Internet-Wide Measurements

Large-scale empirical analysis of Internet infrastructure, protocol behavior, and network performance

network measurementsInternet characterizationprotocol behaviorCDN performanceperformance analysisactive measurementsRIPE Atlasmeasurement platforms

Research Impact

Publications14
Active Projects2
Team Members3

Understanding Internet behavior requires empirical measurement at scale rather than relying solely on models and simulations. Real networks exhibit complexity that theoretical analysis struggles to capture: middleboxes modify traffic in deployment-specific ways, routing policies reflect business relationships rather than shortest paths, performance varies with geographic location and time of day, and new protocols and technologies deploy unevenly across the global Internet. Measurement reveals the gap between how systems are designed to work and how they actually behave in practice—a gap that often contains the most important insights for protocol design, deployment strategies, and system optimizations. Large-scale measurement campaigns spanning diverse geographic regions, network types, and vantage points are essential to characterize protocol adoption rates, infrastructure performance characteristics, service availability patterns, and to validate whether theoretical benefits of new technologies materialize in real deployments.

Our research conducts large-scale measurements to characterize Internet infrastructure and protocol behavior across diverse conditions. We deploy measurement campaigns spanning multiple continents and network types to understand how LEO satellite networks perform compared to terrestrial infrastructure, revealing performance characteristics, CDN caching behaviors, and protocol adaptation requirements. We analyze protocol adoption patterns and deployment barriers for new transport protocols, measuring where theoretical benefits materialize and where real-world constraints—middleboxes, software update cycles, interoperability issues—prevent adoption. Our measurements characterize CDN performance across different network types, infrastructure reachability and availability patterns, and routing behavior under various conditions. We leverage global measurement platforms including RIPE Atlas (12,000+ worldwide probes) and deploy custom instrumentation for specialized measurements requiring detailed data collection beyond standard probe capabilities. Measurement methodologies combine active probing (controlled traffic injection to test specific behaviors) and passive monitoring (observing real traffic patterns) depending on research questions. Our measurement infrastructure supports privacy-preserving data collection complying with regulations while enabling valuable research. We release open datasets and measurement tools to enable reproducible research by the broader community. Our work informs protocol standardization at IETF, guides network operators' deployment decisions, and has been featured in media highlighting Internet infrastructure's impact in underserved regions. Research directions include sustainable long-term measurement infrastructure, privacy-preserving measurement techniques, representative sampling across diverse populations, and real-time analysis capabilities for operational monitoring.

Publications

SIGCOMM2026ConferenceSatellite NetworksInternet-Wide MeasurementsNext-Generation Network Protocols

Dissecting the StarLink: Characterizing Queuing and Flow Dynamics in the Starlink Network

ACM SIGCOMM Conference
17.54%, 90/513·
PDF
CodeDataset
SIGMETRICS2026ConferenceSatellite NetworksInternet-Wide Measurements

Horizon: Understanding and Predicting Global Starlink Performance

ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems
Cristian Benghe
Vlad Graure
Tanya Shreedhar
Nitinder Mohan
Nitinder Mohan
15.2%, 32/2110
WWW2026ConferenceSatellite NetworksInternet-Wide Measurements

Investigating Web Content Delivery Performance over Starlink

ACM Web Conference
Rohan Bose
Rohan Bose
Jinwei Zhao
Tanya Shreedhar
Jianping Pan
Nitinder Mohan
Nitinder Mohan
20.1%, 676/33705
PDFDOI
CodeDataset
HotNets2024ConferenceSatellite NetworksInternet-Wide Measurements

It's a bird? It's a plane? It's CDN!: Investigating Content Delivery Networks in the LEO Satellite Networks Era

ACM Workshop on Hot Topics in Networks
Rohan Bose
Rohan Bose
Saeed Fadaei
Nitinder Mohan
Nitinder Mohan
Mohamed Kassem
Nishanth Sastry
Jörg Ott
27.8%, 44/15820
IMC2024PosterSatellite NetworksInternet-Wide Measurements

Twinkle, Twinkle, Streaming Star: Illuminating CDN Performance over Starlink

ACM Internet Measurement Conference
PDFDOI
Code
MobiCom2024PosterSatellite NetworksInternet-Wide Measurements

