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 AUSTIN EDITION 2026

Austin’s
enterprise infrastructure industry,
in focus.

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

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

An industry ecosystem,
measured in context.

Enterprise Infrastructure illustration
MEET THE COMPANIES

Explore Austin’s enterprise infrastructure leaders

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

Expand panel +
Enterprise Infrastructure company highlights in Austin, snapshot 2 September 2026
Company
SolarWindssolarwinds.com$1.71B11 roles1,646
Tricentistricentis.com$1.5B51Financial figure available in RadarView in Radar
NinjaOneninjaone.com$761.5M5 roles540
Invictiinvicti.com$665M323
SailPointsailpoint.com$426.65M11 roles1,191$438.95MFYFY2021 filing
Cyaracyara.com$375M6 roles94Financial figure available in RadarView in Radar
Onticontic.co$286.65M41
SEONseon.io$186.62M20Financial figure available in RadarView in Radar
Abrigoabrigo.com9 roles1
Argantealarganteal.com6 roles6
SecureLinksecurelink.com6 roles158
Evo Securityevosecurity.com4 roles25
Acumeraacumera.com132
Dokkugithub.com2,193
Formspreeformspree.io4
Lepidelepide.com44Financial figure available in RadarView in Radar
Liquibaseliquibase.com75
MXToolboxmxtoolbox.com14
National Instrumentsni.com3,095
Netgatenetgate.com126
Open Lendingopenlending.com180$93.22MFYFY2025 filing
PyDatapydata.org
SerpApiserpapi.com14
SparkCognitionsparkcognition.com129
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

Explore the live startup set in Radar

No company example met every recorded classification, independence and public-profile gate in this snapshot. The live directory may have newer qualifying companies.

Explore classified startups in Radar ↗
THE KEY SIGNALS

Enterprise Infrastructure industry KPIs in Austin

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

2 September 2026
Hiring participation5.5%

27 of 491 tracked companies have open roles.

Funding participation34.0%

167 of 491 tracked companies have a recorded round.

Top 3 funding share42.6%

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

Median disclosed round$6.76M

Midpoint of 210 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 42.6% of disclosed capital, while 66.0% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Austin 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

Austin enterprise infrastructure
$0$497.51M$995.02M$1.49B$1.99B2016: $1.75B20162017: $313.18M20172018: $184.35M20182019: $562.72M20192020: $243.5M20202021: $993.02M20212022: $613.9M20222023: $210.79M20232024: $1.74B20242025: $988.2M2025
View the numbers
Annual enterprise infrastructure funding and company formation in Austin
YearFunding (USD)FoundedRaising
2016$1.75B3014
2017$313.18M2917
2018$184.35M1826
2019$562.72M2417
2020$243.5M2714
2021$993.02M2620
2022$613.9M2619
2023$210.79M3116
2024$1.74B919
2025$988.2M714
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • SolarWinds18.3%
  • Tricentis16.1%
  • NinjaOne8.2%
  • Other companies57.4%

Funding by stage

248 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel94 37.9%
Series A–B108 43.5%
Series C+ / PE30 12.1%
Grants, debt & other16 6.5%

Recent recorded rounds

Latest recorded rounds · USD
1 rounds

Swipe or scroll horizontally to browse.

Series C04/2026
Coder $90M

Backed by KKR and Qube Research & Technologies and others.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series C08/2025
Onticontic.co$230M

Backed by KKR and JMI Management and others.

Series B04/2022
SEONseon.io$94M

Backed by IVP and Creandum and others.

Series C04/2026
Codercoder.com$90M

Backed by KKR and Qube Research & Technologies and others.

Series C01/2020
Vaporvapor.io$90M

Backed by Crown Castle and Berkshire Partners.

Series C09/2025
SEONseon.io$80M

Backed by Sixth Street and IVP and others.

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 +
USD · millions · consolidated

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 · 1 reporting entities from 4 eligible matches.

Revenue in covered accounts

Sum of reporting-entity revenue; not Austin 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 1 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 · 1 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.

1 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
AUSTIN · 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 Austin companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Busiest websites

12 of the 491 companies on this page carry a measured traffic record (2.4%); these are the largest of those, by monthly visits. The median among them is 358,339 visits.

