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

Scalable Cloud and Distributed Systems

25.5% of this theme group

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

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

Cloud Computing: Distributed Internet Computing for IT and Scientific Research

Big data and cloud computing

Cloud Automation and Analytics Gaps

15.1% of this theme group

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

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

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

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

Security and Privacy in Cloud

14.9% of this theme group

Studies flag 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

Virtualization and Microservice Deployment Issues

14.1% of this theme group

Authors discuss obstacles in virtualized networks and microservice orchestration.

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

Works identify methodological 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 emphasizes incomplete understanding of aerosol effects on cloud formation and climate.

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

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

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

Edge Computing Integration Challenges

6.4% of this theme group

Papers note difficulties linking edge devices with cloud services for high‑rate data.

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

Cloud Scalability and Resource Management

26.1% of this theme group

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

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

Above the Clouds: A Berkeley View of Cloud Computing

On the Use of Cloud Computing for Scientific Workflows

Aerosol Impacts on Cloud Reflectivity

20.5% of this theme group

Studies warn that aerosol reductions can alter cloud reflectivity 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 highlight persistent biases in how models simulate cloud cover.

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

Automation Risks in Big Data Analytics

13.0% of this theme group

Works advise careful oversight of automated analytics pipelines in cloud settings.

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 weaknesses in current encryption and detection mechanisms for distributed 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 Cloud Observation Constraints

10.7% of this theme group

Authors note measurement and classification challenges for satellite‑derived cloud data.

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

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

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

Advanced Scheduling for Cloud Workloads

26.4% of this theme group

Opportunities focus on novel load‑balancing and scheduling techniques across cloud platforms.

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

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

Multi-Cloud Optimization: Orchestrating Workloads Across Heterogeneous Cloud Environments

Efficient Virtualized Deployment Pipelines

18.3% of this theme group

Research explores streamlined deployment methods for scalable virtualized 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

Privacy‑Preserving Cloud Security

15.7% of this theme group

Papers propose 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

Intelligent Cloud Analytics Automation

13.5% of this theme group

Works present frameworks for automated, policy‑driven analytics within cloud data centers.

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 advance models linking aerosol properties to 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 Collaboration

9.0% of this theme group

Research highlights architectures that combine edge computing with cloud for resilient 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

Point Cloud Processing in the Cloud

5.8% of this theme group

Papers develop cloud‑based methods for large‑scale 3D 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

San Francisco

38.7% across the displayed hubs

171 companies hiring · $80.5B disclosed funding

New York City

19.9% across the displayed hubs

67 companies hiring · $32.3B disclosed funding

Austin

9.0% across the displayed hubs

28 companies hiring · $9.3B disclosed funding

San Jose

7.8% across the displayed hubs

50 companies hiring · $21.6B disclosed funding

Los Angeles

6.4% across the displayed hubs

12 companies hiring · $1.6B disclosed funding

Palo Alto

6.3% across the displayed hubs

29 companies hiring · $16.1B disclosed funding

Seattle

6.2% across the displayed hubs

25 companies hiring · $3.4B disclosed funding

Boston

5.9% across the displayed hubs

30 companies hiring · $10.8B disclosed funding