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 LOS ANGELES EDITION 2026

Los Angeles’s
enterprise infrastructure industry,
in focus.

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

Snapshot: Funding in USD
Illustrated cover for Enterprise Infrastructure Industry Landscape of Los Angeles
US
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Enterprise Infrastructure illustration
MEET THE COMPANIES

Explore Los Angeles’s enterprise infrastructure leaders

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

Expand panel +
Enterprise Infrastructure company highlights in Los Angeles, snapshot 3 September 2026
Company
Magentomagento.com$250M116
Oblongoblong.com$135.09M17
SpaceBeltspacebelt.com$105M
Snapptsnappt.com$101.78M75
Replicatedreplicated.com$81.5M76
TeleSigntelesign.com$78.42M192
Spring Labsspringlabs.com$76.04M30
AppOnboardapponboard.com$69M24
Silvus Technologiessilvustechnologies.com10 roles107
Akanaakana.com6 roles162
Liferayliferay.com5 roles312
Galvanickgalvanick.com2 roles9
Ciphertexciphertex.com1 roles7
Metrobloksmetrobloks.com1 roles
PopIDpopid.com1 roles3
telgorithmtelgorithm.com1 roles23
DeepAIdeepai.org7
EFaxefax.com559
EasyDMARCeasydmarc.com66
GoTo.comgoto.com4,000
Grasshoppergrasshopper.com44
Jetpackjetpack.com846
Senzingsenzing.com25
Solutionzsolutionzinc.com198
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 Los Angeles

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

3 September 2026
Hiring participation3.2%

11 of 348 tracked companies have open roles.

Funding participation23.9%

83 of 348 tracked companies have a recorded round.

Top 3 funding share31.4%

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

Median disclosed round$5M

Midpoint of 98 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 31.4% of disclosed capital, while 76.1% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Los Angeles 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

Los Angeles enterprise infrastructure
$0$79.41M$158.82M$238.24M$317.65M2016: $88M20162017: $278.64M20172018: $206.62M20182019: $48.97M20192020: $66.72M20202021: $109.87M20212022: $189.78M20222023: $69.47M20232024: $103.2M20242025: $56.32M2025
View the numbers
Annual enterprise infrastructure funding and company formation in Los Angeles
YearFunding (USD)FoundedRaising
2016$88M207
2017$278.64M236
2018$206.62M236
2019$48.97M154
2020$66.72M1814
2021$109.87M318
2022$189.78M1813
2023$69.47M108
2024$103.2M711
2025$56.32M38
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Magento16.0%
  • Oblong8.7%
  • SpaceBelt6.7%
  • Other companies68.6%

Funding by stage

112 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel53 47.3%
Series A–B42 37.5%
Series C+ / PE5 4.5%
Grants, debt & other12 10.7%

Recent recorded rounds

Latest recorded rounds · USD
2 rounds

Swipe or scroll horizontally to browse.

Series C05/2026
Spring Labs $5M

Backed by BankTech Ventures and Haymaker Ventures.

Seed03/2026
Very $10M

Backed by Polychain and Berggruen and others.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Expand panel +

Annual accounts availability

Exact designated identities and reviewed filing records were checked, but this page has neither a qualifying preview account nor a target cohort meeting the ten-entity aggregate floor.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

7 of the 348 companies on this page carry a measured traffic record (2%); these are the largest of those, by monthly visits. The median among them is 350,156 visits.

CompanyMonthly visitsAuthorityMobile
DeepAIdeepai.org13,631,5977855%
SecurityTrailssecuritytrails.com428,093371.4%
EasyDMARCeasydmarc.com406,7374816%
Blaze Technologyblaze.tech350,156332.3%
Jetpackjetpack.com324,5554940.6%
Liferayliferay.com156,8784416.4%
Xanoxano.com132,679351.9%

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

Most-installed apps

24 of these companies (6.9%) publish at least one Android app — 48 apps in all, carrying 7.6M 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 (2023Q2–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Cybersecurity267.6MeFax® App: Plus-Pro-Protect 3M
Enterprise Collaboration104MGrasshopper 531.2K
Marketing Services2365.1KTelmex Infinitum Mail 334K
Regtech2294.1KDeepAI: AI Chat, Image & Video 268.2K
Enterprise Video288.1KLogMeIn Resolve 80.3K
It Operations728KSecureData Lock User 12.7K
Marketingtech416.2Kأذكار الصباح والمساء 7.5K
Enterprise Storage415.8KSecureData Lock Managed 2.3K

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.

