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 NEW YORK CITY EDITION 2026

New York City’s
enterprise infrastructure industry,
in focus.

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

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

An industry ecosystem,
measured in context.

Enterprise Infrastructure illustration
MEET THE COMPANIES

Explore New York City’s enterprise infrastructure leaders

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

Expand panel +
Enterprise Infrastructure company highlights in New York City, snapshot 31 August 2026
Company
ReflectionAIreflection.ai$2.13B———
DigitalOceandigitalocean.com$1.96B13 roles591$901.43MFYFY2025 filing
UiPathuipath.com$1.96B9 roles567Financial figure available in RadarView in Radar
Wizwiz.io$1.9B—1,000—
Cyeracyera.com$1.7B———
MongoDBmongodb.com$1.56B—1,953$2.01BFYFY2025 filing
FluidStackfluidstack.io$1.05B11 roles3Financial figure available in RadarView in Radar
Datadogdatadoghq.com$895.19M9 roles2,400$3.43BFYFY2025 filing
Global Relayglobalrelay.com—7 roles29—
Leena AIleena.ai—7 roles268—
SecurityScorecardsecurityscorecard.com—7 roles534—
VAST Datavastdata.com—7 roles560—
Axoniusaxonius.com——623—
Barkbark.us——1—
Bubblebubble.io——191—
Clarotyclaroty.com——500—
Clearclearme.com——2,080$900.78MFYFY2025 filing
Electric AIelectric.ai——910—
Forterforter.com——3Financial figure available in RadarView in Radar
Grafanagrafana.com——900—
Mitigamitiga.io——78—
NordVPNnordvpn.com——76—
Pluralplural.sh——4,637—
Riskifiedriskified.com——781—
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 New York City

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

31 August 2026
Hiring participation6.6%

72 of 1,089 tracked companies have open roles.

Funding participation38.0%

414 of 1,089 tracked companies have a recorded round.

Top 3 funding share17.8%

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

Median disclosed round$9.1M

Midpoint of 755 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 17.8% of disclosed capital, while 62.0% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How New York City 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

New York City enterprise infrastructure
$0$2.1B$4.2B$6.31B$8.41B2016: $850.3M20162017: $971.07M20172018: $1.3B20182019: $2.14B20192020: $4.3B20202021: $7.38B20212022: $2.41B20222023: $1.81B20232024: $2.9B20242025: $4.6B2025
View the numbers
Annual enterprise infrastructure funding and company formation in New York City
YearFunding (USD)FoundedRaising
2016$850.3M5261
2017$971.07M5256
2018$1.3B6759
2019$2.14B5671
2020$4.3B8567
2021$7.38B6079
2022$2.41B6873
2023$1.81B7068
2024$2.9B3459
2025$4.6B2551
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • ReflectionAI6.3%
  • DigitalOcean5.8%
  • UiPath5.8%
  • Other companies82.2%

Funding by stage

852 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel314 36.9%
Series A–B313 36.7%
Series C+ / PE144 16.9%
Grants, debt & other81 9.5%

Recent recorded rounds

Latest recorded rounds · USD
8 rounds

Swipe or scroll horizontally to browse.

Series C05/2026
Modal $355M

Backed by General Catalyst and Redpoint Ventures and others.

Series B05/2026
Turnkey $12.5M

Backed by Archetype and Circle and others.

Series F03/2026
VAST Data $500M

Backed by Drive Capital and Access Industries and others.

Series C03/2026
ScaleOps $130M

Backed by Insight Partners and Lightspeed Venture Partners and others.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series E05/2024
Wizwiz.io$1B

Backed by Andreessen Horowitz and Lightspeed Venture Partners and others.

Series F02/2021
UiPathuipath.com$750M

Backed by Alkeon Capital Management and Coatue and others.

Series D04/2019
UiPathuipath.com$568M

Backed by Coatue and Dragoneer Investment Group and others.