Starlink Performance from Different Perspectives

ACM International Conference on Mobile Computing and Networking
Andrew E. Fergusson
Nitinder Mohan
Nitinder Mohan
Hendrik Cech
Hendrik Cech
Rohan Bose
Rohan Bose
Prakita Rayyan Renatin
Mahesh K. Marina
Jörg Ott
PDFDOI
IMC2022ConferenceInternet-Wide MeasurementsNext-Generation Cellular Networks

Analyzing Real-time Video Delivery over Cellular Networks for Remote Piloting Aerial Vehicles

ACM Internet Measurement Conference
Aygün Baltaci
Hendrik Cech
Hendrik Cech
Nitinder Mohan
Nitinder Mohan
Fabien Geyer
Vaibhav Bajpai
Jörg Ott
Dominik Schupke
26.4%, 56/21230
PDFDOI
Code
TSC2022JournalInternet-Wide Measurements

Contact Duration: Intricacies of Human Mobility

ACM Transactions on Social Computing
Leonardo Tonetto
Malintha Adikari
Nitinder Mohan
Nitinder Mohan
Aaron Yi Ding
Jörg Ott
PDFDOI
IMC2021ConferenceInternet-Wide Measurements

Cloudy with a Chance of Short RTTs: Analyzing Cloud Connectivity in the Internet

ACM Internet Measurement Conference
The Khang Dang
Nitinder Mohan
Nitinder Mohan
Lorenzo Corneo
Aleksandr Zavodovski
Jörg Ott
Jussi Kangasharju
27.9%, 55/19741
Networking2021ConferenceNext-Generation Network ProtocolsInternet-Wide Measurements

From Single Lane to Highways: Analyzing the Adoption of Multipath TCP in the Internet

IFIP Networking Conference
Florian Aschenbrenner
Tanya Shreedhar
Oliver Gasser
Nitinder Mohan
Nitinder Mohan
Jörg Ott
Networking2021ConferenceEdge ComputingInternet-Wide Measurements

(How Much) Can Edge Computing Change Network Latency?

IFIP Networking Conference
Lorenzo Corneo
Nitinder Mohan
Nitinder Mohan
Aleksandr Zavodovski
Walter Wong
Christian Rohner
Per Gunningberg
Jussi Kangasharju
PDFDOI
WebsiteVideo
WWW2021ConferenceInternet-Wide Measurements

Surrounded by the Clouds: A Comprehensive Cloud Reachability Study

ACM Web Conference
Lorenzo Corneo
Maximilian Eder
Nitinder Mohan
Nitinder Mohan
Aleksandr Zavodovski
Suzan Bayhan
Walter Wong
Per Gunningberg
Jussi Kangasharju
Jörg Ott
HotNets2020ConferenceEdge ComputingInternet-Wide Measurements

Pruning Edge Research with Latency Shears

ACM Workshop on Hot Topics in Networks
Nitinder Mohan
Nitinder Mohan
Lorenzo Corneo
Aleksandr Zavodovski
Suzan Bayhan
Walter Wong
Jussi Kangasharju

Open Source Contributions

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Horizon

Horizon

Global-scale ML system for predicting Starlink performance

An open ML pipeline and live dashboard that predicts Starlink latency and throughput anywhere on Earth, trained on 11 months of crowdsourced M-Lab and Cloudflare measurements across 90+ countries, fused with meteorological and orbital propagation features.

measurementlive-service
NetMet

NetMet

Browser-Based Network Performance Measurement Tool

A lightweight browser extension for measuring network performance metrics including bandwidth, latency, and web browsing quality. NetMet was instrumental in our large-scale Starlink performance studies, enabling measurements from real users across diverse geographic locations.

measurementresearch-prototype
MPTCP.io

MPTCP.io

Global MPTCP Deployment Scanner and Measurement Service

A public scanning service that continuously measures and tracks Multipath TCP (MPTCP) deployment across the Internet. MPTCP.io provides real-time statistics on MPTCP support among web servers, CDNs, and cloud services, helping researchers and practitioners understand the current state of MPTCP adoption worldwide.

protocolslive-service

Awards & Recognition

2025ACMIMCNetworking

Distinguished Reviewer at ACM IMC 2025

ACM Internet Measurement Conference

Recognized for contributing high-quality reviews to the network measurement community, helping ensure the quality and rigor of work presented at one of the premier venues in Internet measurement.

