recorded rounds · USD
5 rounds

Swipe or scroll horizontally to browse.

Seed04/2026
Ortcloud $1.7M

Backed by Golden Gate Ventures and Antler.

Series B03/2026
EPG $100M

Backed by Decarbonization Partners and Alibaba Cloud.

Series B03/2026
Mozark $40M

Backed by IFC and RMB Capitalworks and others.

Seed03/2026
Datakrew $2.6M

Backed by Greenwillow Capital Management and Beenext and others.

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

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

18 of the 603 companies on this page carry a measured traffic record (3%); these are the largest of those, by monthly visits. The median among them is 234,970 visits.

CompanyMonthly visitsAuthorityMobile
Turbo VPNturbovpn.com4,061,120548.6%
Qoderqoder.com2,558,057351.7%
GBoxgboxlab.com1,959,3923998.3%
Ghostghost.org534,4225030.7%
VPN Proxy Mastervpnproxymaster.com413,793403.5%
MimicPCmimicpc.com361,4803466.6%
Hyonixhyonix.com289,756309.4%
Janjan.ai262,1293929.2%
AFFiNEaffine.pro254,2553913%
Group-IBgroup-ib.com215,6854639.6%

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

Most-installed apps

60 of these companies (10%) publish at least one Android app — 131 apps in all, carrying 230.7M 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 (2023Q4–2026Q1).

SegmentAppsInstallsLeading appRelease trend
Cybersecurity88211.4MVPN Proxy Master - Safer Vpn 168.7M
Open Source49.3MTokenPocket: Crypto & Bitcoin 8.7M
Data Center Infrastructure34.7MGoMining: Mining, Using BTC 4.7M
Enterprise Networking112.9MAquaNManager 2.6M
Edge Computing22.6MCDNetworks ESA 82
Blockchain Infrastructure2523.8KWEMIX PLAY 348K
Enterprise Collaboration16293.5KWalkie Talkie App: VoicePing 161.1K
Field Force Automation3162.6KT9 Keyboard 950

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: 52023Q2: 12023Q22023Q3: 12023Q3: 02023Q32023Q4: 52023Q4: 42023Q42024Q1: 72024Q1: 32024Q12024Q2: 62024Q2: 12024Q22024Q3: 42024Q3: 52024Q32024Q4: 52024Q4: 42024Q42025Q1: 62025Q1: 02025Q12025Q2: 22025Q2: 52025Q22025Q3: 32025Q3: 322025Q32025Q4: 42025Q4: 232025Q42026Q1: 52026Q1: 162026Q1

Darker bars are new releases, lighter bars apps updated. 121 of 131 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Singapore 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 tech507
Enterprise software400
Saas269
Fintech76
Blockchain73
Data security69
Consumer digital68
Identity access management60
Deep tech59
Blockchain in cybersecurity47
Native ai in software development40
Artificial intelligence40

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

507companies
6.1%have hiring activity

31 companies hiring · $14.5B disclosed funding

Explore in Radar

How companies make money

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

Subscription498
Fee-for-service70
E-commerce - service43
Commission on transaction41
Advertising32
E-commerce - product15
Physical commerce9
Licensing4
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 & acquisitionsbridgedatacentres.com ↗

BDC was founded a decade ago by industry veterans Michael Foust and Kris Kumar in partnership with Bain Capital, which merged the firm into Chinese data centre operator Chindata in 2019.

Funding roundsempyriondigital.com ↗

Empyrion Digital is ready to mobilise its next phase of high-density infrastructure, through an investment of over S$1.1 billion to scale its data centre capabilities in Singapore and secure the nation’s position as the digital heart of Asia.

Funding roundsprincetondg.com ↗

Asian data center operator Princeton Digital Group (PDG) has closed an additional $350 million in debt financing, expanding a $400m HoldCo loan secured in May 2025.

Mergers & acquisitionssttelemediagdc.com ↗

US investment firm KKR & Co. is in talks to acquire ST Telemedia Global Data Centres (STT GDC).

Funding roundsappknox.com ↗

Appknox, formally XYSec Labs Pte. Ltd., has raised $669,000 in funding, according to data from Tracxn . Investors in the company include Seed Plus Ventures and Jungle Ventures Pte. Ltd.

