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 ISRAEL EDITION 2026

Israel’s
enterprise infrastructure industry,
in focus.

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

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

An industry ecosystem,
measured in context.

Enterprise Infrastructure illustration
MEET THE COMPANIES

Explore Israel’s enterprise infrastructure leaders

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

Expand panel +
Enterprise Infrastructure company highlights in Israel, snapshot 31 August 2026
Company
Cato Networkscatonetworks.com$1.16B7 roles800—
DriveNetsdrivenets.com$587M—371—
Wixwix.com$553.5M—4,742—
ironSourceis.com$530M—800—
Oostooosto.com$352M—85—
Torqtorq.io$330M—125—
RapidAPIrapidapi.com$272.5M—256—
FireBoltfirebolt.io$264M—163—
Varonisvaronis.com—11 roles1,460Financial figure available in RadarView in Radar
Cognytecognyte.com—7 roles58—
AlgoSecalgosec.com—5 roles82—
Maverc Technologiesmaverc.com—4 roles——
SpartanXbongosecurity.com—4 roles——
Tufintufin.com—4 roles522—
Allotallot.com—3 roles23—
ActiveFenceactivefence.com——300—
Argus Cyber Securityargus-sec.com——6Financial figure available in RadarView in Radar
AudioCodesaudiocodes.com——966—
Cyeracyera.io——104—
Cyrencyren.com——248Financial figure available in RadarView in Radar
Elementorelementor.com——371—
Entro Securityentro.security———Financial figure available in RadarView in Radar
Guardioguard.io——55—
Magic Software Enterprisesmagicsoftware.com——4,161Financial 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 Israel

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

31 August 2026
Hiring participation5.1%

53 of 1,049 tracked companies have open roles.

Funding participation41.1%

431 of 1,049 tracked companies have a recorded round.

Top 3 funding share14.3%

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

Median disclosed round$10M

Midpoint of 656 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 14.3% of disclosed capital, while 58.9% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Israel 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

Israel enterprise infrastructure
$0$836.36M$1.67B$2.51B$3.35B2016: $471.87M20162017: $342.4M20172018: $739.76M20182019: $1.15B20192020: $1.95B20202021: $2.93B20212022: $2.59B20222023: $990.72M20232024: $969.79M20242025: $1.77B2025
View the numbers
Annual enterprise infrastructure funding and company formation in Israel
YearFunding (USD)FoundedRaising
2016$471.87M7246
2017$342.4M5142
2018$739.76M6860
2019$1.15B6750
2020$1.95B8264
2021$2.93B7888
2022$2.59B5887
2023$990.72M3152
2024$969.79M1744
2025$1.77B1040
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Cato Networks7.2%
  • DriveNets3.7%
  • Wix3.4%
  • Other companies85.7%

Funding by stage

765 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel257 33.6%
Series A–B375 49.0%
Series C+ / PE71 9.3%
Grants, debt & other62 8.1%

Recent recorded rounds

Latest recorded rounds · USD
8 rounds

Swipe or scroll horizontally to browse.

Series B03/2026
Qodo $70M

Backed by Qumra Capital and Maor Investments and others.

Series C03/2026
Bold $40M

Backed by Red Dot Capital Partners and Bessemer Venture Partners and others.

Series A03/2026
Native $31M

Backed by Ballistic Ventures and YL Ventures and others.

Series A03/2026
Reclaim $20M

Backed by Acrew Capital and Ibex Investors and others.

Seed03/2026
Onit $11M

Backed by Hetz Ventures and Brightmind.

Seed03/2026
Huskeys $8M

Backed by 10D and toDay Ventures and others.

Seed03/2026
Enclave $6M

Backed by 8VC and Patrick Collison and others.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series C07/2021
Oostooosto.com$235M

Backed by Eldridge Industries and SoftBank Vision Fund and others.

Series C02/2022
CHEQcheq.ai$150M

Backed by Tiger Global Management and Battery Ventures and others.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Expand panel +

Annual accounts availability

No reviewed exact national-ID connector maps Israel company identities to the configured global filings table.; No reviewed exact national-ID connector maps Israel company identities to the configured global filings table.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

21 of the 1,049 companies on this page carry a measured traffic record (2%); these are the largest of those, by monthly visits. The median among them is 240,345 visits.