2022Q4: 12022Q4: 12022Q42023Q2: 12023Q2: 02023Q22023Q3: 72023Q3: 72023Q32024Q2: 12024Q2: 02024Q22025Q1: 12025Q1: 02025Q12025Q2: 22025Q2: 02025Q22025Q3: 12025Q3: 42025Q3

Darker bars are new releases, lighter bars apps updated. 48 of 48 apps carry a release date. The series ends at 2025Q3, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Los Angeles 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 tech289
Enterprise software223
Saas160
Consumer digital42
Data security37
Fintech26
Identity access management24
Enterprise communication22
Deep tech22
Future of work20
Remote work tools18
Low code development platforms17

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

289companies
3.1%have hiring activity

9 companies hiring · $1.51B disclosed funding

Explore in Radar

How companies make money

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

Subscription289
Fee-for-service38
E-commerce - service25
Advertising22
Commission on transaction17
E-commerce - product10
Physical commerce3
Licensing2
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 10 dated reports
Funding roundsfurl.ai ↗

Furl, a security remediation startup, today announced a $10 million Seed round led by Ten Eleven Ventures, with participation from Rapid7 CEO Corey Thomas and Open Opportunity Fund.

Mergers & acquisitionssenzing.com ↗

Senzing has acquired Placekey to strengthen its entity resolution capabilities using standardized geospatial data.

Mergers & acquisitionsgrasshopper.com ↗

Enova International, Inc., a leading financial services company powered by machine learning and world-class analytics, announced it has signed a definitive agreement to acquire Grasshopper Bancorp, Inc., and its wholly owned subsidiary Grasshopper Bank N.A. (“Grasshopper”), in a cash and stock transaction valued at approximately $369 million.

Mergers & acquisitionsweavy.com ↗

Design platform Figma said today that it has acquired AI-powered image and video generation company Weavy.

Mergers & acquisitionsspirion.com ↗

Data-centric software solutions provider archTIS has completed its $15.7 million acquisition of Spirion LLC, further cementing its path for expansion in the US.

Mergers & acquisitionssnappt.com ↗

Los Angeles-based Snappt, a platform for applicant trust in multifamily housing, has announced it has acquired Trigo.

Funding roundsoblong.com ↗

Oblong, Inc. (Nasdaq: OBLG) ("Oblong" or the "Company"), a technology services provider specializing in innovative IT solutions, today announced it has entered into a securities purchase agreement to raise approximately $7.5 million through the sale of 1,989,392 shares of common stock (or common stock equivalents in lieu thereof) at $3.77 per share in a private placement priced at-the-market under Nasdaq rules.

Funding roundspopid.com ↗

PopID has received equity financing with investments from Verifone, Chipotle’s Cultivate Next venture fund, Commerce Ventures, PayPal and Visa Ventures.

Mergers & acquisitionssilvustechnologies.com ↗

Los Angeles-based Silvus Technologies, a developer and manufacturer of mobile communications datalinks that facilitate data transmission without the need for fixed infrastructure, will be sold by investment firm TJC LP to Motorola Solutions Inc. for $5 billion.

Funding roundswarrant.dev ↗

Warrant, a Durham, NC-based AI-powered marketing compliance platform, has raised $720,000 in pre‑seed funding.

Full recorded event mix

Top 7 categories among 47 recorded events in the 24-month window.