Series E12/2021
Clarotyclaroty.com$400M

Backed by SoftBank Vision Fund and Standard Industries 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 · 4 reporting entities from 8 eligible matches.

Revenue in covered accounts—

Sum of reporting-entity revenue; not New York City 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 4 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 · 4 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.

4 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
NEW YORK CITY · 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 New York City companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Busiest websites

46 of the 1,089 companies on this page carry a measured traffic record (4.2%); these are the largest of those, by monthly visits. The median among them is 391,145 visits.

CompanyMonthly visitsAuthorityMobile
NordVPNnordvpn.com19,350,0747752.1%
DigitalOceandigitalocean.com6,856,7656612.5%
MongoDBmongodb.com6,824,3036812%
Clearclearme.com4,599,4106087.5%
Datadogdatadoghq.com4,284,144529.8%
Tenorsharetenorshare.com3,336,0995440.4%
Socuresocure.com2,364,3553895.3%
PostgreSQLpostgresql.org2,089,4966511.5%
Barkbark.us1,798,0195480.5%
Bubblebubble.io1,730,2015626.8%

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

Most-installed apps

72 of these companies (6.6%) publish at least one Android app — 106 apps in all, carrying 164.9M 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
Cybersecurity74162.8MNordVPN – fast VPN for privacy 116.5M
It Operations1312.5MUltData: Photo & Data Recovery 8.3M
Enterprise Storage611.8MiCareFone Transfer to iPhone 3.3M
Security & Surveillance Technology83.4MCLEAR - Travel & Experiences 2.9M
Mobile Utility Tools31MBark - Parental Controls 958.1K
Internet Browsers4894.5KArc Search – Find it, Faster 891.3K
Enterprise Collaboration10763.2KLeena AI 584.4K
Artificial Intelligence7600.9KUiPath Events 6.7K

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: 22023Q22023Q3: 52023Q3: 02023Q32023Q4: 12023Q4: 32023Q42024Q1: 12024Q1: 02024Q12024Q2: 12024Q2: 32024Q22024Q3: 22024Q3: 12024Q32024Q4: 52024Q4: 02024Q42025Q1: 42025Q1: 22025Q12025Q2: 32025Q2: 32025Q22025Q3: 22025Q3: 52025Q32025Q4: 32025Q4: 82025Q42026Q1: 52026Q1: 202026Q1

Darker bars are new releases, lighter bars apps updated. 101 of 106 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The New York City 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 tech919
Enterprise software769
Saas511
Data security124
Deep tech101
Fintech96
Identity access management90
Consumer digital88
Native ai in software development84
Artificial intelligence84
Anti fraud management57
Biometric access control51

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

919companies
7.2%have hiring activity

66 companies hiring · $33.73B disclosed funding

Explore in Radar

How companies make money

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

Subscription964
Fee-for-service76
Commission on transaction53
Advertising53
E-commerce - service48
E-commerce - product21
Physical commerce7
Licensing5
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 roundsvastdata.com ↗

VAST Data, the AI Operating System company, today announced the closing of its Series F financing at a $30 billion valuation, representing more than a threefold increase from its $9.1 billion Series E valuation in late 2023. The latest round was led by Drive Capital, with Access Industries acting as co-lead, and included participation from existing investors including Fidelity Management & Research Company, NEA, and NVIDIA, alongside new investors.

Funding roundsgetlua.com ↗

Lua, a startup building an operating system for human and AI agent collaboration, has raised $5.8 million in seed funding to scale its platform and expand its global partner ecosystem [1].

Mergers & acquisitionsdatadoghq.com ↗

Oak Harvest Investment Services acquired a new stake in Datadog, Inc. (NASDAQ:DDOG – Free Report) in the 4th quarter, according to its most recent 13F filing with the Securities and Exchange Commission (SEC).

Funding roundsfluidstack.io ↗

FluidStack, a leading AI datacenter provider, is reportedly in advanced talks to raise $1 billion at an impressive $18 billion valuation.

