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 SAN FRANCISCO EDITION 2026

San Francisco’s
enterprise infrastructure industry,
in focus.

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

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

An industry ecosystem,
measured in context.

Enterprise Infrastructure illustration
MEET THE COMPANIES

Explore San Francisco’s enterprise infrastructure leaders

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

Expand panel +
Enterprise Infrastructure company highlights in San Francisco, snapshot 6 August 2026
Company
Databricksdatabricks.com$27.43B13 roles3,299Financial figure available in RadarView in Radar
Anysphereanysphere.inc$3.38B
Dropboxdropbox.com$3.01B2,316$2.52BFYFY2025 filing
CloudFlarecloudflare.com$2.2B3,682$2.17BFYFY2025 filing
Pivotal Softwarepivotal.io$1.7B1,620
Airtableairtable.com$1.35B548
Armisarmis.com$1.17B500
New Relicnewrelic.com12 roles1,683
DELineadelinea.com11 roles942
Digital Realtydigitalrealty.com11 roles3,664$6.11BFYFY2025 filing
Dreamweaveradobe.com11 roles
Fastlyfastly.com10 roles779$624.02MFYFY2025 filing
PagerDutypagerduty.com10 roles674Financial figure available in RadarView in Radar
AppDirectappdirect.com986
Automatticautomattic.com788
Cursorcursor.com
Figmafigma.com403Financial figure available in RadarView in Radar
Gitlababout.gitlab.com699Financial figure available in RadarView in Radar
Miromiro.com2,459
Oktaokta.com6,013$2.61BFYFY2025 filing
Riverbedriverbed.com833
21 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 San Francisco

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

6 August 2026
Hiring participation8.1%

171 of 2,121 tracked companies have open roles.

Funding participation45.4%

962 of 2,121 tracked companies have a recorded round.

Top 3 funding share42.0%

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

Median disclosed round$7.24M

Midpoint of 1,561 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 42.0% of disclosed capital, while 54.6% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How San Francisco 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

San Francisco enterprise infrastructure
$0$5.54B$11.07B$16.61B$22.14B2016: $1.91B20162017: $2.1B20172018: $2.93B20182019: $3.7B20192020: $3.96B20202021: $13.32B20212022: $3.97B20222023: $2.18B20232024: $13.94B20242025: $19.42B2025
View the numbers
Annual enterprise infrastructure funding and company formation in San Francisco
YearFunding (USD)FoundedRaising
2016$1.91B100109
2017$2.1B110105
2018$2.93B122131
2019$3.7B121118
2020$3.96B151129
2021$13.32B105160
2022$3.97B131131
2023$2.18B173134
2024$13.94B136156
2025$19.42B87129
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Databricks34.1%
  • Anysphere4.2%
  • Dropbox3.7%
  • Other companies58.0%

Funding by stage

1,748 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel767 43.9%
Series A–B617 35.3%
Series C+ / PE265 15.2%
Grants, debt & other99 5.7%

Recent recorded rounds

Latest recorded rounds · USD
8 rounds

Swipe or scroll horizontally to browse.

Series C05/2026
Exa $250M

Backed by Andreessen Horowitz and Benchmark and others.

Series A05/2026
Fun $72M

Backed by Multicoin Capital and SignalFire and others.

Series D05/2026
Aera

Backed by Accenture.

Series B04/2026
Mintlify $45M

Backed by Andreessen Horowitz and Salesforce Ventures and others.

Series A04/2026
Resolve.ai $40M

Backed by DST Global and Salesforce Ventures.

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 +
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 · 5 reporting entities from 10 eligible matches.

Revenue in covered accounts

Sum of reporting-entity revenue; not San Francisco 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 5 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 · 5 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.

5 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

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

Busiest websites

125 of the 2,121 companies on this page carry a measured traffic record (5.9%); these are the largest of those, by monthly visits. The median among them is 365,071 visits.