Leadership moves
22
Mergers & acquisitions
9
Funding rounds
8
Earnings
3
New products
2
Contracts
2
Buyback
1
3 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

4 tracked people moves

Senzing ↗
Stephen Gilderdale

Appointment President & Chief Commercial Officer

Snappt ↗
James Hyde

Appointment Chief Executive Officer

Snappt ↗
Daniel Berlind

Appointment Executive Chairman

PrivacyHawk ↗
Steve Blackford

Appointment Chief Marketing Officer

Product launches

Products, platforms and features in the recorded window

Solutionz ↗
G2 Growth × Giving framework

Product

Contract wins

1 recorded customer wins

SDF ↗

Customer: AGCO CorporationAgricultural machinery

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
motorola solutionsSilvus Technologies ↗Announced2025-12-31$4.4B
SenzingPlacekeyAnnounced2025-12-12Not stated in snapshot
enova internationalGrasshopper ↗Announced2025-12-11$369.0M
archtisSpirion ↗Announced2025-11-03Not stated in snapshot
figmaWeavy ↗Announced2025-10-30Not stated in snapshot
SnappttrigoAnnounced2025-08-20Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

454 postings in the preceding 12 months. The full 636-posting snapshot covers 31 employers.

Expand panel +

Most advertised job titles

Security Officer (Armed)83
Account Executive16
Senior Paid Social Manager12
Paid Media Intern12
Security Guard (Cifso)10
Sr. Gtm Recruiter (Temp)8
0 internship postings

24 tracked postings mention remote work.

The seniority mix

219 postings specify a level.

unspecified
417
senior
85
manager
77
lead
36
intern
17
entry
4

Skills employers mention

Top skills across 636 tracked postings in the available jobs snapshot.

Kubernetes
15
Web3
10
Aws
7
Typescript
7
Iaas
6
Blockchain
6
Infrastructure
6
Cloud Native
6
Api Services
6
Dbt
5
THE PEOPLE BUILDING THE FIELD

Founders and leaders

216 founders and chief executives across 162 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

32 profiles with education records.

University of California (Los Angeles)
10
University of California (Berkeley)
5
Stanford University
5
University of Chicago
3
McGill University
2
MIT Sloan School of Management
2
Columbia University
1
Yale University
1

Prior employers

11 profiles with prior-work records.

Amazon
4
Microsoft
3
McKinsey
1
Google
1
Morgan Stanley
1
Uber
1
Facebook
1
Intel
1

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

NEWS INTELLIGENCE

How this industry appears in the news

10,941 articles in the measured 12-month window.

Expand panel +
10,941articles in the measured year
2,926articles in 2026Q1
74.1%positive tone in the latest complete year

News volume trends

Enterprise Infrastructure coverage tagged Los Angeles · articles per complete quarter

01,3842,7694,1535,5372021Q2: 3,0292021Q22021Q3: 2,9472021Q4: 2,8022022Q1: 3,6432022Q2: 3,2822022Q22022Q3: 2,7582022Q4: 2,9402023Q1: 3,4192023Q2: 3,2582023Q22023Q3: 3,0042023Q4: 2,7382024Q1: 4,0012024Q2: 3,4962024Q22024Q3: 3,4452024Q4: 3,3032025Q1: 4,8152025Q2: 2,4952025Q22025Q3: 2,9992025Q4: 2,2862026Q1: 2,9262026Q1
View quarterly article counts
QuarterArticles
2021Q23,029
2021Q32,947
2021Q42,802
2022Q13,643
2022Q23,282
2022Q32,758
2022Q42,940
2023Q13,419
2023Q23,258
2023Q33,004
2023Q42,738
2024Q14,001
2024Q23,496
2024Q33,445
2024Q43,303
2025Q14,815
2025Q22,495
2025Q32,999
2025Q42,286
2026Q12,926

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
6,958 positive · 116 neutral · 2,295 negative
2022
9,523 positive · 178 neutral · 2,867 negative
2023
8,947 positive · 178 neutral · 3,232 negative
2024
10,102 positive · 162 neutral · 3,915 negative
2025
9,299 positive · 119 neutral · 3,136 negative

Leading coverage topics

Enterprise Infrastructure coverage tagged Los Angeles · ranked by full-period article count.