Funding roundsauthzed.com ↗

AuthZed has raised $12 million in Series A funding to expand its permissions management platform designed for modern applications. The round was led by General Catalyst, with participation from Work-Bench and Amplify Partners.

Mergers & acquisitionsdigitalocean.com ↗

CIBC Bancorp USA Inc. acquired a new stake in shares of DigitalOcean in the 3rd quarter valued at $249,000.

Mergers & acquisitionsatto.com ↗

Wrisk, an Insurtech company’s acquisition of Atto on 10 February 2026, illustrates how automotive manufacturers are expanding beyond vehicle production into finance, insurance, and digital retail.

Funding roundslinx.security ↗

Linx Security has now raised a total of $83M in total equity funding and is backed by Cyberstarts, Index Ventures, and Insight Partners.

Funding roundsscaleops.com ↗

ScaleOps has now raised a total of $209.5M in total equity funding and is backed by Glilot Capital Partners, Insight Partners, Lightspeed Venture Partners, NFX, and Picture Capital.

Funding roundssandbar.ai ↗

The round follows a $10M Seed led by True Ventures in early 2025.

Full recorded event mix

Top 10 categories among 802 recorded events in the 24-month window.

Earnings
201
Leadership moves
178
Funding rounds
118
New products
99
Mergers & acquisitions
74
Company announcements
43
Contracts
36
Buyback
12
Capital infusions
10
Asset acquisitions
8
6 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

73 tracked people moves

VTEX ↗
Massimo Enea

Appointment Brazilian B2B solution presidency

VTEX ↗
Michel Tauil

Appointment Brazilian B2C solution presidency

VTEX ↗
Rafaela Rezende

Departure Previously Director General for Brazil

Claroty ↗
John Ryan

Appointment Vice President of the Worldwide Partner Ecosystem

Venn ↗
Jayme Ribeiro

Appointment Sales VP Latam

MongoDB ↗
Ben Cefalo

Appointment Chief Product Officer, Core Products

MongoDB ↗
Pablo Stern

Appointment Chief Product Officer, AI and Emerging Products

Imperium ↗
James Wileman

Appointment Chief Operating Officer

Product launches

Products, platforms and features in the recorded window

Axonius ↗
New Data Integrity Layer

Cybersecurity Asset Management

Axonius ↗
Axonius Verified Assets

Cybersecurity Asset Management

MongoDB ↗
Embedding and Re-ranking Models

Feature

UiPath ↗
Financial Crime Compliance solution

Product

UiPath ↗
Loan Origination solution

Product

Cyware ↗
Agentic Fabric

Security Automation

VAST Data ↗
Polaris

AI infrastructure platform

CARTO ↗
cloud-native spatial analytics

Spatial Analytics Platform

Contract wins

12 recorded customer wins

VAST Data ↗

Customer: Firmus Technologies GroupArtificial Intelligence

UiPath ↗

Customer: coronis healthHealthcare

UiPath ↗

Customer: sumitomo mitsui trust bankAutomation

Hopae ↗

Customer: Dataifinancial industry

FluidStack ↗

Customer: cipher miningTechnology

FluidStack ↗

Customer: Hut 8 Corp.AI data center

Workforce actions

1 companies with reported reductions

20 rolescost reduction

Litigation

3 tracked suits

Company
MongoDB investors v mongodb

securities fraudClass Action · Ongoing

Company
stockholders of MongoDB, Inc. v mongodb

false/misleading statements and failure to disclose financial guidanceCivil ·

Earnings pulse

Reported company results in the recorded window.

12companies
212period observations
19.0%median reported growth

Median across 173 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
Zip→quadpayAnnounced2026-06-04Not stated in snapshot
DigitalOcean→KatanemoAnnounced2026-05-04Not stated in snapshot
honeywell→SCADAfence ↗2026-04-20Not stated in snapshot
Oak Harvest Investment Services→Datadog ↗Completed2026-04-18$968.0K
Wealth Enhancement Advisory Services LLC→DigitalOcean ↗Completed2026-04-10$517.0K
Gamma Investing→DigitalOcean ↗Completed2026-04-10$76.0K

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

PEOPLE & OPPORTUNITY

The talent market

8,328 postings in the preceding 12 months. The full 11,292-posting snapshot covers 180 employers.

