Unmanned Systems Tracker

Russian Invasion of Ukraine 2022–Present

Last updated:
Ukraine War · Open Source Intelligence · 2022–Present

Unmanned
Systems
Tracker

Open-source database tracking drone warfare, USV strikes, UGV operations, and Russian losses in Ukraine.

Verified OSINT only
Source citations on all entries
Free to access & share
USV Strike Events
UGV Missions Q1 2026
863,911 UAV Strike Flights
Aerial Attacks on Ukraine
Intercepted
Intercept Rate
217,800+ Russian KIA (Mediazona)
01 Key Trends
Jun 2025–May 2026
Russian territorial gains vs USF FPV personnel strikes
Ru. advance km² Ru. territory lost USF personnel hits/mo
02 Support Ukraine
Support Ukraine
Support the Unmanned Systems Forces of Ukraine
The world's first dedicated drone warfare branch — operating the USVs, UGVs and UAVs tracked in this database.
Eliminated ~⅓ of Russia's Black Sea Fleet
Removing infantry from the deadliest kill zones
Striking deep into Russian territory
Donate via United24 Buy Me a Coffee
u24.gov.ua · Official Ukrainian government platform
About the tracker
Original research. Open access.
Built alongside PhD research in War Studies at King's College London. Every entry carries source citations. All data is free to access and share under CC BY-NC 4.0.
5,500+ unique monthly visitors
Air defence data auto-updates daily
Media enquiries and corrections welcome
About & Methodology Original Analyses
03 Methodology & Data Standards
Inclusion criteria
Events are included where there is at least one credible open-source report — an official Ukrainian military or intelligence statement, verified video evidence, or reporting by two or more independent outlets. Russian acknowledgement is noted but not required.
Damage classification
Sunk = total loss on seabed. Destroyed = total loss confirmed. Damaged = partial damage. Shot Down = aerial asset destroyed in flight. Disrupted = temporarily out of action.
Personnel KIA figures
Mediazona/BBC News confirmed-by-name methodology — cross-checked against Russia's National Probate Registry. Always a floor, not a ceiling. UK intelligence estimate (~500,000) and Meduza statistical model (~352,000) cited alongside for context.
UNMANNED SYSTEMS TRACKER · COMPILED FROM PUBLIC OSINT SOURCES · NOT AFFILIATED WITH ANY GOVERNMENT OR MILITARY ORGANISATION · DATA PROVIDED FOR RESEARCH AND EDUCATIONAL PURPOSES · Privacy Policy · Disclaimer
50% of advertising revenue from this site is donated to support Ukrainian military forces via United24
USV Strike Log
CONFIRMED & CLAIMED UKRAINIAN UNMANNED SURFACE VEHICLE OPERATIONS · BLACK SEA · 2022–PRESENT ·  ·  UPDATED: May 2026
Search
Model
Damage
Year
Showing events
Date ↕Target ↕TypeUSV Model ↕LocationDamage ↕NotesSource

LOADING…
// NO RESULTS MATCHING FILTERS //
UGV Operations Log
CONFIRMED & CLAIMED UNMANNED GROUND VEHICLE COMBAT OPERATIONS — BOTH SIDES · 2023–PRESENT ·  ·  UPDATED: May 2026
9,000+
Missions in Mar 2026
24,500+
Missions Q1 2026
167
Units equipped (Mar)
Growth vs Nov 2025
Mission data via Ukraine MoD DELTA combat system · MoD Mar 2026 ↗ · DELTA tracking ↗
Search
Side
Outcome
Year
Showing events
Date ↕Side ↕UGV System ↕Operation / TargetLocationOutcome ↕NotesSource