CompanyMonthly visitsAuthorityMobile
Guardioguard.io55,108,6724792.3%
Wixwix.com38,206,5598222.8%
Urban VPNurban-vpn.com37,327,9095810.1%
Elementorelementor.com6,078,461579.8%
RapidAPIrapidapi.com2,331,6224735%
SITE123site123.me1,520,1324952.9%
NetSpark Mobilenetsparkmobile.com502,2733287.9%
Appwriteappwrite.io427,5894018.5%
BrandShieldbrandshield.com321,562343.4%
Internet Rimon Israel 2009rimon.net.il247,0303758.1%

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

Most-installed apps

58 of these companies (5.5%) publish at least one Android app — 243 apps in all, carrying 95.4M 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
Application Development Tools17065.7MSpaces: Follow Businesses 21.6M
Cybersecurity5724.7MUrban VPN proxy Unblocker 13.9M
It Operations115MButtocks Fitness: Leg Workouts 2.6M
Big Data Analytics115MAbs Fitness: 6 Pack Exercises 1.8M
Database Technology55MArm Fitness: Bicep & Triceps 401.9K
Enterprise Collaboration33MSpike: AI Email & Team Chat 3M
Adtech31.6MAd blocker browser for Android 1.6M
Network Security2174.3KRimon Mobile 166K

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.

2023Q1: 22023Q1: 02023Q12023Q2: 82023Q2: 22023Q22023Q3: 52023Q3: 82023Q32024Q1: 42024Q1: 52024Q12024Q2: 72024Q2: 32024Q22024Q3: 52024Q3: 62024Q32024Q4: 12024Q4: 52024Q42025Q1: 32025Q1: 82025Q12025Q2: 32025Q2: 52025Q22025Q3: 82025Q3: 292025Q32025Q4: 32025Q4: 452025Q42026Q1: 112026Q1: 282026Q1

Darker bars are new releases, lighter bars apps updated. 233 of 243 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Israel 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 tech887
Enterprise software763
Saas462
Deep tech84
Data security80
Identity access management78
Fintech62
Security analytics61
Vulnerability assessment60
Artificial intelligence60
Native ai in software development60
Consumer digital58

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

887companies
5.3%have hiring activity

47 companies hiring · $15.51B disclosed funding

Explore in Radar

How companies make money

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

Subscription930
Fee-for-service67
Advertising36
E-commerce - service35
Commission on transaction32
E-commerce - product24
Physical commerce20
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 & acquisitionssilverfort.com ↗

Silverfort announced that it has acquired Fabrix Security.

Mergers & acquisitionslayerxsecurity.com ↗

LayerX announced it has acquired AgenticSec, a provider of LLM application security testing software, in a tech M&A deal aimed at expanding cybersecurity capabilities.

Mergers & acquisitionsenquantum.io ↗

Reliance Global Group, Inc. (Nasdaq: EZRA ) (“we,” “us,” “our,” the “Company” or “Reliance”) today announced it has increased its ownership in Enquantum Ltd.

Mergers & acquisitionscyera.io ↗

Cyera, the leading AI security platform, has acquired Ryft, an innovative Israeli data lake startup, to enhance its capabilities in agentic AI security.

Funding roundszeronetworks.com ↗

Zero Networks has raised about $100 million in funding, including $20 million in December 2023 and $55 million in June.

Mergers & acquisitionsastrix.security ↗

Cisco is looking to buy the Israeli cybersecurity startup for up to $350 million.

Funding roundsqodo.ai ↗

Qodo, the AI code review and governance platform trusted by Walmart, NVIDIA, Red Hat, Box, Intuit, Ford Motors, and Monday.com, today announced $70 million in Series B funding, bringing total capital raised to $120 million.

Mergers & acquisitionsexaware.com ↗

Actelis Networks, Inc. (NASDAQ: ASNS) announced it has entered into a binding term sheet to acquire 100% of the issued and outstanding shares of Exaware Ltd.

Mergers & acquisitionssavvy.security ↗

The acquisition will enable Trashie to provide customers with a “more intuitive” experience throughout their circularity journey, from choosing items to donate to finding future purchases.

Mergers & acquisitionscloudquery.io ↗

env zero, a provider of Infrastructure as Code management and governance, and CloudQuery, a cloud asset management platform, announced the close of their merger.

