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 FRANCE EDITION 2026

France’s
enterprise infrastructure industry,
in focus.

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

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

An industry ecosystem,
measured in context.

Enterprise Infrastructure illustration
MEET THE COMPANIES

Explore France’s enterprise infrastructure leaders

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

Expand panel +
Enterprise Infrastructure company highlights in France, snapshot 7 August 2026
Company
Ledgerledger.com$575.41M2
Hugging Facehuggingface.co$403.23M4 roles170
Shift Technologyshift-technology.com$319.74M555Financial figure available in RadarView in Radar
Akeneoakeneo.com$196.77M442
Platform.shplatform.sh$187.3M352
InterCloudintercloud.com$153.08M241
Etix Everywhereetixeverywhere.com$126.28M43
Actilityactility.com$123.42M133
IDEMIAidemia.com13 roles2,090Financial figure available in RadarView in Radar
ICTS Europeictseurope-viridian.com6 roles
Kbrwkbrw.com4 roles
Stormshieldstormshield.com4 roles397
Artelysartelys.com3 roles118
DATA4 Groupdata4group.com3 roles150
ITrustitrust.fr3 roles60
2CRSI2crsi.com392
DataDomedatadome.co180
EfficientIPefficientip.com95Financial figure available in RadarView in Radar
Filigranfiligran.io20$0FYFY2022 filing
GitGuardiangitguardian.com129
Kameleoonkameleoon.com176Financial figure available in RadarView in Radar
Kerlinkkerlink.com91Financial figure available in RadarView in Radar
Livestormlivestorm.co121Financial figure available in RadarView in Radar
Tehtristehtris.com300
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 France

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

7 August 2026
Hiring participation4.4%

69 of 1,553 tracked companies have open roles.

Funding participation16.4%

254 of 1,553 tracked companies have a recorded round.

Top 3 funding share28.2%

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

Median disclosed round$3.03M

Midpoint of 335 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 28.2% of disclosed capital, while 83.6% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How France 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

France enterprise infrastructure
$0$247.11M$494.22M$741.34M$988.45M2016: $35.12M20162017: $224.27M20172018: $164.59M20182019: $554.8M20192020: $173.02M20202021: $849.18M20212022: $867.06M20222023: $649.13M20232024: $165.93M20242025: $232.89M2025
View the numbers
Annual enterprise infrastructure funding and company formation in France
YearFunding (USD)FoundedRaising
2016$35.12M9016
2017$224.27M8529
2018$164.59M10922
2019$554.8M11441
2020$173.02M9828
2021$849.18M7933
2022$867.06M4644
2023$649.13M4442
2024$165.93M2417
2025$232.89M522
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Ledger12.5%
  • Hugging Face8.7%
  • Shift Technology6.9%
  • Other companies71.8%

Funding by stage

381 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel136 35.7%
Series A–B115 30.2%
Series C+ / PE27 7.1%
Grants, debt & other103 27.0%

Recent recorded rounds

Latest recorded rounds · USD
6 rounds

Swipe or scroll horizontally to browse.

Series A05/2026
Prelude $20M

Backed by Singular and Seedcamp and others.

Series A05/2026
OpsMill $14M

Backed by IRIS and Bethnal Green Ventures and others.

Series A05/2026
VirtualBrowser $7.05M

Backed by GO CAPITAL and BNP Paribas Developpement and others.

Series B03/2026
Qevlar AI $30M

Backed by Partech Partners and ForgePoint Capital and others.

Series C02/2026
GitGuardian $50M

Backed by Insight Partners and Quadrille Capital 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

Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.

Expand panel +
EUR · millions · standalone

Display conversions use the dated reference rates above. Where a verified rate is unavailable, figures retain their source currency. Each reporting cohort keeps its currency and accounting basis separate.

FY2025 · company accounts; aggregate reporting threshold not met · 2 reporting entities from 12 eligible matches.