LOADING…
// NO RESULTS MATCHING FILTERS //
UAV Kill Board
USF PIDRAKHUYKA · UNMANNED SYSTEMS FORCES OF UKRAINE · VERIFIED HITS ONLY · Since USF creation: Jun 2025 – Mar 2026. Updated manually each quarter.  ·  UPDATED: Jun 2026
2025 ANNUAL · JUN–DEC
damaged targets
incl. destroyed
strike flights
recon flights
enemy personnel
including killed
incl. wounded
CHART VIEW: Monthly total · Jun 2025–May 2026
STRIKE EFFICIENCY · DAMAGED TARGETS PER 1,000 SORTIES
STRIKE LETHALITY · PERSONNEL KILLED AS % OF HIT
Search
Showing records · USF Pidrakhuyka ↗
// NO RESULTS MATCHING FILTERS //
Russian Losses
CONFIRMED & ESTIMATED RUSSIAN MILITARY EQUIPMENT AND PERSONNEL LOSSES · FEBRUARY 2022 TO PRESENT ·  ·  UPDATED: Jun 2026
⚠ DATA NOTICE: Personnel killed figures use Mediazona/BBC News Russian confirmed-by-name methodology as the primary source — the most rigorous publicly available approach. Equipment losses use Oryx photo-confirmed figures where available, supplemented by DIA and CSIS estimates. All figures represent floors, not ceilings. Sources are cited individually for each metric. Oryx ceased updating equipment loss estimates in 2025.
HEADLINE FIGURES

LOADING…
RUSSIAN AIR DEFENCE ATTRITION — UKRAINIAN STRIKE CAMPAIGN
DATA SOURCES: Oryx photo-confirmed equipment losses (2025 annual); USF Commander Brovdi official statements; ISW daily assessments; Ukrainska Pravda/Oboronka mid-range strike analysis (Mar 2025–Mar 2026); SBU Alpha unit statements. Figures represent confirmed minimums. Last updated: March 2026.
77
SAM systems destroyed (2025)
Oryx photo-confirmed
23
Radar stations destroyed (2025)
Oryx photo-confirmed
80+
Systems struck Winter 2025–26
USF Cmdr Brovdi, Mar 2026
~50%
Pantsir stockpile neutralised
SBU Alpha unit, Feb 2026
365
Mid-range strikes (Mar 25–Mar 26)
~50% targeted air defence
DOCUMENTED STRIKES ON RUSSIAN AIR DEFENCE SYSTEMS
Date System / Target Type Location Outcome Source
Aug 2025GLONASS relay + RT-70 telescopeStrategic comms / SIGINTYevpatoriya, CrimeaDestroyedtochnyi.info · 31st Air Defence Division HQ complex
Sep 10, 202540th Command & Measurement Complex HQC2 / deep space commsYevpatoriya, CrimeaDestroyedtochnyi.info · HQ building + main comms building struck
Sep–Feb 2025/2655Zh6U Nebo-U radar (×4 strikes)VHF early-warning radarNW Yevpatoriya, CrimeaRepeatedly hittochnyi.info · Same position struck at least 4 times
Jul 2025S-350 Vityaz SAM systemMedium/long-range SAMOccupied UkraineDestroyedtochnyi.info · 1 of 3 confirmed S-350 strikes (Jul–Feb)
Nov 2025S-350 Vityaz SAM systems (×7)Medium/long-range SAMOccupied UkraineDestroyedtochnyi.info · Peak month — 7 strikes in single month
Mar 9, 20265N84A Oborona-14 radarLong-range early warningCrimeaDestroyedUnited24 Media ↗ · SSO drone strike
Mar 9, 202655Zh6U Nebo-U radar (×2 in radomes)VHF early-warning radarYevpatoriya, CrimeaDestroyedUnited24 Media ↗ · 4 radar systems in single operation
Mar 22, 2026S-400 SAM system radarLong-range SAMOccupied Donetsk OblastDestroyedISW Mar 22 ↗ · USF strike, Brovdi confirmed
Mar 1–22, 2026Russian air defence equipment (×26)Mixed SAM/radarOperational depth26 systemsISW Mar 22 ↗ · USF Commander Brovdi statement
Mar 202640th C&M Complex HQ (re-strike)C2 / deep space commsYevpatoriya, CrimeaRe-strucktochnyi.info · Second strike on same complex
Table shows selected documented individual strikes. Full campaign: 365 mid-range drone strikes recorded Mar 2025–Mar 2026 (Oboronka/Ukrainska Pravda), with ~50% targeting air defence assets. Data from tochnyi.info ↗, Ukrainska Pravda ↗, ISW, Oryx. Updated manually — last updated March 2026.
Advertisement
Air Defence Log
RUSSIAN DRONE & MISSILE STRIKES ON UKRAINE · OCT 2022–PRESENT · SOURCE: UKRAINIAN AIR FORCE VIA PETRO IVANIUK ·  ·  UPDATED: Daily auto-update
DATA SOURCE: Ukrainian Air Force official daily reports, compiled and verified by data scientist Petro Ivaniuk. Dataset verified by CSIS as matching official Ukrainian Air Force figures. Coverage from 27 September 2022 to present. Each row represents a single attack wave. · github.com/PetroIvaniuk ↗
Total launched
Total intercepted
Overall intercept rate
Got through
Attack waves logged
Largest single wave
INTERCEPTION RATE OVER TIME — DRONES vs MISSILES
BREAKDOWN BY WEAPON TYPE
ATTACK FREQUENCY — MONTHLY & ANNUAL
Low intensity Medium Peak (top 20%) Hover for details · Source: Ukrainian Air Force via Petro Ivaniuk
All weapon types combined · Hover bars for exact figures
OSINT Sources
PRIMARY SOURCES · TRACKING PROJECTS · ANALYTICAL TOOLS ·  ·  UPDATED: May 2026
Advertisement
📋
Mediazona
Confirmed KIA · Named list

