the United States’s
cloud infrastructure industry,
in focus.

Scalable Distributed Cloud Systems

25.5% of this theme group

Researchers highlight challenges in scaling cloud platforms for large‑scale scientific and data‑intensive 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

Automation and Analytics Bottlenecks

15.1% of this theme group

Papers point to difficulties integrating real‑time analytics and automation within cloud‑based services.

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

Cloud Security and Privacy Gaps

14.9% of this theme group

Studies expose persistent security and privacy vulnerabilities in cloud environments.

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

Virtualization and Microservice Risks

14.1% of this theme group

Works discuss obstacles in deploying secure, efficient virtualization and microservice architectures.

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

Big Data in Healthcare Cloud

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

Aerosol‑Cloud Interaction Uncertainties

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

Edge‑Cloud Coordination Limits

6.4% of this theme group

Papers identify performance and integration limits when extending cloud services to edge devices.

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

Scalability and Resource Management Concerns

26.1% of this theme group

Authors caution that unchecked scaling can strain resources and weaken cloud reliability.

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

Aerosol Impacts on Cloud Reflectivity

20.5% of this theme group

Studies warn that aerosol reductions may unintentionally alter cloud albedo and regional climate.

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

Cloud Representation in Climate Models

17.9% of this theme group

Researchers advise careful treatment of cloud processes to avoid biases in 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

Big Data Automation Trade‑offs

13.0% of this theme group

Works highlight potential pitfalls of over‑automating analytics pipelines in cloud environments.

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

Encryption and Intrusion Detection Limits

11.7% of this theme group

Papers discuss challenges in securing data and detecting covert threats across distributed cloud 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

Satellite‑Based Cloud Observation Gaps

10.7% of this theme group

Authors note uncertainties in remote sensing of cloud properties that affect model validation.

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

Advanced Scheduling for Distributed Clouds

26.4% of this theme group

Opportunities focus on novel load‑balancing and orchestration techniques for heterogeneous cloud workloads.

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

Efficient Virtualized Deployment Pipelines

18.3% of this theme group

Research proposes streamlined deployment methods to improve scalability and cost efficiency.

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

Privacy‑Preserving Cloud Cryptography

15.7% of this theme group

Works explore encryption and federated learning approaches to secure cloud‑scale data processing.

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

Intelligent Cloud Analytics Automation

13.5% of this theme group

Papers present AI‑driven frameworks to optimize cloud data center performance and reliability.

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

Aerosol‑Cloud Interaction Modeling

11.3% of this theme group

Studies aim to refine models linking aerosol properties with cloud formation and climate effects.

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

Secure Edge‑Cloud Integration

9.0% of this theme group

Research highlights architectures that blend edge computing with cloud services for real‑time security analytics.

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

3D Point‑Cloud Processing in the Cloud

5.8% of this theme group

Works develop cloud‑based pipelines for large‑scale lidar segmentation and environment recognition.

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

San Francisco

30.6% across the displayed hubs

10 companies hiring · $6.2B disclosed funding

New York City

16.8% across the displayed hubs

6 companies hiring · $5.7B disclosed funding

San Jose

10.1% across the displayed hubs

6 companies hiring · $4.1B disclosed funding

Santa Clara

9.4% across the displayed hubs

2 companies hiring · $2.6B disclosed funding

Seattle

9.0% across the displayed hubs

6 companies hiring · $678.6M disclosed funding

Los Angeles

8.5% across the displayed hubs

3 companies hiring · $94.5M disclosed funding

Dallas

8.0% across the displayed hubs

3 companies hiring · $5.0B disclosed funding

Austin

7.6% across the displayed hubs

0 companies hiring · $332.5M disclosed funding