Revenue in covered accounts

Sum of reporting-entity revenue; not France market sales.

Net profit / loss

Combined result for the same cohort.

Aggregate net margin

Combined net income ÷ combined revenue.

Median company revenue

The middle covered reporting entity.

Profitable entities

None of 2 covered entities.

Top-five concentration

Share of covered revenue from the five largest entities.

Annual account trend

Reported cohort totals by year; coverage is stated for every period.

Bar height shows revenue. Changes in coverage can affect totals.

Profitability has two perspectives

FY2025 · 2 reporting entities

Open the company accounts

Up to eight fixed company previews show financial amounts. Search and sort the wider company list, then continue in Radar.

2 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
FRANCE · INDUSTRY COHORTS

How does enterprise infrastructure compare?

Each pair uses the same year, currency and reporting basis. Cohort overlap is disclosed.

IndustryCovered / eligibleRevenue totalMedian revenueNet profit / lossAggregate marginProfitable shareOverlap

Available-account cohorts are not estimates of whole industries. Overlapping entities can occur in more than one cohort; do not add cohort totals.

Coverage, calculations & financial sources

Filed annual accounts for exact designated national identifiers. Every aggregate and peer pair uses one fiscal year, source currency and reporting basis; periods, coverage and overlap are explicit; 2026 partials are excluded.

The same up to eight reporting entities remain open across years, filters and sorts. Other company figures are available in Radar.

Source currencies and accounting bases stay separate. Missing accounts are excluded rather than treated as zero. Exact reporting periods appear on company previews. Annual totals can change with coverage and do not measure growth of a fixed company cohort.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

36 of the 1,554 companies on this page carry a measured traffic record (2.3%); these are the largest of those, by monthly visits. The median among them is 184,490 visits.

CompanyMonthly visitsAuthorityMobile
Qwantqwant.com43,648,5826177.4%
Hugging Facehuggingface.co41,366,3737231.5%
Mobile Tracker Freemobile-tracker-free.com3,725,7814892%
Ledgerledger.com1,182,9285847.5%
MUImui.com1,060,328582.3%
Sightenginesightengine.com1,029,8484362.2%
GO.camgo.cam855,3562874.4%
CGSecuritycgsecurity.org820,8504816.4%
PrestaShopprestashop.com642,003465.9%
BabylonJSbabylonjs.com418,056433%

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

Most-installed apps

114 of these companies (7.3%) publish at least one Android app — 210 apps in all, carrying 98M 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 (2023Q3–2026Q1).

SegmentAppsInstallsLeading appRelease trend
Cybersecurity11083.8MJitsi Meet 34.5M
Enterprise Collaboration2944.7MSkred Messenger 8.1M
Enterprise Video1034.6MTixeo secure videoconferencing 39.9K
Regtech1916.5MMorpho SCL RDService 11.6M
Security & Surveillance Technology1716.5MMyScript Notes: AI Note Taking 2.2M
Image Recognition1116.3MMSO 1300 E3 L1 RD Service 1.8M
Payments613.4MSharePa by Idemia 40K
It Operations2112.9MSettings 6.6M

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: 72023Q1: 02023Q12023Q2: 12023Q2: 32023Q22023Q3: 52023Q3: 152023Q32023Q4: 32023Q4: 22023Q42024Q1: 32024Q1: 62024Q12024Q2: 42024Q2: 22024Q22024Q4: 32024Q4: 42024Q42025Q1: 22025Q1: 62025Q12025Q2: 52025Q2: 62025Q22025Q3: 22025Q3: 172025Q32025Q4: 22025Q4: 282025Q42026Q1: 62026Q1: 292026Q1

Darker bars are new releases, lighter bars apps updated. 162 of 210 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The France 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 tech1,178
Enterprise software1,013
Saas610
Consumer digital121
Data security113
Identity access management98
Fintech76
Deep tech60
Artificial intelligence49
Native ai in software development49
Enterprise communication48
Future of work48

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

1178companies
4.9%have hiring activity

58 companies hiring · $4.45B disclosed funding

Explore in Radar

How companies make money

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

Subscription1,314
Fee-for-service172
E-commerce - service78
Advertising73
Commission on transaction57
E-commerce - product24
Physical commerce13
Licensing6
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 & acquisitionslumapps.com ↗

LumApps has entered into a definitive agreement to acquire Comeen

Mergers & acquisitionsquarkslab.com ↗

Airbus has agreed a deal to acquire a French cyber security firm less than a month after snapping up a British business operating in the same sector.

