the United States’s
observability and apm industry,
in focus.

Scalable Cloud and Distributed Systems

25.5% of this theme group

Researchers highlight challenges in scaling cloud platforms and distributed computing across operating systems.

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 Big Data Analytics

15.1% of this theme group

Papers point out difficulties in automating cloud services while handling large‑scale analytics workloads.

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 vulnerabilities and privacy concerns inherent to cloud computing infrastructures.

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 obstacles in deploying virtualized microservices and ensuring 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 Challenges in Healthcare Cloud

13.2% of this theme group

Researchers 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

Papers identify gaps in understanding how aerosols affect 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 Computing and GSM Evolution

6.4% of this theme group

Works flag limitations in edge device capabilities and data rates for 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

Authors caution about over‑promising scalability without addressing underlying resource allocation complexities.

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 unexpectedly 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 clouds are simulated within global climate frameworks.

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 Integration Concerns

13.0% of this theme group

Papers advise careful integration of automation with big data analytics to avoid reliability pitfalls.

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

Works point out weaknesses in current cryptographic and intrusion detection approaches for distributed 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

Authors caution about measurement uncertainties when using satellite lidar to classify cloud properties.

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 Cloud Workloads

26.4% of this theme group

Opportunities focus on novel load‑balancing and orchestration techniques to improve 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

Efficient Virtualized Deployment Pipelines

18.3% of this theme group

Research explores streamlined deployment methods for scalable virtualized services and automated machine‑learning pipelines.

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 Solutions

15.7% of this theme group

Papers propose cryptographic and federated learning approaches to secure data across cloud platforms.

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 highlight AI‑driven frameworks that optimize cloud data center performance 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 Advances

11.3% of this theme group

Studies present new observational and modeling techniques to better predict aerosol effects on clouds.

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 Computing for IoT

9.0% of this theme group

Research showcases architectures that blend edge processing with cloud services for real‑time threat detection.

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 Cloud Platforms

5.8% of this theme group

Papers develop scalable methods for 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

48.1% across the displayed hubs

16 companies hiring · $4.1B disclosed funding

New York City

12.8% across the displayed hubs

4 companies hiring · $1.4B disclosed funding

Palo Alto

9.0% across the displayed hubs

3 companies hiring · $358.6M disclosed funding

Austin

6.8% across the displayed hubs

0 companies hiring · $134.6M disclosed funding

San Jose

6.8% across the displayed hubs

3 companies hiring · $2.9B disclosed funding

Mountain View

6.4% across the displayed hubs

1 companies hiring · $1.1B disclosed funding

Santa Clara

5.3% across the displayed hubs

1 companies hiring · $573.0M disclosed funding

Sunnyvale

4.9% across the displayed hubs

0 companies hiring · $66.1M disclosed funding