CompanyMonthly visitsAuthorityMobile
Bravebrave.com705,177,6427746.7%
Threadsthreads.com252,106,7319752.6%
Oktaokta.com153,949,4817128.3%
Dropboxdropbox.com134,985,1358127.7%
Figmafigma.com127,929,306857.6%
SalesForceforce.com95,813,325404.2%
CloudFlarecloudflare.com91,231,3028337.5%
Miromiro.com33,220,782746%
Padletpadlet.com30,714,5246956.6%
Airtableairtable.com30,329,1805918.7%

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

Most-installed apps

124 of these companies (5.8%) publish at least one Android app — 600 apps in all, carrying 2.6B 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 (2023Q4–2026Q1).

SegmentAppsInstallsLeading appRelease trend
Enterprise Collaboration321.4BDropbox: Secure Cloud Storage 1.2B
Enterprise Storage41.2BClavier africain|Apprentissage 14.3K
Cybersecurity87876.4M1.1.1.1 + WARP: Safer Internet 332.7M
Mobile Utility Tools10443.1MBrave Private Web Browser, VPN 263.6M
Internet Browsers7378.7MDolphin Browser: Fast, Private 87.5M
Enterprise Networking15332.9MAruba Utilities 159.1K
Open Source12323.2MBitTorrent®- Torrent Downloads 54.6M
Search Engines3268.4MBrave Nightly 2.6M

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.

2023Q2: 42023Q2: 12023Q22023Q3: 72023Q3: 62023Q32023Q4: 72023Q4: 42023Q42024Q1: 52024Q1: 22024Q12024Q2: 42024Q2: 22024Q22024Q3: 122024Q3: 192024Q32024Q4: 82024Q4: 72024Q42025Q1: 142025Q1: 52025Q12025Q2: 172025Q2: 252025Q22025Q3: 292025Q3: 662025Q32025Q4: 342025Q4: 742025Q42026Q1: 702026Q1: 952026Q1

Darker bars are new releases, lighter bars apps updated. 538 of 600 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The San Francisco 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 tech1,817
Enterprise software1,585
Saas1,126
Artificial intelligence214
Native ai in software development214
Deep tech178
Data security162
Consumer digital143
Y combinator batches109
Mobile devtools95
Future of work93
Identity access management86

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

1817companies
8.8%have hiring activity

159 companies hiring · $78.93B disclosed funding

Explore in Radar

How companies make money

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

Subscription1,959
Fee-for-service78
Advertising58
E-commerce - service55
Commission on transaction52
E-commerce - product16
Licensing11
Sponsorship5
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 roundsopenobserve.ai ↗

OpenObserve has now raised a total of $13.6M in total equity funding and is backed by Dell Technologies Capital and Nexus Venture Partners.

Funding roundsfunctionize.com ↗

Functionize, an AI-powered software testing platform, has raised $41 million in Series B funding.

Mergers & acquisitionsrevyz.io ↗

Spin.AI has acquired data security software company Revyz.

Mergers & acquisitionsouterbounds.com ↗

Anaconda has acquired workflow development software vendor Outerbounds to enhance its enterprise AI platform capabilities.

Mergers & acquisitionscognition.ai ↗

Cognition is acquiring Havana, a Singapore-based startup specializing in AI agents, with its team integrating into regional engineering and product functions.

Mergers & acquisitionsadobe.com ↗

Adobe has completed its acquisition of Semrush Holdings

Mergers & acquisitionscursor.com ↗

If it decides not to proceed with the purchase, SpaceX will instead pay Cursor $10 billion over time for what it calls 'AI collaboration'.

Mergers & acquisitionsanysphere.inc ↗

SpaceX secured an option to acquire Anysphere, the parent company of AI coding startup Cursor, for USD 60 billion.

Mergers & acquisitionsvisotrust.com ↗

Protecht Group ("Protecht"), an Australian-based global leader in governance, risk and compliance (GRC) solutions, announced the acquisition of VISO TRUST, a US-based third-party risk management platform powered by artificial intelligence (AI).

Funding roundsresolve.ai ↗

Resolve AI Raises $40M in Series A Extension for Production AI Operations.

Full recorded event mix

Top 10 categories among 1,913 recorded events in the 24-month window.