CompanyMonthly visitsAuthorityMobile
OCIoraclecloud.com63,557,2535931.6%
MXToolboxmxtoolbox.com4,122,4716312.4%
Formspreeformspree.io1,284,4664219.8%
SerpApiserpapi.com1,255,5854720.8%
Boomlifyboomlify.com1,135,4422944.8%
Canopycanopy.us505,2923758.9%
StopLightstoplight.io211,3873915.5%
OpenStackopenstack.org151,4154434.2%
Carbon Design Systemcarbondesignsystem.com130,6413814.2%
Metasploitmetasploit.com122,8014615.9%

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

Most-installed apps

30 of these companies (6.1%) publish at least one Android app — 52 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 (2023Q1–2026Q1).

SegmentAppsInstallsLeading appRelease trend
Cybersecurity207.4MLifesize Video Conferencing 3.6M
Enterprise Collaboration53.6MGRIDLOCK 11.8K
Enterprise Video43.6MLifesize Room Controller 1.6K
Artificial Intelligence6257KCanopy - AI Online Safety App 189.5K
Security & Surveillance Technology13245.4KCanopy Shield 48.4K
It Operations698.8KSolarWinds Service Desk 45.8K
Enterprise Networking559.5KDameware Remote Everywhere App 6.5K
Paas831.9KTemenos Quantum 22.4K

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: 02022Q42023Q1: 12023Q1: 22023Q12023Q2: 22023Q2: 02023Q22023Q3: 12023Q3: 22023Q32023Q4: 22023Q4: 02023Q42024Q1: 12024Q1: 02024Q12024Q4: 12024Q4: 12024Q42025Q1: 12025Q1: 22025Q12025Q2: 12025Q2: 12025Q22025Q3: 12025Q3: 42025Q32025Q4: 12025Q4: 72025Q42026Q1: 32026Q1: 32026Q1

Darker bars are new releases, lighter bars apps updated. 50 of 52 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Austin 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 tech411
Enterprise software339
Saas230
Data security42
Identity access management38
Fintech36
Consumer digital35
Deep tech33
Artificial intelligence23
Native ai in software development23
Anti fraud management23
Security analytics20

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

411companies
5.6%have hiring activity

23 companies hiring · $9.26B disclosed funding

Explore in Radar

How companies make money

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

Subscription417
Fee-for-service41
Advertising22
E-commerce - service21
Commission on transaction14
E-commerce - product10
Physical commerce10
Licensing3
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 roundscoder.com ↗

Coder has now raised a total of $172.8M in total equity funding and is backed by Kohlberg Kravis Roberts & Co., Qube Research & Technologies, and Uncork Capital.

Funding roundsaltr.com ↗

Italy’s Branca International has invested in Altr, a US-based startup specialising in technology that removes or reduces alcohol from beverages.

Mergers & acquisitionssevcosecurity.com ↗

Arctic Wolf acquired US cybersecurity company Sevco Security, with no financial details disclosed.

Mergers & acquisitionsabrigo.com ↗

Abrigo, a leading provider of compliance, credit risk, lending, and data and analytics solutions for U.S. financial institutions, has acquired 360 View, an industry leader in banking CRM, marketing automation, and profitability analytics.

Mergers & acquisitionsaccelsius.com ↗

Legrand has announced the acquisition of Kratos Industries and a strategic investment in Accelsius

Mergers & acquisitionsoracle.com ↗

Avnet Technology Solutions, an operating group of Avnet, Inc., added another major brand to its portfolio in the Middle East and North Africa (MENA) region by acquiring the value added distribution rights for the full range of Oracle software and Oracle Hardware across the MENA region.

Funding roundsverisoul.ai ↗

Since raising its $3.25 million seed round, Verisoul has scaled from zero to 100+ customers while achieving over6x ARR growth in the past year.

Mergers & acquisitionsborland.com ↗

Kering Ventures, the Kering Group's investment arm, has acquired a minority stake in the Chinese jewelry company Borland, through a round of financing in which other companies such as Xiaomi technology have also participated.

Funding roundsnudgesecurity.com ↗

Nudge Security, a leading innovator in SaaS and AI security governance, has secured a $22.5m Series A funding round.

Mergers & acquisitionsverosint.com ↗

Imprivata, backed by Thoma Bravo, acquired Verosint, an Austin, Texas‑based identity threat detection and response solutions company. Financial terms were not disclosed.

Full recorded event mix

Top 10 categories among 1,054 recorded events in the 24-month window.

New products
274
Earnings
184
Leadership moves
164
Company announcements
97
Contracts
78
Layoffs
63
Funding rounds
61
Mergers & acquisitions
35
Lawsuit
33
Capital infusions
23
7 activity cards

Swipe or scroll horizontally to browse.