Funding roundssupabase.com ↗

Supabase is seeking to raise about $500 million in the fundraising round, although the amount could change.

Funding roundsconnectome.to ↗

Connectome, a NeuroTech startup based in Zurich and London, has raised around €1.7 million ($2 million) in a pre-seed funding round to improve how brain health is understood and measured, offering more personalised insights into cognitive health.

Funding roundsdatakrew.com ↗

Datakrew, a deep-tech startup based in Singapore that is creating battery intelligence for electric vehicles, has raised $2.6 million in Pre-Series funding. funding to strengthen analytics capabilities powered by artificial intelligence (AI), expand operations throughout Asia, Europe, and the Americas, and expedite the global rollout of its flagship platform, OXRED MyFleet.

Funding roundsmozark.ai ↗

Mozark: Enterprise tech startup Mozark raised $40 million in a funding round led by International Finance Corporation (IFC) and RMB Capitalworks, with existing investor Kalaari Capital also participating.

Mergers & acquisitionsi-sprint.com ↗

i-Sprint Corporation announced the successful completion of a management buy-out (MBO) of all its operating companies

Full recorded event mix

Top 9 categories among 205 recorded events in the 24-month window.

Funding rounds
61
Mergers & acquisitions
41
Leadership moves
23
Capital infusions
20
New products
20
Asset acquisitions
15
Contracts
12
Company announcements
11
Regulatory
2
4 activity cards

Swipe or scroll horizontally to browse.

Product launches

Products, platforms and features in the recorded window

UniVCX™

AI-driven contact center solution

UniQM™

AI-driven contact center solution

Azentio ↗
iMAL

Islamic core banking platform

Azentio ↗
Azentio Loan Origination

Loan Origination Platform

Regulatory events

2 recorded events

Grant of investment certificateHo Chi Minh City\'s People\'s Committee

approved for development of TH1Thailand Board of Investment

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
kkr→ST Telemedia Global Data Centres ↗Rumored2026-05-29$1.0B
Na→Bridge Data Centres ↗Announced2026-04-23$5.0B
chindata→Bridge Data Centres ↗Completed2026-04-23Not stated in snapshot
Existing Management Team→i-Sprint ↗Completed2026-03-13Not stated in snapshot
Management team of i-Sprint Corporation→i-Sprint ↗Completed2026-03-13Not stated in snapshot
i-Sprint Management Team→i-Sprint ↗Completed2026-03-13Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

219 postings in the preceding 12 months. The full 380-posting snapshot covers 245 employers.

Expand panel +

Most advertised job titles

Regional Sales Manager, Bfsi (High Touch)(10 15Yrs Enterprise Sales Req!)7
Infrastructure Engineer5
Enterprise Account Executive5
Wireless Account Manager (Up To 6K Basic + Otc + Allowance/ Enterprise)4
Enterprise Account Manager (It) Mnc/5D/Central/$3200+High Commission4
It Support Executive (Up To 3.8K/ Retail Mnc/ It Infrastructure/ Central)4
0 internship postings

2 tracked postings mention remote work.

The seniority mix

223 postings specify a level.

unspecified
157
manager
112
senior
62
lead
37
intern
11
entry
1

Skills employers mention

Top skills across 380 tracked postings in the available jobs snapshot.

Infrastructure
45
Python
34
Linux
33
Networking
33
Vmware
30
Aws
28
Kubernetes
27
Azure
24
Active Directory
23
Information Technology
21
ADVERTISED PAY$195.8K/ year

Median across 146 postings with pay data, expressed in USD.

Salary by seniority

manager$639.4K/ year44 postings

Advertised posting medians do not describe all employees or roles.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

405 founders and chief executives across 284 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

DCo-Founder & Chairman

Dong Shou

Advance ↗

Ex-Amazon Web Services. University of Science and Technology Beijing 2006, Tsinghua University MS 2009, Penn State University MS 2011

Education networks

86 profiles with education records.

National University of Singapore (NUS)
26
Nanyang Technological University (NTU)
13
INSEAD
7
Tsinghua University
5
University of Pennsylvania
4
Harvard Business School
3
Harvard University
3
University College London
3

Prior employers

13 profiles with prior-work records.

