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 TEL AVIV EDITION 2026

Tel Aviv’s
enterprise infrastructure industry,
in focus.

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

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

An industry ecosystem,
measured in context.

Enterprise Infrastructure illustration
MEET THE COMPANIES

Explore Tel Aviv’s enterprise infrastructure leaders

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

Expand panel +
Enterprise Infrastructure company highlights in Tel Aviv, snapshot 2 September 2026
Company
Cato Networkscatonetworks.com$1.16B6 roles800
ironSourceis.com$530M800
Oostooosto.com$352M85
Torqtorq.io$330M125
RapidAPIrapidapi.com$272.5M256
FireBoltfirebolt.io$264M163
Silverfortsilverfort.com$222.5M151
BioCatchbiocatch.com$213.1M4
SpartanXbongosecurity.com4 roles
AccessiBeaccessibe.com2 roles180
Cyber 2.0cyber20.com2 roles23
NetNutnetnut.io2 roles64
Regulus Cyberregulus.com2 roles13
Cybecs Solutionscybecs.com1 roles
Dimondimon.co1 roles
Argus Cyber Securityargus-sec.com6Financial figure available in RadarView in Radar
Backslashbackslash.security21
Cyeracyera.io104
Entro Securityentro.securityFinancial figure available in RadarView in Radar
Fortectfortect.com
Intezer Labsintezer.com46
Intuition Roboticsintuitionrobotics.com74
Minesaymine.com47
NextSiliconnextsilicon.com232
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 Tel Aviv

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

2 September 2026
Hiring participation5.4%

25 of 462 tracked companies have open roles.

Funding participation51.5%

238 of 462 tracked companies have a recorded round.

Top 3 funding share20.3%

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

Median disclosed round$11.5M

Midpoint of 401 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 20.3% of disclosed capital, while 48.5% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Tel Aviv 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

Tel Aviv enterprise infrastructure
$0$551.3M$1.1B$1.65B$2.21B2016: $198.56M20162017: $146.82M20172018: $462.05M20182019: $823.21M20192020: $847.6M20202021: $1.93B20212022: $1.64B20222023: $742.4M20232024: $769.39M20242025: $1.49B2025
View the numbers
Annual enterprise infrastructure funding and company formation in Tel Aviv
YearFunding (USD)FoundedRaising
2016$198.56M3924
2017$146.82M2519
2018$462.05M3533
2019$823.21M3627
2020$847.6M3237
2021$1.93B5060
2022$1.64B3655
2023$742.4M2134
2024$769.39M1332
2025$1.49B332
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Cato Networks11.5%
  • ironSource5.3%
  • Oosto3.5%
  • Other companies79.7%

Funding by stage

448 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel170 37.9%
Series A–B227 50.7%
Series C+ / PE39 8.7%
Grants, debt & other12 2.7%

Recent recorded rounds

Latest recorded rounds · USD
3 rounds

Swipe or scroll horizontally to browse.

Series B03/2026
Qodo $70M

Backed by Qumra Capital and Maor Investments and others.

Series A03/2026
Reclaim $20M

Backed by Acrew Capital and Ibex Investors 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.

Series D01/2026
Torqtorq.io$140M

Backed by Merlin Ventures and Evolution Equity Partners and others.

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

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

9 of the 462 companies on this page carry a measured traffic record (1.9%); these are the largest of those, by monthly visits. The median among them is 111,657 visits.

CompanyMonthly visitsAuthorityMobile
Urban VPNurban-vpn.com37,327,9095810.1%
RapidAPIrapidapi.com2,331,6224735%
Appwriteappwrite.io427,5894018.5%
Qodoqodo.ai195,0804336.6%
Minesaymine.com111,6574650.5%
SAM Seamless Networksecuringsam.com103,1352272.9%
Clixtellclixtell.com92,0002586.4%
Cincopacincopa.com85,0383366.1%
SimilarTechsimilartech.com8,566298.4%

