the United States’s
databases industry,
in focus.

Scalable Cloud and Distributed Systems

25.5% of this theme group

Researchers highlight difficulties in scaling cloud platforms and distributed infrastructures across diverse 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

Cloud Automation and Analytics Challenges

15.1% of this theme group

Papers point out obstacles in automating cloud services while handling large‑scale analytics and big data pipelines.

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 Environments

14.9% of this theme group

Works emphasize threats to data confidentiality and integrity within cloud computing deployments.

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, Microservices, and Encryption Issues

14.1% of this theme group

Studies discuss complications in deploying virtualized microservices and ensuring proper encryption across networks.

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 Healthcare Cloud Integration

13.2% of this theme group

Authors note methodological and technical hurdles when merging large health datasets with cloud platforms.

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 gaps in understanding how aerosols affect cloud formation and climate dynamics.

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 and GSM Evolution

6.4% of this theme group

Papers identify bottlenecks in bringing edge processing to next‑generation mobile networks.

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 Risks

26.1% of this theme group

Cautions focus on potential over‑commitment of resources and scalability limits in cloud infrastructures.

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 reduced aerosol pollution can alter cloud brightness 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

Cloud Representation in Climate Models

17.9% of this theme group

Works caution about persistent biases in how models simulate cloud cover and ice processes.

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 and Big Data Analytics Concerns

13.0% of this theme group

Authors raise issues about reliability and governance when automating large‑scale 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

Encryption and Intrusion Detection Limitations

11.7% of this theme group

Papers highlight weaknesses in current cryptographic 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

Satellite Cloud Observation Challenges

10.7% of this theme group

Research points to difficulties in accurately measuring cloud properties from space‑borne sensors.

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 explore 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

Scalable Virtualization and Deployment

18.3% of this theme group

Works propose efficient deployment pipelines and virtualization strategies 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

Secure Cloud Cryptography Solutions

15.7% of this theme group

Papers present privacy‑preserving protocols and cryptographic tools for protecting data in cloud settings.

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

Research highlights AI‑driven frameworks that automate cloud analytics while enhancing 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

Aerosol‑Cloud Interaction Modeling

11.3% of this theme group

Studies develop models and observational methods 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

Edge‑Centric Secure IoT Architectures

9.0% of this theme group

Works explore secure edge computing designs that combine federated learning and real‑time threat prediction.

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 on the Cloud

5.8% of this theme group

Papers advance techniques for large‑scale 3D point‑cloud segmentation and recognition using cloud resources.

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

47.6% across the displayed hubs

9 companies hiring · $30.4B disclosed funding

New York City

15.3% across the displayed hubs

5 companies hiring · $2.7B disclosed funding

Austin

7.4% across the displayed hubs

1 companies hiring · $103.6M disclosed funding

Palo Alto

6.3% across the displayed hubs

1 companies hiring · $1.5B disclosed funding

Mountain View

5.8% across the displayed hubs

4 companies hiring · $443.7M disclosed funding

Sunnyvale

5.8% across the displayed hubs

2 companies hiring · $640.6M disclosed funding

Seattle

5.8% across the displayed hubs

1 companies hiring · $35.2M disclosed funding

Redwood City

5.8% across the displayed hubs

4 companies hiring · $796.1M disclosed funding