Expand panel +

Most advertised job titles

Chief Financial Officer (Cfo)70
Alarm Technician62
Software Engineer54
Chief Marketing Officer (Cmo)53
Director Of Online Advertising48
Executive Director47
2 internship postings

128 tracked postings mention remote work.

The seniority mix

5,500 postings specify a level.

unspecified
5,792
manager
3,968
senior
853
lead
581
entry
58
intern
40

Skills employers mention

Top skills across 11,292 tracked postings in the available jobs snapshot.

Python
149
React
114
Aws
102
Typescript
88
Sql
77
Javascript
63
Salesforce
54
Kubernetes
53
Rust
51
Next.Js
51
ADVERTISED PAY$135.0K/ year

Median across 453 postings with pay data, expressed in USD.

Salary by seniority

manager$150.0K/ year120 postings
senior$147.8K/ year50 postings
lead$170.0K/ year30 postings

Advertised posting medians do not describe all employees or roles.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

849 founders and chief executives across 534 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

261 profiles with education records.

Tel Aviv University
32
Harvard University
25
Columbia University
24
Cornell University
23
Massachusetts Institute of Technology
19
Stanford University
17
University of Pennsylvania
16
Harvard Business School
14

Prior employers

82 profiles with prior-work records.

Google
20
Microsoft
17
Facebook
12
Goldman Sachs
12
Amazon
9
Cisco
3
McKinsey
3
Airbnb
3

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

NEWS INTELLIGENCE

How this industry appears in the news

7,482 articles in the measured 12-month window.

Expand panel +
7,482articles in the measured year
1,842articles in 2026Q1
77.4%positive tone in the latest complete year

News volume trends

Enterprise Infrastructure coverage tagged New York City · articles per complete quarter

08131,6262,4383,2512021Q2: 1,5292021Q22021Q3: 1,6372021Q4: 1,6152022Q1: 1,9452022Q2: 1,9422022Q22022Q3: 1,6902022Q4: 1,6992023Q1: 1,7672023Q2: 1,8992023Q22023Q3: 1,9092023Q4: 1,8582024Q1: 2,7082024Q2: 2,1642024Q22024Q3: 1,9052024Q4: 1,9262025Q1: 2,8272025Q2: 1,5832025Q22025Q3: 2,4632025Q4: 1,6732026Q1: 1,8422026Q1
View quarterly article counts
QuarterArticles
2021Q21,529
2021Q31,637
2021Q41,615
2022Q11,945
2022Q21,942
2022Q31,690
2022Q41,699
2023Q11,767
2023Q21,899
2023Q31,909
2023Q41,858
2024Q12,708
2024Q22,164
2024Q31,905
2024Q41,926
2025Q12,827
2025Q21,583
2025Q32,463
2025Q41,673
2026Q11,842

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
4,011 positive · 48 neutral · 1,112 negative
2022
5,801 positive · 37 neutral · 1,428 negative
2023
5,886 positive · 44 neutral · 1,493 negative
2024
6,433 positive · 58 neutral · 2,195 negative
2025
6,605 positive · 41 neutral · 1,890 negative

Leading coverage topics

Enterprise Infrastructure coverage tagged New York City · 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 New York City. 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
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

Works emphasize 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

Authors discuss obstacles in deploying microservices and virtualization technologies securely and efficiently.

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

Studies 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
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 Performance LimitsCommon problems researchers identify · 07

Edge Computing Performance Limits

54 papers

6.4% of this theme group

Papers identify scalability and latency constraints for edge devices linked to 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
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 ManagementCautions · 01

Cloud Scalability and Resource Management

80 papers

26.1% of this theme group

Authors caution about over‑promising scalability without robust resource allocation strategies.