Independent Russian media outlet maintaining the most rigorous publicly available list of Russian soldiers killed — confirmed by name using obituaries, social media, and official sources. Cross-checked against the National Probate Registry. This tracker uses Mediazona/BBC as its primary KIA source.

en.zona.media ↗
📊
Meduza
Statistical KIA estimates

Independent Russian investigative outlet. Works with Mediazona to produce statistical estimates of total Russian deaths using probate registry excess mortality data — giving a broader picture beyond what's confirmed by name. Estimated ~352,000 killed to end of 2025.

meduza.io ↗
🔍
Oryx
Photo-confirmed equipment losses

The gold standard for equipment loss tracking — every entry in the Oryx database is individually photo or video confirmed. Tracks Russian and Ukrainian losses of tanks, AFVs, aircraft, and naval vessels. Ceased updating in 2025 but the historical record remains essential.

oryxspioenkop.com ↗
Covert Shores
USV / naval analysis · H.I. Sutton

The most detailed open-source technical analysis of Ukrainian and Russian USVs. H.I. Sutton documents every known drone boat variant with specifications, operational history, and imagery. Essential reference for USV platform identification and capabilities.

hisutton.com ↗
The War Zone (TWZ)
Defence reporting · OSINT synthesis

Consistently the best English-language specialist defence reporting on USV and UGV developments. Well-sourced, sceptical of unverified claims, and fast to cover new platform developments. Used extensively as a secondary verification source for this tracker.

twz.com ↗
🇺🇦
Militarnyi
Ukrainian defence · weapons & systems

Ukrainian-language defence publication with strong English coverage of weapons systems, unmanned platforms and battlefield technology. Particularly valuable for early reporting on new Ukrainian drone and UGV developments, often sourced directly from manufacturers and the Ministry of Defence.

militarnyi.com ↗
📊
Petro Ivaniuk Dataset
Air defence data · Kaggle / GitHub

Ukrainian data scientist maintaining the most comprehensive structured dataset of Russian drone and missile attacks on Ukraine, compiled daily from official Ukrainian Air Force reports. Verified by CSIS as matching official figures. Covers every attack wave from October 2022 to present — the primary data source for the Air Defence tab on this tracker.

github.com/PetroIvaniuk ↗
🎯
Tochnyi
Strike analysis · Air defence attrition research

Ukrainian open-source research publication producing detailed long-form analysis of Ukraine's strike campaigns against Russian military assets. Primary source for the Air Defence Attrition section in this tracker — their March 2026 investigation documents Ukraine's systematic campaign against Russian SAM systems and radar networks across Crimea and occupied territories from 2025 onwards.

tochnyi.info ↗
🗺
DeepState Map
Live frontline · territorial control

The most accurate live frontline map of the conflict. Updated continuously from visual evidence and geolocated footage.

deepstatemap.live ↗
📍
Geoconfirmed
Geolocated OSINT incidents

Crowdsourced initiative geolocating strikes, troop movements, and infrastructure damage. Each entry individually verified.