Leadership moves
443
Funding rounds
397
New products
293
Earnings
255
Mergers & acquisitions
167
Company announcements
115
Capital infusions
65
Contracts
57
IPO activity
34
Job creation
21
7 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

119 tracked people moves

Dreamweaver ↗
Shamik Basu

Appointment Lead, Creative Products Group Engineering and Product Management Teams

Dreamweaver ↗
Manoj Nagpal

Appointment Vice President, Global Delivery Center and Shared Services

Fastly ↗
Joan Jenkins

Appointment Chief Marketing Officer

Dreamweaver ↗
Shantanu Narayen

Resignation Previously Chief Executive Officer

Hexnode ↗
Carl Carozza

Appointment Vice President of Enterprise Sales, Americas

Databricks ↗
Davinia Simon

Appointment Public Sector Lead for Australia and New Zealand

Scality ↗
Greg DiFraia

Appointment Senior Vice President of AI Alliances and Partnerships

Fortanix ↗
Sampanna Baidya

Appointment A/NZ regional sales director

Product launches

Products, platforms and features in the recorded window

CyberCube ↗
Regional Risk Transfer Benchmarking tool

Feature

Nylas ↗
Professional Services program

Professional Services

Watershed ↗
Watershed agents

AI tools

Watershed ↗
Watershed AI Fellowship

Training program

Dreamweaver ↗
Adobe Firefly for Enterprise Workflow Builder

Feature

Dreamweaver ↗
Dedicated canvas interface

Feature

CloudFlare ↗
Expanded AI model catalog

Feature

CloudFlare ↗
Sandboxes

Feature

Regulatory events

13 recorded events

Armory ↗

exemption granted for semi-annual reportingBritish Columbia Securities Commission

Dreamweaver ↗

ongoing investigationUK Competition Authority

Dreamweaver ↗

settlement for termination practices

Dreamweaver ↗

Scott+Scott

Litigation

5 tracked suits

Company
foxglove v meta, teleperformance

exploitation of content moderatorsLabor ·

Company
HashiCorp investor v hashicorp

conflict of interest in IBM acquisitionCivil · Dismissed

Earnings pulse

Reported company results in the recorded window.

24companies
269period observations
12.0%median reported growth

Median across 215 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
Spin.AIRevyz ↗Announced2026-05-01Not stated in snapshot
anacondaOuterbounds ↗Announced2026-05-01Not stated in snapshot
DreamweaversemrushCompleted2026-04-29Not stated in snapshot
CognitionhavanaAnnounced2026-04-29Not stated in snapshot
spacexCursor ↗Announced2026-04-23$60.0B
microsoftCursor ↗Terminated2026-04-23$60.0B

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

PEOPLE & OPPORTUNITY

The talent market

11,759 postings in the preceding 12 months. The full 17,658-posting snapshot covers 409 employers.

Expand panel +

Most advertised job titles

Entry Level Sales422
Driver346
Business Account Executive283
Sales Representative240
Drive With Uber For Weekend Cash218
Field Sales203
2 internship postings

788 tracked postings mention remote work.

The seniority mix

4,526 postings specify a level.

unspecified
13,132
manager
2,127
senior
1,233
entry
541
lead
489
intern
136

Skills employers mention

Top skills across 17,658 tracked postings in the available jobs snapshot.

Python
410
Typescript
405
React
373
Aws
293
Kubernetes
269
Sql
245
Go
232
Salesforce
201
Javascript
172
Ai
157
ADVERTISED PAY$65.0K/ year

Median across 1,647 postings with pay data, expressed in USD.

Salary by seniority

manager$150.0K/ year181 postings
senior$152.7K/ year127 postings
entry$30.4K/ year117 postings
lead$193.6K/ year41 postings

Advertised posting medians do not describe all employees or roles.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

1,784 founders and chief executives across 1,105 companies.

Expand panel +
11 profiles

Swipe or scroll horizontally to browse.

Education networks

528 profiles with education records.

Stanford University
85
University of California (Berkeley)
64
Massachusetts Institute of Technology
48
Harvard University
47
University of Waterloo
29
Carnegie Mellon University
22
Cornell University
21
Harvard Business School
17

Prior employers

235 profiles with prior-work records.