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 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
202275.3
202382.7
202450.1
202536.3
Automation Risks in Big Data CloudsCautions · 04

Automation Risks in Big Data Clouds

40 papers

13.0% of this theme group

Works advise careful oversight of automated analytics pipelines to avoid hidden errors.

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 encryption schemes and detection mechanisms for cloud‑based 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 caution about uncertainties in satellite‑derived cloud measurements and classification.

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

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 DeploymentOpportunities · 02

Scalable Virtualization Deployment

922 papers

18.3% of this theme group

Research explores streamlined deployment pipelines for virtualized services at enterprise 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
Privacy‑Preserving Cloud SecurityOpportunities · 03

Privacy‑Preserving Cloud Security

791 papers

15.7% of this theme group

Papers propose cryptographic methods to secure data and communications 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
20221699.2
20231743.9
20241356.8
2025971.8
Intelligent Cloud AutomationOpportunities · 04

Intelligent Cloud Automation

681 papers

13.5% of this theme group

Works present AI‑driven frameworks to optimize cloud operations, 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 ModelingOpportunities · 05

Aerosol‑Cloud Interaction Modeling

568 papers

11.3% of this theme group

Studies aim to improve predictive models of aerosol effects on cloud formation and climate.

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 linking edge devices 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
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 develop cloud‑based pipelines for large‑scale point‑cloud segmentation and 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
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%25.9%
Promising25.8%37.3%
Descriptive14.2%17.4%
Problem-identifying11.1%10.0%
Cautionary4.1%4.3%
Comparative2.9%4.2%
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 — New York City

Compare demand signals in New York City’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 →

5 New York City demand signals compared with mapped enterprise infrastructure supply
Signal familySignal percentileSupply percentileRelative gapGap (points)Signal share vs prior year
Data & privacy regulation ↗Compliance Pressure45.80.0+45.8+21.3%
Security incidents & breaches ↗Risk Pressure54.233.3+20.9-1.7%
Cloud & platform build-out ↗Infrastructure Shift25.066.7-41.7-15.4%
Open-source momentum ↗Ecosystem Signal25.0100.0-75.0—
Tech workforce shifts ↗Spending Pressure100.0—No matching category—+22.5%

Showing all 5 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. New York City 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; New York City is marked.

Seattle128.0

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

San Francisco94.2

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

Minneapolis76.3

Tech workforce shifts · Security incidents & breaches · Data & privacy regulation

Newark61.3

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

Portland60.3

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

St. Louis54.2

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

Austin47.7

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

San Diego47.4

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

Detroit44.5

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

New York City23.6

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

Orlando42.3

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

Atlanta40.1

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

Inside the leading signals

Open any signal for its quarterly history
COMPLIANCE PRESSUREData & privacy regulation+45.8percentile-point gap
THE OPERATING HYPOTHESIS

Privacy rules can land as engineering requirements — consent, data handling and audit tooling follow.

1.7mentions per 10,000 articles+21.3%share change vs prior year

Mapped enterprise infrastructure categories

  • Data Security124
  • Identity Access Management90

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

Quarterly share of New York City coverage

Mentions per 10,000 articles · zero baseline

012232024Q3: 02024Q32024Q4: 12024Q42025Q1: 22025Q12025Q2: 02025Q22025Q3: 12025Q32025Q4: 02025Q42026Q1: 22026Q1
View quarterly signal counts
Data & privacy regulation in New York City coverage
QuarterMentionsPer 10,000 articles
2024Q360.75
2024Q4121.45
2025Q1282.79
2025Q240.46
2025Q3491.99
2025Q480.96
2026Q1212.36

Where this signal concentrates in the comparison geography

San Francisco7.5 / 10,000
Dallas4.0 / 10,000
RISK PRESSURESecurity incidents & breaches+20.9percentile-point gap
THE OPERATING HYPOTHESIS

Breach pressure can push security into every buying decision.