Cryptocurrency Impact On Forex Markets94,158 articles in the full recorded period
31,113 recent · 19,529 prior
New Product Launches And Innovations28,329 articles in the full recorded period
7,707 recent · 6,188 prior
Strategic Partnerships And Collaborations25,691 articles in the full recorded period
7,051 recent · 5,476 prior
Technology Adoption And Digital Transformation25,626 articles in the full recorded period
6,850 recent · 5,680 prior
Military Technology Advancements20,985 articles in the full recorded period
6,212 recent · 4,007 prior
Cybersecurity And Cyber Warfare19,402 articles in the full recorded period
5,800 recent · 3,655 prior
Lunar And Martian Exploration Missions18,792 articles in the full recorded period
7,142 recent · 3,296 prior
Security And Defense Policies17,295 articles in the full recorded period
4,745 recent · 3,715 prior
Executive Leadership Changes And Appointments16,746 articles in the full recorded period
3,446 recent · 3,549 prior
International Political Relations15,728 articles in the full recorded period
4,153 recent · 3,435 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

United States comparison coverage

KeywordRecentPriorChange
stablecoin fx impact4,9382,48499%
artemis program3,7162411442%
decentralized forex2,5841,50672%
stock performance2,4471,67746%
aerial bombardments1,68385697%
cloud infrastructure1,65094375%
drone warfare1,64796670%
crypto volatility fx1,634690137%
crypto-fiat arbitrage1,50783381%
national security strategy1,15779945%
fighter jets524832-37%
asteroid characterization342708-52%
air superiority fighters439666-34%
private astronaut missions422630-33%
ai data management355584-39%

Event and signal lenses

United States comparison coverage

All complete annual cohorts shown
Rising

Regulatory Risk

410,501 classified articles

stablecoin fx impact, decentralized forex, stock performance

45.2% critical · 45.3% positive
Rising

Funding Momentum

130,264 classified articles

weapons system funding, defense appropriations, military spending bills

41.7% critical · 55.9% positive
Rising

Growth

166,320 classified articles

earnings report, stock performance, quarterly financials

35.4% critical · 56.1% positive

Enterprise Infrastructure coverage tagged Los Angeles. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Enterprise Infrastructure research is working on

8,654 papers in the recorded india scope.

Expand panel +
8,654papers
53,444worldwide comparison pool
8,654India-affiliated papers

Research orientation

Breakthrough
3,574
Promising
2,233
Descriptive
1,230
Problem-identifying
962
Cautionary
352
Comparative
249
Critical
54

Contribution mix

Methods-led
4,988
Empirical
1,925
Reviews
1,028
Position pieces
653
Theoretical
60

Tone counts: 8,054 positive · 325 neutral · 275 negative.

Common problems researchers identify
1,016 papers · 11.7% of this field
  • Cloud computing712 papers
  • Scalability90 papers
  • Computer security77 papers
  • Big data74 papers
  • Software deployment64 papers
  • Cloud computing security63 papers
  • Corporate governance42 papers
  • Health care38 papers

Landmark: Edge Computing: Vision and Challenges

Cautions
352 papers · 4.1% of this field
  • Cloud computing213 papers
  • Aerosol37 papers
  • Atmospheric sciences34 papers
  • Cloud cover23 papers
  • Satellite23 papers
  • Meteorology22 papers
  • Radiative transfer22 papers
  • Scalability20 papers

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

Opportunities
5,807 papers · 67.1% of this field
  • Cloud computing3,781 papers
  • Scalability783 papers
  • Software deployment399 papers
  • Analytics286 papers
  • Workflow279 papers
  • Edge computing236 papers
  • Enhanced Data Rates for GSM Evolution229 papers
  • Point cloud226 papers

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

Leading institutions

Temple University
44,860
Google
41,687
University of California, Berkeley
37,457
Microsoft
30,895
NSF National Center for Atmospheric Research
22,639
Georgia Institute of Technology
19,905

Leading researchers

Sudhir Kumar
39,741
Glen Stecher
39,741
Koichiro Tamura
39,741
Michael Li
37,942
Christina Knyaz
37,942
Stephen E. Fick
15,995
Robert J. Hijmans
15,995
Yangqing Jia
15,442

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
  • Caffe: Convolutional Architecture for Fast Feature Embedding4,292 citations

Common problems researchers identify

846 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

216 papers

25.5% of this theme group

Researchers highlight limits in scaling cloud platforms and distributed computing infrastructures.

Cloud computing (213) · Scalability (34) · Distributed computing (16) · Operating system (20)

Cloud Computing: Distributed Internet Computing for IT and Scientific Research

Big data and cloud computing

View research history
YearShare index
20221888.2
20231820.5
20241392.9
2025997.1
Cloud Automation and Analytics GapsCommon problems researchers identify · 02

Cloud Automation and Analytics Gaps

128 papers

15.1% of this theme group

Papers point to challenges integrating automation and real‑time analytics within cloud environments.