Distinguished Reviewer at ACM IMC 2025
2025IETFIRTFNetworking

IETF/IRTF Applied Networking Research Prize

Internet Engineering Task Force & Internet Research Task Force

One of six papers worldwide selected for this prestigious award that bridges academic research and practical Internet deployment.

IETF/IRTF Applied Networking Research Prize
2024RIPEInternet MeasurementLEO

RIPE Labs Article Competition Runners-up

RIPE Network Coordination Centre

Selected among submissions from network operators, researchers, and practitioners worldwide for providing actionable insights to the Internet operations community.

Project Funding

Previous Funding

🌐

RIPE NCC RACI Fellowship

Organization: RIPE Network Coordination Centre
Period: 2025
Role: RACI Fellow

Fellowship for Internet measurements and LEO satellite network analysis. Supporting collaboration with RIPE community and atlas measurement infrastructure.

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🇫🇮

Adaptive and Intelligent Data (AIDA)

Organization: Academy of Finland
Period: 2019
Role: Senior Researcher

Finnish national funding for adaptive data analytics and intelligent systems. Research on network protocols, multipath transport, and performance optimization.

Invited Talks & Panels

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IETF 123

It's a bird? It's a plane? It's CDN!: Understanding Starlink CDN Performance

Internet Engineering Task Force (IETF) 123 - Measurement and Analysis for Protocols Research Group (MAPRG)
LEO SatellitesCDNPerformance Measurement+1 more
RIPE 90

Frontiers of LEO Space Networks: Understanding the Intricacies of Starlink's Internet Access

RIPE 90 Meeting - RIPE Network Coordination Centre
LEO SatellitesStarlinkNetwork Architecture
COMSNETS

Frontiers of LEO Space Networks: Understanding the Intricacies of Starlink's Internet Access

International Conference on Communication Systems & Networks (COMSNETS)
LEO SatellitesStarlinkNetwork Architecture

Thesis Projects

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Available Theses

MASTER

Edge Orchestration Meets Agentic AI: How Should Distributed Agents Communicate?

Edge computing has emerged as a critical paradigm for reducing latency and improving performance by bringing computation closer to data sources. This rapid adoption has created a demand for efficient...

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MASTER

Efficient AI pipeline management in distributed edge infrastructures

The deployment of artificial intelligence workloads at the edge has become critical for applications requiring low latency, privacy preservation, and bandwidth optimization. Modern AI applications...

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MASTER

Improving TLS over QUIC performance over LEO sat links

Low Earth Orbit (LEO) satellite networks, particularly Starlink, have revolutionized global Internet connectivity by providing high-speed access with significantly lower latency compared to...

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MASTER

Secure Routing in LEO networks

**Routing security** has been a critical focus due to the vulnerability of BGP (Border Gateway Protocol), which traditionally lacks built-in authentication. This weakness has led to frequent **BGP...

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MASTER

LEOSCOPE satellite testbed

Low Earth Orbit (LEO) satellite networks like Starlink, OneWeb, and Amazon Kuiper are transforming global Internet connectivity by providing high-speed, low-latency access to previously underserved...

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MASTER

Supporting secure communications in satellite networks

Low Earth Orbit (LEO) satellite networks create unique challenges for maintaining secure communications during satellite handovers. Unlike terrestrial networks, LEO connections frequently switch...

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Running Theses

MASTER

Circumventing Internet Restrictions through Starlink

Student: David Weissmann

Year: 2026

MASTER

Characterizing Secure Measurements over Starlink

Student: Sander Vermeulen

Year: 2025

Recent Completed Theses

MASTER

Understanding Live WebConferencing Performance over Starlink

Student: Yannis Selmar Matezki

Year: 2026

BACHELOR

The Influence of Ground Infrastructure Proximity on Starlink's Performance

Student: Christiaan Baraya

Year: 2025

BACHELOR

Capturing the Spatiotemporal Dynamics of LEO ISP Performance

Student: Cristian Benghe

Year: 2025

MASTER

Characterizing Resilience of LEO Satellite Networks Against Disasters

Student: Elvin Chen

Year: 2025

BACHELOR

Characterizing traffic destinations and temporal trends for adaptive network resource management in 5G/6G networks

Student: Vlad-Ioan Dragutoiu

Year: 2025