Funding roundsqevlar.com ↗

Morgan Lewis advised Forgepoint Capital International and Partech in connection with the $30 million financing round they co-led for Qevlar AI, with participation from EQT Ventures.

Mergers & acquisitionskoyeb.com ↗

French AI company Mistral AI announced its first acquisition today. The company will purchase serverless cloud provider Koyeb, also from France, aiming to enhance its compute infrastructure and support its growing portfolio of AI services.

Funding roundsgitguardian.com ↗

On 11 February 2026, the French start-up GitGuardian, specializing in the detection of "technical secrets" in source code and collaborative tools, announced a C-series fund-raising of $50 million (42 million euros). Led by the US Insight Partners fund, with the participation of French Quadrille Capital and historical investors Eurazeo, Sapphire, Balderton and Bpifrance, this round table brings the total raised by the young shoot to 106 million dollars (89 million euros).

Mergers & acquisitionsseald.io ↗

OVHcloud seals acquisition of Seald

Mergers & acquisitionsyeswehack.com ↗

The bug bounty YesWeHack platform bought Sekost, a young Breton business starter specializing in cybersecurity audits, last September.

Mergers & acquisitionsactility.com ↗

Netmore Group, the leading network operator for Massive IoT, today announced its acquisition of Paris-based Actility, a pioneer in low-power wide-area network (LPWAN) solutions with a presence across Europe, North America, the Middle East, and Australia—along with its subsidiary Abeeway.

Funding roundscertificall.net ↗

In October 2025, Certificall completed a new fund-raising of €1 million.

Full recorded event mix

Top 10 categories among 232 recorded events in the 24-month window.

Funding rounds
58
Earnings
40
Mergers & acquisitions
34
Leadership moves
33
New products
18
Company announcements
12
Contracts
12
Capital infusions
7
Lawsuit
6
Asset acquisitions
6
7 activity cards

Swipe or scroll horizontally to browse.

IPO pipeline

1 companies with recorded IPO activity

Ledger ↗

IPO · US1 reports

Leadership moves

15 tracked people moves

DATA4 Group ↗
Isabel Fernández Polo

Appointment Head of Global Neocloud

Mark Firmin

Appointment Chief Executive Officer

Patrick Deane

Appointment Chief Financial Officer

TSplus ↗
Adrien Carbonne

Appointment Chief Executive Officer

TSplus ↗
Thomas Montalcino

Promotion Chief Technology Officer

PatrOwl ↗
Pauline APRETNA

Appointment Commercial Director

Erwan Rougeux

Appointment Vice President International Growth

DataDome ↗
Pradheep Sampath

Appointment Chief Product Officer

Product launches

Products, platforms and features in the recorded window

Akeneo ↗
Native MCP Server

Feature

Akeneo ↗
Custom Components

Feature

MailInBlack ↗
U-Cyber 360° suite

Cybersecurity

Shift Claims

AI-powered claims operations solution

New Gen ↗
New Gen AI Shopping Platform

E-commerce / AI Shopping

Contract wins

6 recorded customer wins

Scaleway ↗

Customer: european commissionSovereign cloud services

Solsoft ↗

Customer: ekco

2CRSI ↗

Customer: Gilbert Dupontfinancial markets

2CRSI ↗

Customer: PORTZAMPARCfinancial markets

IDEMIA ↗

Customer: airports company south africaTravel & Transportation

IDEMIA ↗

Customer: infoverge solutionsTravel & Transportation

Workforce actions

1 companies with reported reductions

Technicolor ↗

3,000 rolesAI disruptions

Regulatory events

1 recorded events

IDEMIA ↗

Auditor-General

Litigation

6 tracked suits

Company
technicolor v United States Bankruptcy Court, Southern District of Texas

Chapter 15 bankruptcy filingRegulatory · Filed

Company
French authorities v technicolor, Frederic Rose

fraud and breach of trustCriminal · Filed

Earnings pulse

Reported company results in the recorded window.