geoconfirmed.azurewebsites.net ↗
👁
Eyes on Russia
Verified incidents · war crimes

Centre for Information Resilience project tracking and verifying attacks. Strong on civilian harm documentation.

eyesonrussia.org ↗
📡
ISW
Daily operational updates

Daily battlefield updates with map assessments. Widely cited by Western governments. Cross-reference with other sources.

understandingwar.org ↗
RECOMMENDED READING
AFFILIATE NOTICE: The links below are Amazon affiliate links. If you purchase through them we receive a small commission at no extra cost to you. All books are recommended on their own merits and are directly relevant to the subject matter of this tracker.
📖
We Are Bellingcat
Eliot Higgins · 2021

The story of how a school dropout built the world's most influential open-source intelligence unit — and how citizen journalists are redefining the way we think about news, accountability, and the digital future. Essential reading for anyone using this tracker.

Buy on Amazon UK ↗
📖
What Is War For?
Jack McDonald · KCL · 2023

A concise, rigorous guide to war in the contemporary world by a Senior Lecturer in War Studies at King's College London. Examines how technology — including unmanned systems — is transforming warfare and widening the gap between military practice and international law.

Buy on Amazon UK ↗
📖
The Arms of the Future
Jack Watling · RUSI · 2023

By RUSI's Senior Research Fellow for Land Warfare, who has worked extensively with Ukrainian Armed Forces during Russia's invasion. An authoritative analysis of how autonomous weapons, AI and novel technologies are reshaping the battlefield — the closest thing to a field manual for understanding this tracker's subject matter.

Buy on Amazon UK ↗
📖
The Russo-Ukrainian War
Serhii Plokhy · 2023

The definitive history of the conflict by Harvard's foremost Ukraine scholar. Traces the origins of the invasion from the collapse of the Russian empire to the present day — essential context for this tracker's data.

Buy on Amazon UK ↗
📖
Invasion
Luke Harding · 2022

The first book of frontline reportage from the Ukraine war, by the Guardian's award-winning correspondent. A compelling, on-the-ground chronicle of Russia's invasion and Ukraine's fight for survival.

Buy on Amazon UK ↗
📖
Red Famine
Anne Applebaum · 2017

Pulitzer Prize-winner Anne Applebaum's devastating account of Stalin's deliberate starvation of Ukraine in 1932–33. Essential background to understanding the deep roots of Ukrainian national identity and resistance.

Buy on Amazon UK ↗
ABOUT THIS TRACKER
About

The Ukraine War Unmanned Systems Tracker is an independent open-source research project built and maintained by Andro Mathewson, PhD Candidate in War Studies at King's College London. It documents the confirmed and claimed combat use of unmanned systems — surface, ground, and air — in the Russian invasion of Ukraine.

The tracker is built from publicly available OSINT, official Ukrainian military releases, and verified reporting. All entries carry source citations for independent verification. It is maintained alongside ongoing PhD research and updated regularly.

This tracker is not affiliated with any government, military organisation, or commercial entity. It is not affiliated with any of the organisations listed as sources above. Links are provided for research and verification purposes only.

Privacy Policy ↗ Disclaimer ↗
Contact, Media & Corrections

Andro Mathewson

PhD Candidate in War Studies
King's College London

For research collaboration, media enquiries, data requests, or corrections to entries, please get in touch.

Corrections policy

If you believe an entry contains a factual error — wrong date, misattributed source, incorrect damage assessment — please get in touch with the relevant entry, your evidence, and a suggested correction. All corrections are reviewed and applied promptly. Significant corrections are noted on the relevant entry.

Media enquiries

Available for comment on drone warfare, unmanned systems, and the Russia-Ukraine conflict. Data requests, research collaboration, and citation queries welcome.