Cloud computing (95) · Automation (16) · Analytics (13) · Big data (15)

Real-Time AI-Powered Predictive Analytics in Cloud-Based Healthcare Platforms: From Concept to Implementation

Cloud finance architecture: Designing scalable and secure artificial intelligence infrastructure for financial applications

View research history
YearShare index
2022450.0
2023445.6
2024335.6
2025518.6
Security and Privacy in CloudCommon problems researchers identify · 03

Security and Privacy in Cloud

126 papers

14.9% of this theme group

Studies expose persistent security and privacy vulnerabilities across cloud services.

Computer security (58) · Cloud computing security (48) · Cloud computing (114) · Internet privacy (12)

Security and Privacy Challenges in Cloud Computing Environments

An analysis of security issues for cloud computing

View research history
YearShare index
20221755.1
20231783.9
20241378.6
2025696.9
Virtualization and Microservice Deployment IssuesCommon problems researchers identify · 04

Virtualization and Microservice Deployment Issues

119 papers

14.1% of this theme group

Works discuss obstacles in virtualized networks, microservice orchestration, and encryption handling.

Virtualization (14) · Software deployment (16) · Microservices (11) · Encryption (10)

Network function virtualization: Challenges and opportunities for innovations

Software-defined network virtualization: an architectural framework for integrating SDN and NFV for service provisioning in future networks

View research history
YearShare index
2022418.0
2023388.2
2024276.2
2025403.0
Big Data Healthcare Cloud BarriersCommon problems researchers identify · 05

Big Data Healthcare Cloud Barriers

112 papers

13.2% of this theme group

Authors note methodological and integration hurdles for big data in cloud‑enabled health systems.

Big data (35) · Health care (18) · Cloud computing (55) · Digital transformation (10)

Methodological challenges and analytic opportunities for modeling and interpreting Big Healthcare Data

Exploring the future of artificial intelligence, cloud, and data-driven innovation in healthcare delivery

View research history
YearShare index
2022437.9
2023433.6
2024368.2
2025500.1
Aerosol‑Cloud Interaction UncertaintiesCommon problems researchers identify · 06

Aerosol‑Cloud Interaction Uncertainties

91 papers

10.8% of this theme group

Research flags incomplete understanding of aerosol effects on cloud formation and climate modeling.

Aerosol (23) · Atmospheric sciences (15) · Climatology (12) · Radiative transfer (11)

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

Review of Aerosol–Cloud Interactions: Mechanisms, Significance, and Challenges

View research history
YearShare index
202263.1
202373.4
202444.5
202532.9
Edge Computing and GSM EvolutionCommon problems researchers identify · 07

Edge Computing and GSM Evolution

54 papers

6.4% of this theme group

Papers identify performance and integration challenges for edge devices supporting next‑generation mobile networks.

Enhanced Data Rates for GSM Evolution (32) · Edge computing (30) · Edge device (18) · Cloud computing (43)

Edge Computing: Vision and Challenges

The Promise of Edge Computing

View research history
YearShare index
2022341.3
2023347.8
2024290.4
2025353.1

Cautions

307 papers · 6 recurring themes
6 cards

Swipe or scroll horizontally to browse.

Cloud Scalability and Resource Management RisksCautions · 01

Cloud Scalability and Resource Management Risks

80 papers

26.1% of this theme group

Authors caution about resource contention and scalability limits in cloud operating systems.

Cloud computing (71) · Operating system (13) · Scalability (11) · Resource (6)

Above the Clouds: A Berkeley View of Cloud Computing

On the Use of Cloud Computing for Scientific Workflows

View research history
YearShare index
20221614.7
20231551.3
20241221.4
2025920.6
Aerosol Impacts on Cloud ReflectivityCautions · 02

Aerosol Impacts on Cloud Reflectivity

63 papers

20.5% of this theme group

Studies warn that aerosol reductions can alter cloud reflectivity and regional climate patterns.