Google
66
Microsoft
50
Amazon
32
Facebook
21
Cisco
20
Apple
19
McKinsey
14
Uber
13

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

NEWS INTELLIGENCE

How this industry appears in the news

10,692 articles in the measured 12-month window.

Expand panel +
10,692articles in the measured year
2,567articles in 2026Q1
82.4%positive tone in the latest complete year

News volume trends

Enterprise Infrastructure coverage tagged San Francisco · articles per complete quarter

01,0242,0493,0734,0972021Q2: 2,1152021Q22021Q3: 2,7472021Q4: 1,9022022Q1: 2,7472022Q2: 2,4352022Q22022Q3: 2,0982022Q4: 2,0132023Q1: 2,2872023Q2: 3,4732023Q22023Q3: 2,5582023Q4: 2,7712024Q1: 2,7462024Q2: 2,6112024Q22024Q3: 2,7302024Q4: 2,4842025Q1: 3,5632025Q2: 2,4722025Q22025Q3: 3,0162025Q4: 2,5202026Q1: 2,5672026Q1
View quarterly article counts
QuarterArticles
2021Q22,115
2021Q32,747
2021Q41,902
2022Q12,747
2022Q22,435
2022Q32,098
2022Q42,013
2023Q12,287
2023Q23,473
2023Q32,558
2023Q42,771
2024Q12,746
2024Q22,611
2024Q32,730
2024Q42,484
2025Q13,563
2025Q22,472
2025Q33,016
2025Q42,520
2026Q12,567

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
6,470 positive · 50 neutral · 1,444 negative
2022
7,718 positive · 46 neutral · 1,518 negative
2023
8,683 positive · 63 neutral · 2,336 negative
2024
8,451 positive · 48 neutral · 2,066 negative
2025
9,531 positive · 49 neutral · 1,983 negative

Leading coverage topics

Enterprise Infrastructure coverage tagged San Francisco · ranked by full-period article count.

Cryptocurrency Impact On Forex Markets94,158 articles in the full recorded period
28,870 recent · 18,150 prior
New Product Launches And Innovations28,329 articles in the full recorded period
7,135 recent · 5,790 prior
Strategic Partnerships And Collaborations25,691 articles in the full recorded period
6,521 recent · 5,096 prior
Technology Adoption And Digital Transformation25,626 articles in the full recorded period
6,356 recent · 5,313 prior
Military Technology Advancements20,985 articles in the full recorded period
5,779 recent · 3,706 prior
Cybersecurity And Cyber Warfare19,402 articles in the full recorded period
5,406 recent · 3,369 prior
Lunar And Martian Exploration Missions18,792 articles in the full recorded period
4,918 recent · 2,693 prior
Security And Defense Policies17,295 articles in the full recorded period
4,423 recent · 3,439 prior
Executive Leadership Changes And Appointments16,746 articles in the full recorded period
3,184 recent · 3,311 prior
International Political Relations15,728 articles in the full recorded period
3,868 recent · 3,184 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

United States comparison coverage

KeywordRecentPriorChange
stablecoin fx impact4,5582,32696%
decentralized forex2,3681,40569%
artemis program2,3281921112%
stock performance2,2851,56946%
aerial bombardments1,56879896%
cloud infrastructure1,53686777%
drone warfare1,53589172%
crypto volatility fx1,508636137%
crypto-fiat arbitrage1,37977678%
national security strategy1,08073447%
fighter jets482771-37%
air superiority fighters404617-35%
asteroid characterization262602-56%
etf structures339507-33%
etf products306494-38%

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 San Francisco. 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 architectures for enterprise workloads.

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
20221899.5
20231833.2
20241408.6
20251011.6
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
2022447.9
2023447.3
2024331.5
2025512.9
Security and Privacy in CloudCommon problems researchers identify · 03

Security and Privacy in Cloud

126 papers

14.9% of this theme group

Works emphasize persistent security vulnerabilities and privacy concerns 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
20221768.7
20231793.2
20241393.4
2025706.9
Virtualization and Microservice Deployment IssuesCommon problems researchers identify · 04

Virtualization and Microservice Deployment Issues

119 papers

14.1% of this theme group

Studies discuss difficulties in deploying microservices and ensuring secure virtualization at scale.