4companies
44period observations
18.9%median reported growth

Median across 29 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
airbusQuarkslab ↗Announced2026-04-23Not stated in snapshot
LumAppscomeenAnnounced2026-04-21Not stated in snapshot
mistral aiKoyeb ↗Announced2026-02-21Not stated in snapshot
ovhcloudSeald ↗Announced2026-02-09Not stated in snapshot
castik capitalinteract software ↗2026-02-02Not stated in snapshot
Yes We HackSekostAnnounced2026-01-29Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

292 postings in the preceding 12 months. The full 1,203-posting snapshot covers 101 employers.

Expand panel +

Most advertised job titles

Site Reliability Engineer Kubernetes27
Lead Tech Front Reactjs Public Cloud16
Finance Manager11
Vendeur Alternance / Apprentissage H/F11
Directeur Technique (H/F)9
Spécialiste Rémunérations & Avantages Sociaux9
0 internship postings

53 tracked postings mention remote work.

The seniority mix

282 postings specify a level.

unspecified
921
manager
138
senior
71
intern
32
lead
31
entry
10

Skills employers mention

Top skills across 1,203 tracked postings in the available jobs snapshot.

React
30
Typescript
13
Javascript
11
Node.Js
11
Babel
10
Next.Js
8
Webpack
7
Rust
5
Swc
3
Figma
3
THE PEOPLE BUILDING THE FIELD

Founders and leaders

747 founders and chief executives across 546 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

59 profiles with education records.

HEC Paris
16
Stanford University
7
Imperial College London
4
INSEAD
4
Emlyon Business School
4
Harvard Business School
2
University of California (Los Angeles)
2
EDHEC Business School
2

Prior employers

16 profiles with prior-work records.

Google
6
Microsoft
4
Amazon
3
Apple
2
Intel
1
Salesforce
1

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

NEWS INTELLIGENCE

How this industry appears in the news

28,384 articles in the measured 12-month window.

Expand panel +
28,384articles in the measured year
7,473articles in 2026Q1
80.9%positive tone in the latest complete year

News volume trends

Enterprise Infrastructure coverage across France · articles per complete quarter

03,6757,35111,02614,7022021Q2: 4,6092021Q22021Q3: 5,7852021Q4: 4,4772022Q1: 5,9152022Q2: 5,7112022Q22022Q3: 5,2262022Q4: 6,0592023Q1: 6,4352023Q2: 7,0722023Q22023Q3: 8,6672023Q4: 6,2132024Q1: 7,2552024Q2: 6,6612024Q22024Q3: 7,5392024Q4: 7,9002025Q1: 12,7842025Q2: 7,2352025Q22025Q3: 6,7842025Q4: 6,5542026Q1: 7,4732026Q1
View quarterly article counts
QuarterArticles
2021Q24,609
2021Q35,785
2021Q44,477
2022Q15,915
2022Q25,711
2022Q35,226
2022Q46,059
2023Q16,435
2023Q27,072
2023Q38,667
2023Q46,213
2024Q17,255
2024Q26,661
2024Q37,539
2024Q47,900
2025Q112,784
2025Q27,235
2025Q36,784
2025Q46,554
2026Q17,473

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
13,775 positive · 279 neutral · 3,247 negative
2022
18,071 positive · 340 neutral · 4,476 negative
2023
23,076 positive · 325 neutral · 4,956 negative
2024
22,809 positive · 508 neutral · 6,003 negative
2025
26,964 positive · 619 neutral · 5,746 negative