Aerosol (32) · Atmospheric sciences (21) · Radiative transfer (10) · Cloud condensation nuclei (7)

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

Regional variability of aerosol impacts on clouds and radiation in global kilometer-scale simulations

View research history
YearShare index
202261.6
202372.3
202442.7
202534.3
Cloud Representation in Climate ModelsCautions · 03

Cloud Representation in Climate Models

55 papers

17.9% of this theme group

Researchers highlight persistent biases in cloud simulation within global climate models.

Atmospheric sciences (18) · Cloud cover (12) · Climatology (11) · Climate model (10)

Cloud ice: A climate model challenge with signs and expectations of progress

Exposing Global Cloud Biases in the Community Atmosphere Model (CAM) Using Satellite Observations and Their Corresponding Instrument Simulat

View research history
YearShare index
202275.3
202382.7
202450.1
202536.3
Automation and Big Data Integration ConcernsCautions · 04

Automation and Big Data Integration Concerns

40 papers

13.0% of this theme group

Works advise careful design of automated analytics pipelines to avoid reliability pitfalls.

Analytics (7) · Big data (7) · Cloud computing (23) · Automation (6)

AI-Driven Big Data Analytics in Cloud Environments: Applications and Innovations

Technical Review: AI and Human-AI Collaboration in Enterprise Cloud Infrastructure Automation and Platform Engineering for Multi-Cloud Globa

View research history
YearShare index
2022450.0
2023445.6
2024335.6
2025518.6
Encryption and Intrusion Detection LimitsCautions · 05

Encryption and Intrusion Detection Limits

36 papers

11.7% of this theme group

Papers discuss weaknesses in current cryptographic and intrusion detection approaches for distributed IoT.

Encryption (5) · Intrusion detection system (3) · Data security (3) · Cryptography (3)

Invisible Leaks: Covert Channel Exploitation in In-Sensor Computing System

Applying AI-Based Threat Detection Systems to Secure Distributed Iot Networks and Real-Time Data Transmission in Edge Computing and Cybersec

View research history
YearShare index
2022644.0
2023687.0
2024530.8
2025646.8
Satellite Cloud Observation ChallengesCautions · 06

Satellite Cloud Observation Challenges

33 papers

10.7% of this theme group

Authors note measurement and classification difficulties for clouds using satellite and lidar data.

Satellite (11) · Cloud computing (23) · Cloud top (5) · Lidar (4)

Water droplet calibration of the Cloud Droplet Probe (CDP) and in-flight performance in liquid, ice and mixed-phase clouds during ARCPAC

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

View research history
YearShare index
2022159.8
2023171.9
2024115.9
2025131.3

Opportunities

5,042 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Advanced Scheduling for Cloud WorkloadsOpportunities · 01

Advanced Scheduling for Cloud Workloads

1,333 papers

26.4% of this theme group

Opportunities focus on load balancing and resource scheduling across heterogeneous cloud platforms.

Cloud computing (1,263) · Distributed computing (159) · Scalability (245) · Scheduling (130)

A Review on Load Balancing Framework for Efficient Resource Scheduling in Cloud-based Healthcare Systems

Multi-Cloud Optimization: Orchestrating Workloads Across Heterogeneous Cloud Environments

View research history
YearShare index
2022767.3
2023763.6
2024486.5
2025567.3
Efficient Virtualized Deployment PipelinesOpportunities · 02

Efficient Virtualized Deployment Pipelines

922 papers

18.3% of this theme group

Research promotes streamlined deployment and automated machine‑learning pipelines for scalable cloud services.

Scalability (156) · Virtualization (68) · Software deployment (84) · Cloud computing (224)

<i>$\mathsf{streamline}$</i>: Accelerating Deployment and Assessment of Real-Time Big Data Systems

An Optimized Automated Machine Learning Pipeline for High-Performance, Cost-Efficient, and Reliable Deployment

View research history
YearShare index
2022549.1
2023543.7
2024374.3
2025727.5
Privacy‑Preserving Cloud Security SolutionsOpportunities · 03

Privacy‑Preserving Cloud Security Solutions

791 papers

15.7% of this theme group

Works explore cryptographic techniques and federated learning to enhance cloud security and compliance.