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
2022417.2
2023385.0
2024271.4
2025401.6
Big Data Challenges in Healthcare CloudCommon problems researchers identify · 05

Big Data Challenges in Healthcare Cloud

112 papers

13.2% of this theme group

Authors note methodological and integration hurdles when applying cloud‑based big data to health care.

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
2022436.5
2023431.9
2024364.0
2025492.0
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
202261.6
202373.9
202444.5
202533.3
Edge Computing Integration BarriersCommon problems researchers identify · 07

Edge Computing Integration Barriers

54 papers

6.4% of this theme group

Papers identify technical and architectural obstacles linking edge devices with cloud infrastructures.

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
2022342.6
2023351.2
2024293.4
2025356.5

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 over‑promising scalability and resource allocation in cloud‑based scientific workflows.

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
20221622.8
20231563.1
20241234.3
2025932.6
Aerosol Impacts on Cloud ReflectivityCautions · 02

Aerosol Impacts on Cloud Reflectivity

63 papers

20.5% of this theme group

Studies warn that reduced aerosol pollution 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
202259.9
202373.4
202442.7
202535.1
Cloud Representation in Climate ModelsCautions · 03

Cloud Representation in Climate Models

55 papers

17.9% of this theme group

Works highlight persistent biases in how clouds are modeled within global climate simulations.

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
202274.1
202383.3
202450.3
202536.7
Automation and Big Data Reliability ConcernsCautions · 04

Automation and Big Data Reliability Concerns

40 papers

13.0% of this theme group

Researchers raise concerns about reliability and governance when automating big‑data analytics in the cloud.

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
2022447.9
2023447.3
2024331.5
2025512.9
Encryption and Intrusion Detection LimitsCautions · 05

Encryption and Intrusion Detection Limits

36 papers

11.7% of this theme group

Papers point out weaknesses in current encryption schemes and intrusion detection for distributed IoT and edge systems.

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
2022647.0
2023689.7
2024531.0
2025650.3
Satellite Cloud Observation ChallengesCautions · 06

Satellite Cloud Observation Challenges

33 papers

10.7% of this theme group

Authors caution about calibration and classification uncertainties in satellite‑based cloud measurements.

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
2022160.0
2023172.4
2024116.2
2025134.0

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 novel load‑balancing and scheduling techniques to improve cloud resource efficiency.

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
2022772.5
2023764.3
2024487.4
2025573.4
Scalable Virtualization and DeploymentOpportunities · 02

Scalable Virtualization and Deployment

922 papers

18.3% of this theme group

Research explores streamlined deployment pipelines and virtualization methods for high‑performance 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
2022546.4
2023537.2
2024364.8
2025726.1
Privacy‑Preserving Cloud SecurityOpportunities · 03

Privacy‑Preserving Cloud Security

791 papers

15.7% of this theme group

Works propose encryption and cryptographic approaches to secure data and computation in cloud environments.

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
20221710.4
20231755.4
20241369.5
2025985.1
Intelligent Cloud Analytics AutomationOpportunities · 04

Intelligent Cloud Analytics Automation

681 papers

13.5% of this theme group

Papers present AI‑driven frameworks to automate analytics, enhance reliability, and reduce operational costs.

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
2022447.9
2023447.3
2024331.5
2025512.9
Aerosol‑Cloud Interaction ModelingOpportunities · 05

Aerosol‑Cloud Interaction Modeling

568 papers

11.3% of this theme group

Studies develop new observational and modeling techniques to better predict aerosol effects on cloud formation.

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
2022171.0
2023180.6
2024135.4
2025103.1
Secure Edge‑Cloud CollaborationOpportunities · 06

Secure Edge‑Cloud Collaboration

456 papers

9.0% of this theme group

Research highlights federated learning and secure architectures that blend edge computing with cloud 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
2022342.6
2023351.2
2024293.4
2025356.5
3D Point Cloud Processing in CloudOpportunities · 07

3D Point Cloud Processing in Cloud

291 papers

5.8% of this theme group

Works focus on cloud‑based algorithms for large‑scale point‑cloud segmentation and environment analysis.