IPO pipeline

2 companies with recorded IPO activity

Oracle ↗

IPO3 reports

SailPoint ↗

IPO · NASDAQ17 reports

Leadership moves

29 tracked people moves

Oracle ↗
Hilary Maxson

Appointment Chief Financial Officer

Patrick Dillon

Appointment Chief Revenue Officer

SailPoint ↗
Levent Besik

Appointment Chief Product Officer

Oracle ↗
Safra Catz

Resignation Executive Vice Chairman of the Board

Oracle ↗
Doug Kehring

Appointment Chief Financial Officer

SEON ↗
Jules Gsell

Appointment Board Member

NSS Labs ↗
Dominick Delfino

Appointment Executive Advisor

Andrew Peterson

Appointment Board of Directors Member

Product launches

Products, platforms and features in the recorded window

Oracle ↗
Oracle Cloud Reconciliation Solutions

Account Reconciliation Software

SolarWinds ↗
SW1™

Observability

Oracle ↗
GenAI Asset Summarization (Asset 360 Portal)

Utilities

NinjaOne ↗
NinjaOne Vulnerability Management

IT Security

SolarWinds ↗
Partner-led Demand Generation Enhancements

Partner Program

Sharegate ↗
ShareGate Partner Program

Partner Program

Contract wins

48 recorded customer wins

Oracle ↗

Customer: United States Defense DepartmentDefense

Oracle ↗

Customer: German governmentSoftware

Netgate ↗

Customer: Chancerygate and BridgesReal Estate

Regulatory events

8 recorded events

Oracle ↗

approved for power supplyMichigan

Oracle ↗

approved to keep TikTok available in the U.S.President Donald Trump

Oracle ↗

approved for H-1B visasUS Citizenship and Immigration Services (USCIS)

Oracle ↗

EU chided Oracle for lack of cooperationEuropean Commission

Litigation

35 tracked suits

Company
Time Quantum v oracle, south african post office

breach of licence agreementsCivil · Verdict

Company
Hayden Artificial AI Technologies Inc. v seon, safe fleet

trade secrets and copyright infringementCivil · Ongoing

Earnings pulse

Reported company results in the recorded window.

7companies
234period observations
12.0%median reported growth

Median across 193 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
Oraclesun microsystemsCompleted2026-04-14Not stated in snapshot
Abrigo360 viewAnnounced2026-03-20Not stated in snapshot
arctic wolfSevco Security ↗Announced2026-03-09Not stated in snapshot
legrandAccelsius ↗Announced2026-02-16Not stated in snapshot
avnet technology solutionsOracle ↗Announced2026-02-10Not stated in snapshot
Oraclesilver creek systemsAnnounced2026-02-10Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

4,930 postings in the preceding 12 months. The full 6,012-posting snapshot covers 55 employers.

Expand panel +

Most advertised job titles

Principal Technical Program Manager82
Sr Data Analyst78
Software Development Manager54
Oracle Health Principal Consultant Women\'S Health51
Principal Consultant Oracle Health Point Of Care46
Senior Administrative Assistant44
1 internship postings

116 tracked postings mention remote work.

The seniority mix

3,936 postings specify a level.

unspecified
2,076
senior
1,529
lead
1,436
manager
881
intern
87
entry
3

Skills employers mention

Top skills across 6,012 tracked postings in the available jobs snapshot.

Python
60
Salesforce
59
Java
58
Linux
46
Aws
43
Go
38
Sql
35
Typescript
32
Gcp
30
Crm
29
ADVERTISED PAY$114.7K/ year

Median across 310 postings with pay data, expressed in USD.

Salary by seniority

senior$118.3K/ year75 postings
lead$114.7K/ year66 postings
manager$139.4K/ year35 postings

Advertised posting medians do not describe all employees or roles.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

339 founders and chief executives across 232 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

37 profiles with education records.

University of California (Berkeley)
3
Cornell University
3
Columbia University
3
Carnegie Mellon University
3
Yale University
3
University of Pennsylvania
3
Harvard University
3
BITS Pilani
2

Prior employers

12 profiles with prior-work records.

Cisco
6
Intel
2
Microsoft
2
Apple
1
Paypal
1
Morgan Stanley
1
Amazon
1

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

NEWS INTELLIGENCE

How this industry appears in the news

4,294 articles in the measured 12-month window.