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

Most-installed apps

19 of these companies (4.1%) publish at least one Android app — 23 apps in all, carrying 16.7M 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 (2023Q1–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Cybersecurity1916.7MUrban VPN proxy Unblocker 13.9M
Adtech31.6MAd blocker browser for Android 1.6M
Grc Software34.1KInfinipoint 4K
Security & Surveillance Technology41.7KClixtell 1.3K
It Operations2744SysAid 440
Image Recognition3375Corsight Fortify 262
Regtech3322Are You Rat 43
Artificial Intelligence2291Inbox Zero - AI Email 29

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: 12023Q2: 02023Q22024Q1: 12024Q1: 12024Q12024Q2: 22024Q2: 02024Q22024Q3: 12024Q3: 02024Q32025Q1: 12025Q1: 22025Q12025Q3: 32025Q3: 32025Q32025Q4: 12025Q4: 22025Q42026Q1: 12026Q1: 32026Q1

Darker bars are new releases, lighter bars apps updated. 23 of 23 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Tel Aviv 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 tech415
Enterprise software370
Saas238
Data security41
Security analytics36
Deep tech34
Vulnerability assessment33
Artificial intelligence33
Native ai in software development33
Cloud security31
Identity access management30
Fintech28

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

415companies
5.8%have hiring activity

24 companies hiring · $9.43B disclosed funding

Explore in Radar

How companies make money

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

Subscription427
Fee-for-service18
Advertising14
E-commerce - service13
Commission on transaction13
E-commerce - product9
Physical commerce7
Lending1
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 & 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 & 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.

Mergers & acquisitionsargon.io ↗

Ardian reinvesting a minority stake in Argon

Mergers & acquisitionscyclops.security ↗

Check Point has acquired three young cybersecurity companies to further expand its portfolio.

Full recorded event mix

Top 10 categories among 266 recorded events in the 24-month window.

Funding rounds
84
Leadership moves
53
Mergers & acquisitions
49
Company announcements
26
New products
16
Capital infusions
14
Contracts
7
Earnings
6
Asset acquisitions
4
Fundraising
3
5 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

14 tracked people moves

Silverfort ↗
Joseph Schramm

Appointment Vice President of Global Channel

Cyera ↗
Sharon Shaked

Appointment Chief People Officer

Cyera ↗
Joseph Iantosca

Promotion Chief Financial Officer

Cyera ↗
Shira Azran

Appointment Chief Legal Officer

Albert Anconina

Appointment Regional Director

Laure Castellani

Appointment Senior Channel Account Manager for France

SysAid ↗
Jason Schwartz

Appointment Chief Financial Officer

Cytactic ↗
Bill Hogan

Appointment Global Chief Revenue Officer

Product launches

Products, platforms and features in the recorded window

Backslash ↗
Edges 2026 report

Radiflow ↗
Service Graph Connector

Product

Global Partner Program

Partner Program

SysAid ↗
embedded Workato integration

Integration

Radiflow ↗
Radiflow360

Platform

Workforce actions

1 companies with reported reductions

OTORIO ↗

Scale not stated roles

Litigation

1 tracked suits

Company
Mrs. Shailaja Krishna v satori, Mr. Ved Krishna, Mr. Nirupam Mishra, Mrs. Manjula Jh

company petition alleging oppression, mismanagement and fraudulent gift deedCivil · Verdict

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
SilverfortFabrix SecurityAnnounced2026-05-01Not stated in snapshot
LayerXAgenticSecAnnounced2026-04-28Not stated in snapshot
CyeraryftAnnounced2026-04-23Not stated in snapshot
cisco systemsAstrix ↗Rumored2026-04-13Not stated in snapshot
Cato NetworksAim Security2026-04-13Not stated in snapshot
paypalCyActive ↗Completed2026-04-09Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

Recorded hiring and workforce signals from the available source snapshot.

Expand panel +

Most advertised job titles

No repeated job title is supported by this snapshot.

0 internship postings

0 tracked postings mention remote work.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

423 founders and chief executives across 259 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

124 profiles with education records.

Tel Aviv University
86
Technion Israel Institute Technology
22
The Hebrew University of Jerusalem
9
Technion - Israel Institute of Technology
8
Bar-Ilan University
5
Harvard University
3
University of Haifa
3
University of Pennsylvania
2

Prior employers

33 profiles with prior-work records.