Microsoft
4
Amazon
2
Intel
2
Bain
1
Freshworks
1
Google
1
Uber
1
Salesforce
1

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

NEWS INTELLIGENCE

How this industry appears in the news

301,637 articles in the measured 12-month window.

Expand panel +
301,637articles in the measured year
51,503articles in 2026Q1
42.0%positive tone in the latest complete year

News volume trends

Enterprise Infrastructure coverage across Singapore · articles per complete quarter

043,25486,507129,761173,0142021Q2: 39,2852021Q22021Q3: 43,4872021Q4: 39,5972022Q1: 42,8862022Q2: 44,0002022Q22022Q3: 49,3192022Q4: 55,0012023Q1: 57,1982023Q2: 56,3382023Q22023Q3: 57,2432023Q4: 62,8472024Q1: 60,9502024Q2: 71,4412024Q22024Q3: 69,9772024Q4: 73,0312025Q1: 86,9512025Q2: 56,5762025Q22025Q3: 150,4472025Q4: 45,6202026Q1: 51,5032026Q1
View quarterly article counts
QuarterArticles
2021Q239,285
2021Q343,487
2021Q439,597
2022Q142,886
2022Q244,000
2022Q349,319
2022Q455,001
2023Q157,198
2023Q256,338
2023Q357,243
2023Q462,847
2024Q160,950
2024Q271,441
2024Q369,977
2024Q473,031
2025Q186,951
2025Q256,576
2025Q3150,447
2025Q445,620
2026Q151,503

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
67,864 positive · 32,116 neutral · 30,809 negative
2022
98,793 positive · 49,686 neutral · 42,545 negative
2023
126,281 positive · 61,907 neutral · 45,242 negative
2024
131,568 positive · 96,288 neutral · 47,350 negative
2025
142,421 positive · 152,065 neutral · 44,858 negative

Leading coverage topics

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

International And Transnational Geographic Entities300,103 articles in the full recorded period
108,072 recent · 81,366 prior
Geopolitical Disputes And Contested Areas300,093 articles in the full recorded period
108,067 recent · 81,361 prior
Administrative And Political Subdivisions300,089 articles in the full recorded period
108,067 recent · 81,360 prior
Cryptocurrency Impact On Forex Markets17,058 articles in the full recorded period
4,334 recent · 3,257 prior
New Product Launches And Innovations11,571 articles in the full recorded period
3,167 recent · 2,443 prior
Strategic Partnerships And Collaborations11,300 articles in the full recorded period
3,179 recent · 2,400 prior
Technology Adoption And Digital Transformation8,676 articles in the full recorded period
2,414 recent · 1,832 prior
Executive Leadership Changes And Appointments8,133 articles in the full recorded period
1,709 recent · 1,604 prior
International Political Relations8,086 articles in the full recorded period
1,868 recent · 1,675 prior
International Sports Competitions7,084 articles in the full recorded period
1,517 recent · 1,508 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Enterprise Infrastructure coverage across Singapore

KeywordRecentPriorChange
countries4,1921,858126%
stablecoin fx impact687306125%
decentralized forex67540268%
study overseas593188215%
overseas study540176207%
semester abroad473146224%
international programs34597256%
tanker routing32253508%
aframax tankers31868368%
export sanctions28597194%
flight safety measures128519-75%
f1 world championship324509-36%
f1 championship302477-37%
direct investments (pe)266440-40%
brent crude forecast92425-78%

Event and signal lenses

Enterprise Infrastructure coverage across Singapore

All complete annual cohorts shown
Rising

Regulatory Risk

657,959 classified articles

territories, disputed islands, countries

18.3% critical · 15.9% positive
Rising

Funding Momentum

45,586 classified articles

inflation reports fx, currency intervention policies, pre-ipo valuation

41.1% critical · 58.7% positive
Rising

Growth

87,693 classified articles

gdp growth forex, gdp growth rate, inflation reports fx

39.4% critical · 51.8% positive

Enterprise Infrastructure coverage across Singapore. 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%26.5%
Promising24.9%36.8%
Descriptive21.4%17.6%
Problem-identifying8.6%9.6%
Comparative2.8%4.1%
Cautionary2.6%4.4%
Critical0.5%1.1%

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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7 cards

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UNDERSTAND THE LANDSCAPE

Enterprise Infrastructure in Singapore: 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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