Full recorded event mix

Top 10 categories among 630 recorded events in the 24-month window.

Earnings
135
Funding rounds
111
Leadership moves
107
Mergers & acquisitions
93
Company announcements
49
New products
34
Contracts
29
Capital infusions
21
Lawsuit
15
Asset acquisitions
10
7 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

30 tracked people moves

AU10TIX ↗
Uval Daniel

Appointment VP APAC (Singapore)

AU10TIX ↗
Carol Grunberg

Appointment Chief Partnerships Officer (U.S.)

AU10TIX ↗
Michael Harriss

Appointment Chief Revenue Officer (U.K.)

Silverfort ↗
Joseph Schramm

Appointment Vice President of Global Channel

CloudWize ↗
Tim Mercer

Appointment Chief Commercial Officer

CloudWize ↗
Katie Mallinsonm

Appointment Chief Marketing Officer

Tufin ↗
Dan Hatch

Promotion Senior Vice President of Global Sales

Cyera ↗
Sharon Shaked

Appointment Chief People Officer

Product launches

Products, platforms and features in the recorded window

Tufin ↗
TufinAI Assistant Device Search

Network Security

Tufin ↗
TufinAI Executive Dashboard

Security Operations

Backslash ↗
Edges 2026 report

Radiflow ↗
Service Graph Connector

Product

Portnox ↗
Global Channel Partner Program

Channel Partner Program

Global Partner Program

Partner Program

SysAid ↗
embedded Workato integration

Integration

Radiflow ↗
Radiflow360

Platform

Contract wins

15 recorded customer wins

Mobilicom ↗

Customer: Defense

Mobilicom ↗

Customer: U.S. Department of WarDefense

Silicom ↗

Customer: Cybersecurity

Cognyte ↗

Customer: Tier-1 military intelligence agency in EMEADefense

Cognyte ↗

Customer: Law Enforcement

Velocity ↗

Customer: Rastar GroupSports

Workforce actions

1 companies with reported reductions

OTORIO ↗

Scale not stated roles

Regulatory events

2 recorded events

Mobilicom ↗

Conditional Approval grantedFCC

Helios ↗

requested suspensionNational Securities Market Commission (CNMV)

Litigation

9 tracked suits

Company
purchasers of Varonis Systems, Inc. v varonis systems

alleged securities laws violationsSecurities Fraud · Filed

Company
An investor v varonis systems

Federal Securities Laws violationCivil · Filed

Earnings pulse

Reported company results in the recorded window.

19companies
130period observations
10.4%median reported growth

Median across 89 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
Silverfort→Fabrix SecurityAnnounced2026-05-01Not stated in snapshot
LayerX→AgenticSecAnnounced2026-04-28Not stated in snapshot
reliance global group→Enquantum ↗Announced2026-04-28Not stated in snapshot
Cyera→ryftAnnounced2026-04-23Not stated in snapshot
cisco systems→Astrix ↗Rumored2026-04-13Not stated in snapshot
Cato Networks→Aim Security2026-04-13Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

0 postings in the preceding 12 months. The full 1-posting snapshot covers 1 employers.

Expand panel +

Most advertised job titles

Security Researcher Ii Cloud And Enterprise Security1
0 internship postings

0 tracked postings mention remote work.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

818 founders and chief executives across 533 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

230 profiles with education records.

Tel Aviv University
141
Technion Israel Institute Technology
42
Technion - Israel Institute of Technology
23
Bar-Ilan University
17
The Hebrew University of Jerusalem
13
Ben-Gurion University of The Negev
8
University of Haifa
5
University of Pennsylvania
3

Prior employers

48 profiles with prior-work records.

Microsoft
18
Cisco
9
Intel
8
Google
7
Amazon
2
Salesforce
2
Facebook
2
Paypal
1

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

NEWS INTELLIGENCE

How this industry appears in the news

16,651 articles in the measured 12-month window.