Microsoft
13
Cisco
6
Intel
5
Google
5
Amazon
2
Facebook
2
Salesforce
1
Boston Consulting Group
1

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

NEWS INTELLIGENCE

How this industry appears in the news

1,637 articles in the measured 12-month window.

Expand panel +
1,637articles in the measured year
502articles in 2026Q1
65.7%positive tone in the latest complete year

News volume trends

Enterprise Infrastructure coverage tagged Tel Aviv · articles per complete quarter

02084166248312021Q2: 5952021Q22021Q3: 6012021Q4: 5532022Q1: 7232022Q2: 6312022Q22022Q3: 5322022Q4: 5042023Q1: 5222023Q2: 5112023Q22023Q3: 5342023Q4: 7132024Q1: 5122024Q2: 5462024Q22024Q3: 6022024Q4: 5792025Q1: 4932025Q2: 4882025Q22025Q3: 3382025Q4: 2462026Q1: 5022026Q1
View quarterly article counts
QuarterArticles
2021Q2595
2021Q3601
2021Q4553
2022Q1723
2022Q2631
2022Q3532
2022Q4504
2023Q1522
2023Q2511
2023Q3534
2023Q4713
2024Q1512
2024Q2546
2024Q3602
2024Q4579
2025Q1493
2025Q2488
2025Q3338
2025Q4246
2026Q1502

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
1,695 positive · 12 neutral · 189 negative
2022
2,140 positive · 12 neutral · 237 negative
2023
1,737 positive · 19 neutral · 521 negative
2024
1,374 positive · 21 neutral · 840 negative
2025
1,027 positive · 16 neutral · 519 negative

Leading coverage topics

Enterprise Infrastructure coverage tagged Tel Aviv · 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

Israel comparison coverage

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

Israel comparison coverage

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 tagged Tel Aviv. 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 discuss limits of cloud scalability, operating system design, and distributed computing coordination.

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 highlight challenges in virtualized environments, big‑data handling, and software deployment on cloud platforms.

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, data confidentiality, and mitigation strategies.

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 services.

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

Articles address difficulties 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

Investigations focus on latency, device constraints, and integration of edge with cloud.

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

Analyses warn about unpredictable performance when using cloud for scientific workloads.

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 caution about uncertainties in satellite‑derived cloud observations and radiative transfer modeling.

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

Surveys highlight gaps in encryption practices and lingering security threats in cloud environments.

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 Impacts on Climate ModelsCautions · 04

Aerosol Impacts on Climate Models

146 papers

12.9% of this theme group

Research notes difficulties in capturing aerosol‑cloud interactions within global climate simulations.

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

Studies raise concerns about governance, compliance, and financial oversight in cloud‑driven transformations.

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

Works point to energy, security, and sustainability challenges when scaling IoT analytics.

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 Container LimitsCautions · 07

Edge Latency and Container Limits

109 papers

9.6% of this theme group

Analyses discuss latency bottlenecks and container performance constraints at the network edge.

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

Research proposes machine‑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

Papers explore novel approaches for deploying software at scale using virtualization and big‑data techniques.

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 Encryption TechniquesOpportunities · 03

Advanced Cloud Encryption Techniques

975 papers

16.2% of this theme group

Works present multi‑layered cryptographic schemes and AI‑assisted intrusion detection for 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‑backed IoT platforms enable fine‑grained monitoring and control in farming.

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

Research develops data‑driven models to quantify aerosol effects 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

Papers introduce frameworks for secure data sharing and performance evaluation at the mobile 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 present cloud‑based 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%26.7%
Promising24.9%37.2%
Descriptive21.4%17.4%
Problem-identifying8.6%9.3%
Comparative2.8%4.0%
Cautionary2.6%4.4%
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.

UNDERSTAND THE LANDSCAPE

Enterprise Infrastructure in Tel Aviv: key questions

Clear definitions for making better comparisons.

What does this landscape measure?

It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.

Can segment counts be added together?

No. A company can belong to several segments, so segment counts and funding can overlap.

What does a missing figure mean?

A dash or unavailable panel means the current reviewed source snapshot does not support that figure.

Company ecosystem snapshot: 2 September 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.

Canonical landscape ↗
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