Leading coverage topics

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

Cryptocurrency Impact On Forex Markets5,335 articles in the full recorded period
1,124 recent · 905 prior
New Product Launches And Innovations3,259 articles in the full recorded period
687 recent · 605 prior
Strategic Partnerships And Collaborations3,013 articles in the full recorded period
640 recent · 567 prior
Technology Adoption And Digital Transformation2,866 articles in the full recorded period
594 recent · 563 prior
Company Expansions And New Market Entries1,340 articles in the full recorded period
319 recent · 240 prior
Artificial Intelligence Advancements1,169 articles in the full recorded period
274 recent · 213 prior
Executive Leadership Changes And Appointments1,141 articles in the full recorded period
236 recent · 201 prior
Industry Awards And Recognition Announcements1,050 articles in the full recorded period
164 recent · 260 prior
Professional League Updates995 articles in the full recorded period
164 recent · 162 prior
Global Market Entry Strategies977 articles in the full recorded period
223 recent · 167 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Enterprise Infrastructure coverage across France

KeywordRecentPriorChange
stablecoin fx impact1589665%
cloud infrastructure12156116%
threat intelligence sharing1137943%
threat feed integration664353%
ceo change6220210%
currency etfs583661%
quarterly financials5726119%
invesco currency etfs573754%
payment processor setup563656%
quarterly results5325112%
global marketplace31127-76%
food safety modernization0124-100%
international selling2596-74%
multi-currency1375-83%
borderless commerce2068-71%

Event and signal lenses

Enterprise Infrastructure coverage across France

All complete annual cohorts shown
Rising

Regulatory Risk

47,603 classified articles

payment system integration, payment api development, responsible ai

40.2% critical · 46.5% positive
Rising

Funding Momentum

10,352 classified articles

satellite telecommunication, geostationary satellites, satellite ground stations

34.5% critical · 55.3% positive
Rising

Growth

26,137 classified articles

payment system integration, business partnership, entering global market

28.8% critical · 54.1% positive

Enterprise Infrastructure coverage across France. 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 operating systems for large‑scale distributed computing.

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
20221899.5
20231833.2
20241408.6
20251011.6
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 of deploying big‑data workloads on virtualized cloud infrastructures.

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
2022585.5
2023537.2
2024368.8
2025546.0
Cloud Security and Data ProtectionCommon problems researchers identify · 03

Cloud Security and Data Protection

802 papers

19.9% of this theme group

Studies examine threats and vulnerabilities affecting data confidentiality and integrity in cloud environments.

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
20221627.0
20231670.1
20241310.2
2025748.5
Digital Transformation Business ImpactsCommon problems researchers identify · 04

Digital Transformation Business Impacts

452 papers

11.2% of this theme group

Works 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
2022137.2
2023145.6
2024134.7
2025213.5
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 obstacles 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
20221384.7
20231438.2
20241559.6
20251454.1
Aerosol‑Cloud Interaction ModelingCommon problems researchers identify · 06

Aerosol‑Cloud Interaction Modeling

261 papers

6.5% of this theme group

Authors address difficulties in representing aerosol effects on cloud formation 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
2022135.1
2023146.3
202499.6
202560.2
Edge Computing Performance LimitsCommon problems researchers identify · 07

Edge Computing Performance Limits

220 papers

5.4% of this theme group

Papers investigate latency and resource constraints 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
2022342.6
2023351.2
2024293.4
2025356.5

Cautions

1,133 papers · 7 recurring themes
7 cards

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Cloud Service Performance RisksCautions · 01

Cloud Service Performance Risks

248 papers

21.9% of this theme group

Analyses caution about unpredictable performance when using cloud for scientific workflows and many‑task computing.