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
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
Breakthrough41.3%26.4%
Promising25.8%37.1%
Descriptive14.2%17.6%
Problem-identifying11.1%9.7%
Cautionary4.1%4.4%
Comparative2.9%3.9%
Critical0.6%0.9%

Concerns receiving less research attention

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

Concern / example paperPapersShareRaised as a problemWorldwide share
Privacy & surveillanceSecurity and Privacy Challenges in Cloud Computing 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.

DEMAND, SUPPLY & PLACE

Where demand signals run ahead of mapped supply — San Francisco

Compare demand signals in San Francisco’s newsflow with the enterprise infrastructure categories mapped to each signal.

Expand panel +
HOW TO READ THE GAP

Signal percentile − supply percentile = gap in percentile points. Positive gaps highlight questions to investigate. A high signal can reflect spending pressure or access friction, as well as potential demand.

The comparison is relative to the signal families on this page. A supply percentile of zero means the lowest relative reading, not zero companies. It is a prioritisation clue, not measured market size or unmet demand.

COMPARISON PERIOD2025-05-01 to 2026-05-01Against 2024-05-01 to 2025-05-01Explore the signals ↓

The opportunity, in one view

Signal and mapped-supply percentiles, their gap, and change in the signal’s article share.

Swipe horizontally to compare all columns →

4 San Francisco demand signals compared with mapped enterprise infrastructure supply
Signal familySignal percentileSupply percentileRelative gapGap (points)Signal share vs prior year
Tech workforce shifts ↗Spending Pressure50.00.0+50.0+68.7%
Security incidents & breaches ↗Risk Pressure50.033.3+16.7+120.2%
Cloud & platform build-out ↗Infrastructure Shift83.366.7+16.6+239.4%
Open-source momentum ↗Ecosystem Signal16.7100.0-83.3+82.4%

Showing all 4 signals. Select a family for its history and mapped categories.

Where the signals are loudest

All 12 city readings for these demand families in the comparison geography. San Francisco is highlighted.

Mentions per 10,000 articles

Each city’s reading is a share of its own coverage. Rows cover all of the United States for this page's signal families; San Francisco is marked.

Seattle127.4

Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out

San Francisco86.7

Tech workforce shifts · Cloud & platform build-out · Security incidents & breaches

Minneapolis74.9

Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out

Newark61.3

Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out

Portland59.5

Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out

St. Louis54.2

Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out

Austin46.1

Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out

Detroit43.9

Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out

San Diego43.7

Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out

Orlando40.9

Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out

Atlanta40.1

Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out

Las Vegas30.5

Cloud & platform build-out · Tech workforce shifts · Security incidents & breaches

Inside the leading signals

Open any signal for its quarterly history
SPENDING PRESSURETech workforce shifts+50.0percentile-point gap
THE OPERATING HYPOTHESIS

Hiring, visa and layoff cycles can resize teams — per-seat budgets tend to follow.

36.88mentions per 10,000 articles+68.7%share change vs prior year

Mapped enterprise infrastructure categories

  • Future Of Work93

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of San Francisco coverage

Mentions per 10,000 articles · zero baseline

0193756742024Q3: 132024Q32024Q4: 382024Q42025Q1: 192025Q12025Q2: 152025Q22025Q3: 642025Q32025Q4: 592025Q42026Q1: 212026Q1
View quarterly signal counts
Tech workforce shifts in San Francisco coverage
QuarterMentionsPer 10,000 articles
2024Q32513.26
2024Q46638.61
2025Q14819.21
2025Q22015.4
2025Q37664.36
2025Q45359.12
2026Q13521.14

Where this signal concentrates in the comparison geography

Seattle91.8 / 10,000
Minneapolis68.4 / 10,000
St. Louis50.7 / 10,000
RISK PRESSURESecurity incidents & breaches+16.7percentile-point gap
THE OPERATING HYPOTHESIS

Breach pressure can push security into every buying decision.