3.5mentions per 10,000 articles-1.7%share change vs prior year

Mapped enterprise infrastructure categories

  • Data Security124
  • Identity Access Management90
  • Anti Fraud Management57
  • Biometric Access Control51

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

Quarterly share of New York City coverage

Mentions per 10,000 articles · zero baseline

013462024Q3: 32024Q32024Q4: 42024Q42025Q1: 32025Q12025Q2: 32025Q22025Q3: 32025Q32025Q4: 42025Q42026Q1: 22026Q1
View quarterly signal counts
Security incidents & breaches in New York City coverage
QuarterMentionsPer 10,000 articles
2024Q3243.02
2024Q4374.46
2025Q1363.59
2025Q2283.21
2025Q3853.45
2025Q4404.8
2026Q1252.81

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-41.7percentile-point gap
THE OPERATING HYPOTHESIS

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

2.11mentions per 10,000 articles-15.4%share change vs prior year

Mapped enterprise infrastructure categories

  • Saas511

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

Quarterly share of New York City coverage

Mentions per 10,000 articles · zero baseline

012452024Q3: 22024Q32024Q4: 12024Q42025Q1: 42025Q12025Q2: 12025Q22025Q3: 12025Q32025Q4: 42025Q42026Q1: 12026Q1
View quarterly signal counts
Cloud & platform build-out in New York City coverage
QuarterMentionsPer 10,000 articles
2024Q3222.77
2024Q4121.45
2025Q1434.29
2025Q2131.49
2025Q3481.95
2025Q4344.08
2026Q1121.35

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-75.0percentile-point gap
THE OPERATING HYPOTHESIS

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

1.37mentions per 10,000 articles

Mapped enterprise infrastructure categories

  • Enterprise Software769
  • Deep Tech101

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

Quarterly share of New York City coverage

Mentions per 10,000 articles · zero baseline

011232024Q3: 12024Q32024Q4: 12024Q42025Q1: 12025Q12025Q2: 12025Q22025Q3: 12025Q32025Q4: 02025Q42026Q1: 22026Q1
View quarterly signal counts
Open-source momentum in New York City coverage
QuarterMentionsPer 10,000 articles
2024Q3131.64
2024Q4101.21
2025Q1111.1
2025Q291.03
2025Q3261.06
2025Q460.72
2026Q1222.48

Where this signal concentrates in the comparison geography

San Francisco11.5 / 10,000
Seattle7.1 / 10,000
Boston6.4 / 10,000
SPENDING PRESSURETech workforce shifts—supply not mapped
THE OPERATING HYPOTHESIS

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

14.41mentions per 10,000 articles+22.5%share change vs prior year

Mapped enterprise infrastructure categories

This signal has no matching category in the page’s enterprise infrastructure market map, so no supply percentile or gap is assigned.

Quarterly share of New York City coverage

Mentions per 10,000 articles · zero baseline

071420272024Q3: 72024Q32024Q4: 152024Q42025Q1: 152025Q12025Q2: 82025Q22025Q3: 122025Q32025Q4: 232025Q42026Q1: 122026Q1
View quarterly signal counts
Tech workforce shifts in New York City coverage
QuarterMentionsPer 10,000 articles
2024Q3567.04
2024Q412715.32
2025Q115115.07
2025Q2778.83
2025Q331212.67
2025Q419623.52
2026Q111512.94

Where this signal concentrates in the comparison geography

Seattle91.8 / 10,000
Minneapolis68.4 / 10,000
St. Louis50.7 / 10,000
RESEARCH & CHANGING CONVERSATIONS

Related research and changing coverage

New York City 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

the United States coverage of this page's demand families

KeywordRecent articlesPrior articlesShare change
cyber laws11850190.9%
cloud backup solutions4921187.6%
arch linux5125151.4%
green data centers200117110.7%
os portability1177397.5%
cost-effective trademarks644383.4%

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

UNDERSTAND THE LANDSCAPE

Enterprise Infrastructure in New York City: 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: 31 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