Encryption (174) · Cloud computing (612) · Computer security (155) · Cryptography (68)

Privacy-Preserving and Communication-Efficient Federated Learning for Cloud-Scale Distributed Intelligence

Cloud Security in Financial Services: Implementing Scalable and Compliant Multi-Cloud Architectures

View research history
YearShare index
20221699.2
20231743.9
20241356.8
2025971.8
Intelligent Cloud Analytics AutomationOpportunities · 04

Intelligent Cloud Analytics Automation

681 papers

13.5% of this theme group

Papers present AI‑driven frameworks to optimize cloud data centers for reliability and cost efficiency.

Cloud computing (551) · Analytics (92) · Big data (80) · Automation (74)

A Framework for Intelligent Cloud Systems: Enabling Secure, Policy-Driven, and Sustainable AI at Scale

AI-Driven Optimization of Cloud Data Centers: Enhancing Reliability and Cost Efficiency

View research history
YearShare index
2022450.0
2023445.6
2024335.6
2025518.6
Aerosol‑Cloud Interaction Modeling AdvancesOpportunities · 05

Aerosol‑Cloud Interaction Modeling Advances

568 papers

11.3% of this theme group

Studies develop new observational and modeling approaches to quantify aerosol effects on clouds.

Aerosol (90) · Meteorology (72) · Satellite (99) · Atmospheric sciences (62)

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

A Model Intercomparison Study of Aerosol-cloud-turbulence Interactions in a Cloud Chamber. Part 1: Model Results

View research history
YearShare index
2022171.9
2023179.7
2024133.7
2025101.2
Secure Edge‑Cloud IntegrationOpportunities · 06

Secure Edge‑Cloud Integration

456 papers

9.0% of this theme group

Research highlights federated learning and secure architectures for real‑time edge computing services.

Edge computing (231) · Enhanced Data Rates for GSM Evolution (232) · Edge device (91) · Mobile edge computing (53)

A Secure IoT Service Architecture With an Efficient Balance Dynamics Based on Cloud and Edge Computing

Integrate Federated Learning and Edge Computing to Provide Real-Time Attack Prediction with Cybersecurity Threat Intelligence in the Interne

View research history
YearShare index
2022341.3
2023347.8
2024290.4
2025353.1
3D Point Cloud Processing in CloudOpportunities · 07

3D Point Cloud Processing in Cloud

291 papers

5.8% of this theme group

Papers advance segmentation and recognition techniques for large‑scale point‑cloud data using cloud resources.

Point cloud (218) · Lidar (37) · Segmentation (27) · Cloud computing (166)

Point cloud labeling using 3D Convolutional Neural Network

LPD-Net: 3D Point Cloud Learning for Large-Scale Place Recognition and Environment Analysis

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
Breakthrough41.3%26.5%
Promising25.8%36.6%
Descriptive14.2%17.7%
Problem-identifying11.1%10.0%
Cautionary4.1%4.3%
Comparative2.9%3.8%
Critical0.6%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 Environments3935.37%81 (20.6%)4.88%
Energy & datacenter footprintEnergy aware consolidation for cloud computing1031.41%15 (14.6%)1.49%
Carbon & emissions of computeMeasuring the Carbon Intensity of AI in Cloud Instances130.18%2 (15.4%)0.14%
Safety & misuseLocal AI Governance: Addressing Model Safety and Policy Challenges Posed by Decentralized AI80.11%4 (50.0%)0.12%
Concentration of compute powerGeopolitical ecologies of cloud capitalism: Territorial restructuring and the making of national computing power in the 80.11%4 (50.0%)0.06%
Bias & fairnessThe CALIPSO Lidar Cloud and Aerosol Discrimination: Version 2 Algorithm and Initial Assessment of Performance70.1%3 (42.9%)0.07%
Hardware, e-waste & supply chainToo many bits: tackling the waste epidemic in digital medicine60.08%2 (33.3%)0.04%
Water useAI-Optimized Cooling in Cloud Data Centers: A Feasibility Analysis; Environmental Strategies of the Cloud Computing Indu50.07%3 (60.0%)0.03%
Labour & data workCANalyzer: An Interactive Dashboard to Log CAN Messages and Analyze Data; The Future of Work: Analyzing Labor Market Evo10.01%0 (0.0%)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: United States. This may be broader than the company geography.

UNDERSTAND THE LANDSCAPE

Enterprise Infrastructure in Los Angeles: 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: 3 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.

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