Expand panel +
16,651articles in the measured year
5,463articles in 2026Q1
55.7%positive tone in the latest complete year

News volume trends

Enterprise Infrastructure coverage across Israel · articles per complete quarter

01,5743,1494,7236,2972021Q2: 2,4542021Q22021Q3: 2,4542021Q4: 2,3692022Q1: 2,8552022Q2: 2,1402022Q22022Q3: 2,1172022Q4: 2,3432023Q1: 2,3812023Q2: 2,4212023Q22023Q3: 2,5922023Q4: 5,4762024Q1: 4,0312024Q2: 4,5642024Q22024Q3: 4,0932024Q4: 4,6722025Q1: 3,9022025Q2: 4,2852025Q22025Q3: 3,2042025Q4: 2,3602026Q1: 5,4632026Q1
View quarterly article counts
QuarterArticles
2021Q22,454
2021Q32,454
2021Q42,369
2022Q12,855
2022Q22,140
2022Q32,117
2022Q42,343
2023Q12,381
2023Q22,421
2023Q32,592
2023Q45,476
2024Q14,031
2024Q24,564
2024Q34,093
2024Q44,672
2025Q13,902
2025Q24,285
2025Q33,204
2025Q42,360
2026Q15,463

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
6,045 positive · 101 neutral · 1,722 negative
2022
7,444 positive · 126 neutral · 1,875 negative
2023
8,009 positive · 225 neutral · 4,620 negative
2024
8,396 positive · 350 neutral · 8,592 negative
2025
7,655 positive · 253 neutral · 5,835 negative

Leading coverage topics

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

Military Technology Advancements6,314 articles in the full recorded period
2,627 recent · 1,200 prior
Cybersecurity And Cyber Warfare5,574 articles in the full recorded period
2,520 recent · 1,026 prior
Naval And Aerial Combat Operations4,167 articles in the full recorded period
1,577 recent · 880 prior
Space Warfare And Militarization Of Space3,047 articles in the full recorded period
1,377 recent · 528 prior
International Political Relations2,446 articles in the full recorded period
997 recent · 659 prior
Weapons Of Mass Destruction (Wmds)2,381 articles in the full recorded period
1,125 recent · 440 prior
Security And Defense Policies2,356 articles in the full recorded period
1,069 recent · 584 prior
Emerging Drone Technology Applications In Defense1,803 articles in the full recorded period
500 recent · 445 prior
Unmanned Aerial Vehicle (Uav) Advancements1,412 articles in the full recorded period
372 recent · 367 prior
Military Technology Research And Development1,368 articles in the full recorded period
514 recent · 341 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Enterprise Infrastructure coverage across Israel

KeywordRecentPriorChange
aerial bombardments817390109%
drone warfare57636657%
anti-satellite missiles49929470%
missile delivery systems368160130%
hypersonic missiles33919772%
national security strategy332148124%
electronic warfare26371270%
orbital weapons19062206%
critical infrastructure attacks18126596%
nuclear proliferation18060200%
fighter jets72117-38%
air superiority fighters5797-41%
f-16 fighting falcon3795-61%
f-35 lightning ii4091-56%
f-15 eagle3088-66%

Event and signal lenses

Enterprise Infrastructure coverage across Israel

All complete annual cohorts shown
Rising

Regulatory Risk

20,274 classified articles

aerial bombardments, drone warfare, anti-satellite missiles

63.4% critical · 32.9% positive
Flat

Funding Momentum

6,942 classified articles

weapons system funding, defense appropriations, military spending bills

57.5% critical · 55.0% positive
Flat

Growth

6,572 classified articles

earnings report, quarterly financials, quarterly results

39.9% critical · 56.3% positive

Enterprise Infrastructure coverage across Israel. 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.

Scalable Cloud and Distributed SystemsCommon problems researchers identify · 01

Scalable Cloud and Distributed Systems

1,225 papers

30.3% of this theme group

Researchers highlight challenges in scaling cloud platforms and distributed operating systems for large workloads.

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 and Big Data DeploymentCommon problems researchers identify · 02

Virtualization and Big Data Deployment

805 papers

19.9% of this theme group

Papers discuss difficulties in deploying virtualized environments and managing big‑data workloads in the cloud.

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 Security and Data ProtectionCommon problems researchers identify · 03

Cloud Security and Data Protection

802 papers

19.9% of this theme group

Works examine threats to cloud infrastructures and strategies for safeguarding data and services.

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 Business ImpactsCommon problems researchers identify · 04

Digital Transformation Business Impacts

452 papers

11.2% of this theme group

Studies explore how cloud adoption reshapes business models and economic development.