13.83mentions per 10,000 articles+120.2%share change vs prior year

Mapped enterprise infrastructure categories

  • Data Security162
  • Identity Access Management86

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of San Francisco coverage

Mentions per 10,000 articles · zero baseline

071421282024Q3: 52024Q32024Q4: 62024Q42025Q1: 22025Q12025Q2: 242025Q22025Q3: 162025Q32025Q4: 52025Q42026Q1: 122026Q1
View quarterly signal counts
Security incidents & breaches in San Francisco coverage
QuarterMentionsPer 10,000 articles
2024Q3105.3
2024Q4116.43
2025Q172.8
2025Q23224.64
2025Q32016.94
2025Q455.58
2026Q12112.68

Where this signal concentrates in the comparison geography

Newark25.4 / 10,000
Portland22.1 / 10,000
Seattle15.4 / 10,000
INFRASTRUCTURE SHIFTCloud & platform build-out+16.6percentile-point gap
THE OPERATING HYPOTHESIS

Cloud and platform build-out can multiply the pipelines and environments a team must manage.

21.32mentions per 10,000 articles+239.4%share change vs prior year

Mapped enterprise infrastructure categories

  • Saas1,126

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of San Francisco coverage

Mentions per 10,000 articles · zero baseline

0132538512024Q3: 72024Q32024Q4: 62024Q42025Q1: 52025Q12025Q2: 72025Q22025Q3: 442025Q32025Q4: 242025Q42026Q1: 102026Q1
View quarterly signal counts
Cloud & platform build-out in San Francisco coverage
QuarterMentionsPer 10,000 articles
2024Q3147.43
2024Q4116.43
2025Q1135.2
2025Q2107.7
2025Q35244.03
2025Q42224.54
2026Q11710.27

Where this signal concentrates in the comparison geography

San Francisco23.2 / 10,000
Las Vegas13.6 / 10,000
Seattle13.0 / 10,000
ECOSYSTEM SIGNALOpen-source momentum-83.3percentile-point gap
THE OPERATING HYPOTHESIS

Open-source momentum can seed the commercial layer around the projects teams adopt.

13.06mentions per 10,000 articles+82.4%share change vs prior year

Mapped enterprise infrastructure categories

  • Enterprise Software1,585
  • Deep Tech178

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of San Francisco coverage

Mentions per 10,000 articles · zero baseline

071421282024Q3: 72024Q32024Q4: 122024Q42025Q1: 32025Q12025Q2: 202025Q22025Q3: 242025Q32025Q4: 32025Q42026Q1: 62026Q1
View quarterly signal counts
Open-source momentum in San Francisco coverage
QuarterMentionsPer 10,000 articles
2024Q3147.43
2024Q42112.28
2025Q193.6
2025Q22620.02
2025Q32924.56
2025Q433.35
2026Q1106.04

Where this signal concentrates in the comparison geography

San Francisco11.5 / 10,000
Seattle7.1 / 10,000
Boston6.4 / 10,000
RESEARCH & CHANGING CONVERSATIONS

Related research and changing coverage

San Francisco enterprise infrastructure coverage

Expand panel +
RESEARCH CONTEXT · 2021

Exploring the Profiles of Software Testing Jobs in the United States

IEEE Access

23 citations in the snapshot

RESEARCH CONTEXT · 2021

AI and DevOps in Information Technology and Its Future in the United States

SSRN Electronic Journal

14 citations in the snapshot

RESEARCH CONTEXT · 2024

The Integration of AI and Devops in the Field of Information Technology and Its Prospective Evolution in the United States

International Journal for Research in Applied Science and Engineering Technology

7 citations in the snapshot

RESEARCH CONTEXT · 2021

Global and Latin American female participation in evidence-based software engineering: a systematic mapping study

Journal of the Brazilian Computer Society

6 citations in the snapshot

What is growing in this coverage

San Francisco coverage of this page's demand families

KeywordRecent articlesPrior articlesShare change
cloud infrastructure3311358.7%
threat feed integration218301.4%
vulnerability intelligence198263.1%
ai hardware2920121.7%

Share changes describe coverage in the stated comparison periods, not search demand or market size.

UNDERSTAND THE LANDSCAPE

Enterprise Infrastructure in San Francisco: 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: 6 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 ↗
Coming soon