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
20221834.6
20231749.5
20241329.7
2025652.5
Remote Sensing Cloud Data UncertaintyCautions · 02

Remote Sensing Cloud Data Uncertainty

184 papers

16.2% of this theme group

Studies warn of classification errors and measurement biases in satellite‑derived cloud observations.

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
2022239.0
2023259.3
2024185.3
2025126.0
Encryption and Cloud VulnerabilitiesCautions · 03

Encryption and Cloud Vulnerabilities

171 papers

15.1% of this theme group

Surveys emphasize residual risks despite encryption, highlighting gaps in cloud security controls.

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
20221739.2
20231788.8
20241394.5
20251001.1
Aerosol Impacts on Climate ModelsCautions · 04

Aerosol Impacts on Climate Models

146 papers

12.9% of this theme group

Research notes difficulties in accurately 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
202257.3
202371.2
202441.9
202533.0
Digital Transformation Audit ConcernsCautions · 05

Digital Transformation Audit Concerns

141 papers

12.4% of this theme group

Works raise caution about financial reporting and compliance challenges arising from rapid cloud adoption.

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
2022145.9
2023154.8
2024145.9
2025244.0
IoT Big‑Data Sustainability Trade‑offsCautions · 06

IoT Big‑Data Sustainability Trade‑offs

134 papers

11.8% of this theme group

Papers highlight energy and security trade‑offs when scaling IoT analytics on cloud infrastructures.

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
20221434.6
20231485.2
20241599.1
20251513.4
Edge Latency and Container OverheadsCautions · 07

Edge Latency and Container Overheads

109 papers

9.6% of this theme group

Analyses point to latency spikes and performance penalties from containerization on edge devices.

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
2022342.6
2023351.2
2024293.4
2025356.5

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 machine‑learning techniques 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
2022772.5
2023764.3
2024487.4
2025573.4
Scalable Virtualized DeploymentOpportunities · 02

Scalable Virtualized Deployment

1,153 papers

19.2% of this theme group

Research explores adaptive methods 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
2022546.4
2023537.2
2024364.8
2025726.1
Advanced Cloud Encryption SchemesOpportunities · 03

Advanced Cloud Encryption Schemes

975 papers

16.2% of this theme group

Works propose novel cryptographic frameworks and intrusion detection to strengthen cloud data 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
20221710.4
20231755.4
20241369.5
2025985.1
IoT‑Cloud Precision AgricultureOpportunities · 04

IoT‑Cloud Precision Agriculture

618 papers

10.3% of this theme group

Studies demonstrate how cloud‑enabled IoT can enhance data‑driven farming and supply‑chain efficiency.

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
20221270.2
20231334.7
20241480.4
20251346.4
Aerosol‑Cloud Interaction AnalyticsOpportunities · 05

Aerosol‑Cloud Interaction Analytics

587 papers

9.8% of this theme group

Papers develop data‑driven models to better predict 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
202289.0
202399.2
202472.7
202570.8
Mobile Edge Computing PlatformsOpportunities · 06

Mobile Edge Computing Platforms

474 papers

7.9% of this theme group

Research introduces frameworks for secure, low‑latency services at the edge of cloud‑assisted IoT networks.

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
2022342.6
2023351.2
2024293.4
2025356.5
Cloud‑Based 3D Point Cloud ProcessingOpportunities · 07

Cloud‑Based 3D Point Cloud Processing

463 papers

7.7% of this theme group

Works present techniques for scalable segmentation and classification of lidar point clouds using cloud resources.

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
2022357.2
2023398.8
2024289.0
2025333.9

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%37.2%
Descriptive21.4%17.7%
Problem-identifying8.6%9.7%
Comparative2.8%3.8%
Cautionary2.6%4.5%
Critical0.5%1.0%

Concerns receiving less research attention

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

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

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

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

GEOGRAPHIC FOOTPRINT

Where companies are based

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

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UNDERSTAND THE LANDSCAPE

Enterprise Infrastructure in France: 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: 7 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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