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
IoT‑Cloud Integration ChallengesCommon problems researchers identify · 05

IoT‑Cloud Integration Challenges

275 papers

6.8% of this theme group

Research points to technical and security hurdles when linking IoT devices with cloud platforms for smart cities.

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‑Cloud Interaction ModelingCommon problems researchers identify · 06

Aerosol‑Cloud Interaction Modeling

261 papers

6.5% of this theme group

Scientists address complexities in representing aerosol effects on clouds and precipitation in climate models.

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
Edge Computing Performance LimitsCommon problems researchers identify · 07

Edge Computing Performance Limits

220 papers

5.4% of this theme group

Analyses focus on latency, resource constraints, and scalability of edge devices interacting with cloud services.

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 Service Performance RisksCautions · 01

Cloud Service Performance Risks

248 papers

21.9% of this theme group

Authors caution about unpredictable performance when using cloud for scientific workflows and high‑throughput tasks.

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
Remote Sensing Cloud Data IssuesCautions · 02

Remote Sensing Cloud Data Issues

184 papers

16.2% of this theme group

Papers warn of uncertainties in satellite‑derived cloud observations and their impact on climate assessments.

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
Encryption and Cloud VulnerabilitiesCautions · 03

Encryption and Cloud Vulnerabilities

171 papers

15.1% of this theme group

Research highlights gaps in encryption practices that leave cloud environments exposed to attacks.

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
Aerosol Representation in Climate ModelsCautions · 04

Aerosol Representation in Climate Models

146 papers

12.9% of this theme group

Studies note difficulties in accurately modeling aerosol influences on cloud formation and climate feedbacks.

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 Audit ConcernsCautions · 05

Digital Transformation Audit Concerns

141 papers

12.4% of this theme group

Works raise concerns about governance, compliance, and financial reporting when adopting cloud‑based digital strategies.

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
IoT Big Data Sustainability RisksCautions · 06

IoT Big Data Sustainability Risks

134 papers

11.8% of this theme group

Authors caution that large‑scale IoT analytics can strain energy resources and compromise security.

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
Edge Latency and ReliabilityCautions · 07

Edge Latency and Reliability

109 papers

9.6% of this theme group

Papers point out latency spikes and reliability issues in edge‑centric deployments.

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
7 cards

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Intelligent Cloud SchedulingOpportunities · 01

Intelligent Cloud Scheduling

1,730 papers

28.8% of this theme group

Opportunities focus on using learning methods to improve resource allocation and task scheduling in cloud systems.

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
Scalable Virtualized DeploymentOpportunities · 02

Scalable Virtualized Deployment

1,153 papers

19.2% of this theme group

Research explores novel approaches for deploying software at scale across virtualized and big‑data environments.

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
Advanced Cloud CryptographyOpportunities · 03

Advanced Cloud Cryptography

975 papers

16.2% of this theme group

Works propose multi‑layered encryption and authentication schemes to strengthen cloud security.

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
IoT‑Cloud Precision AgricultureOpportunities · 04

IoT‑Cloud Precision Agriculture

618 papers

10.3% of this theme group

Studies demonstrate how cloud‑connected IoT devices enable data‑driven farming and supply‑chain optimization.

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
Aerosol‑Cloud Interaction AnalyticsOpportunities · 05

Aerosol‑Cloud Interaction Analytics

587 papers

9.8% of this theme group

Papers present data‑intensive methods for quantifying aerosol impacts on cloud formation and precipitation.

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
Mobile Edge Computing ServicesOpportunities · 06

Mobile Edge Computing Services

474 papers

7.9% of this theme group

Research highlights platforms for secure data sharing and low‑latency processing at the network edge.

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
Cloud‑Enabled 3D Point Cloud ProcessingOpportunities · 07

Cloud‑Enabled 3D Point Cloud Processing

463 papers

7.7% of this theme group

Works explore scalable cloud pipelines for segmenting and classifying lidar point clouds.

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%26.2%
Promising24.9%37.0%
Descriptive21.4%17.5%
Problem-identifying8.6%9.9%
Comparative2.8%3.9%
Cautionary2.6%4.5%
Critical0.5%0.9%

Concerns receiving less research attention

Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.

Concern / example 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 Israel: 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: 31 August 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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