Expand panel +
4,294articles in the measured year
1,170articles in 2026Q1
83.8%positive tone in the latest complete year

News volume trends

Enterprise Infrastructure coverage tagged Austin · articles per complete quarter

05231,0461,5692,0922021Q2: 9592021Q22021Q3: 1,0612021Q4: 8222022Q1: 1,3422022Q2: 1,5582022Q22022Q3: 1,0222022Q4: 9842023Q1: 1,3982023Q2: 1,3442023Q22023Q3: 1,1292023Q4: 1,2912024Q1: 1,1452024Q2: 1,3532024Q22024Q3: 1,5192024Q4: 1,3272025Q1: 1,8192025Q2: 9522025Q22025Q3: 1,1382025Q4: 9362026Q1: 1,1702026Q1
View quarterly article counts
QuarterArticles
2021Q2959
2021Q31,061
2021Q4822
2022Q11,342
2022Q21,558
2022Q31,022
2022Q4984
2023Q11,398
2023Q21,344
2023Q31,129
2023Q41,291
2024Q11,145
2024Q21,353
2024Q31,519
2024Q41,327
2025Q11,819
2025Q2952
2025Q31,138
2025Q4936
2026Q11,170

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
2,300 positive · 26 neutral · 738 negative
2022
3,795 positive · 38 neutral · 1,066 negative
2023
3,860 positive · 45 neutral · 1,247 negative
2024
3,871 positive · 32 neutral · 1,437 negative
2025
4,055 positive · 22 neutral · 761 negative

Leading coverage topics

Enterprise Infrastructure coverage tagged Austin · 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 Austin. 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 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 in 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 and microservice deployment, including encryption concerns.

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 ChallengesCommon problems researchers identify · 05

Big Data Healthcare Cloud Challenges

112 papers

13.2% of this theme group

Researchers note methodological and integration hurdles for big data in cloud‑based 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

Papers identify gaps in understanding aerosol effects on cloud formation and climate.

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

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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

Studies reveal difficulties linking edge devices with evolving GSM and cloud frameworks.

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

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YearShare index
2022341.3
2023347.8
2024290.4
2025353.1

Cautions

307 papers · 6 recurring themes
6 cards

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Cloud Scalability and Resource ManagementCautions · 01

Cloud Scalability and Resource Management

80 papers

26.1% of this theme group

Authors caution about scalability limits and resource allocation 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

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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

Research warns of reduced aerosol pollution altering cloud reflectivity and climate feedbacks.

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

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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

Works 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

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YearShare index
202275.3
202382.7
202450.1
202536.3
Automation Risks in Big Data CloudCautions · 04

Automation Risks in Big Data Cloud

40 papers

13.0% of this theme group

Papers advise careful deployment of automation and AI in large‑scale cloud analytics.

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

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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

Studies point out weaknesses in encryption schemes and intrusion detection 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

Researchers caution about uncertainties in satellite‑derived cloud measurements and lidar calibration.

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

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Advanced Cloud Scheduling and Load BalancingOpportunities · 01

Advanced Cloud Scheduling and Load Balancing

1,333 papers

26.4% of this theme group

Opportunities focus on novel scheduling algorithms to improve resource utilization across clouds.

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
Scalable Virtualization and DeploymentOpportunities · 02

Scalable Virtualization and Deployment

922 papers

18.3% of this theme group

Works explore efficient virtualization techniques for rapid software deployment at scale.

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
Secure Cloud Cryptography SolutionsOpportunities · 03

Secure Cloud Cryptography Solutions

791 papers

15.7% of this theme group

Papers propose privacy‑preserving cryptographic methods for secure cloud computing.

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

Research highlights AI‑driven frameworks to automate cloud analytics and improve 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 ModelingOpportunities · 05

Aerosol‑Cloud Interaction Modeling

568 papers

11.3% of this theme group

Studies present new models and observations to better predict 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
Edge‑Centric Secure IoT ArchitecturesOpportunities · 06

Edge‑Centric Secure IoT Architectures

456 papers

9.0% of this theme group

Works suggest integrating edge computing with secure IoT services for real‑time threat detection.

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
Point Cloud Processing in the CloudOpportunities · 07

Point Cloud Processing in the Cloud

291 papers

5.8% of this theme group

Research advances cloud‑based techniques for large‑scale 3D point cloud segmentation.

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%26.3%
Promising25.8%36.9%
Descriptive14.2%17.7%
Problem-identifying11.1%9.5%
Cautionary4.1%4.8%
Comparative2.9%3.9%
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 Austin: key questions

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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.

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