[email protected]
Original Analyses
ORIGINAL RESEARCH USING TRACKER DATA · PHD CANDIDATE IN WAR STUDIES · KING'S COLLEGE LONDON  ·  UPDATED: May 2026
Original research by Andro Mathewson, PhD Candidate in War Studies, King's College London. Working findings — not peer-reviewed conclusions. Data and code available on request.
Filter:
id="analyses-grid" style="display:grid;grid-template-columns:1fr 1fr;gap:0;border:1px solid var(--border2);margin:0 32px">
Weather and Shahed Interception Rates
April 2026 · n = 603 attack days · Shahed/Geran only · Oct 2022–Mar 2026
Air defence data: Petro Ivaniuk / Ukrainian Air Force · Weather: Open-Meteo Historical Archive API

Cross-referencing 603 Shahed/Geran attack days with night-time weather conditions from the Open-Meteo Historical Archive API. Each attack day was classified as Clear, Overcast, or Adverse based on cloud cover and precipitation.

~70% consistent across all weather

Clear nights: 70.7% (n=110) · Overcast: 72.2% (n=193) · Adverse: 68.2% (n=300). The 4-point range across conditions is not statistically significant — Ukraine's interception rate is weather-robust.

Cloud cover: r = 0.051, p = 0.21

OLS regression of night-time cloud cover against interception rate shows a near-zero relationship. Cloud cover explains less than 0.3% of variance in intercept outcomes.

Russia does not exploit adverse weather

Launch volumes are highest on clear nights (150.4/day) vs adverse nights (129.6/day). There is no evidence Russia times swarms to exploit poor weather conditions.

▸ METHODOLOGY NOTE

Weather retrieved for Kyiv (50.45°N, 30.52°E). Night-time = 20:00–06:00 local. Attacks with <10 Shaheds excluded. Clear = cloud cover <30%, Overcast = 30–79%, Adverse = ≥80% or precipitation present.

Air Defence Saturation: Interception Rate vs Launch Volume
April 2026 · n = 955 attack nights
Petro Ivaniuk / Ukrainian Air Force

Tests whether Ukrainian air defence degrades under high launch volumes — identifying the saturation threshold above which interception rates fall. Attack nights are bucketed by total weapons launched across nine volume bands.

Degradation zone: 61–150 weapons (66–67%)

The only volume band that consistently falls below the 74% overall mean. Medium-intensity attacks — not mass salvos — are most effective at degrading performance.

High-volume resilience: 83% at 600+ weapons

At the highest attack volumes (n=10), interception recovers to 83% — above the overall mean. Mass swarms do not overwhelm Ukrainian air defence in the way commonly assumed.

Non-linear relationship overall

The volume-to-interception relationship is non-linear. No attack nights fell into the overwhelmed category (<55%). The system appears structurally robust at both low and very high volumes.

▸ METHODOLOGY NOTE

Volume buckets: 1–30, 31–60, 61–100, 101–150, 151–200, 201–300, 301–400, 401–600, 600+. Classification: ≥70% = manageable, 55–69% = degraded, <55% = overwhelmed.

Salvo Composition: Testing the 'Shahed as Decoy' Hypothesis
April 2026 · n = 1,060 attack nights
Petro Ivaniuk / Ukrainian Air Force

A widely cited claim holds that Russia uses Shaheds as decoys to saturate Ukrainian air defence and enable missile penetration. If true, mixed salvos (Shahed + missile) should produce lower overall interception rates than Shahed-only attacks.

Hypothesis not supported: 73% vs 75%

Mixed salvos (Shahed + missile, n=497) produce a 73% interception rate vs 75% for Shahed-only (n=411). The 2-point difference is within error margins — mixed salvos do not measurably degrade overall interception.

Missiles intercepted well alone: 80%

Missile-only salvos (n=82) produce the highest interception rate at 80%, suggesting Ukraine's missile defence performs well independently of Shahed saturation.

Volume may explain marginal degradation

Mixed nights use the highest mean volumes (113 weapons/night vs 101 Shahed-only). Any marginal degradation in mixed salvos likely reflects volume effects rather than a decoy function.

▸ METHODOLOGY NOTE

Salvo types classified from model field: Shahed Only (n=411), Mixed Shahed + Missile (n=497), Missile Only (n=82), Other/Unknown (n=70). Error bars represent 95% confidence intervals.

Russian Weapon Mix Evolution: From Missiles to Shaheds
April 2026 · Full campaign period
Petro Ivaniuk / Ukrainian Air Force · Aug 2022–Mar 2026

Tracks the composition of Russian aerial strikes over the full campaign — examining how the balance between Shaheds, missiles, and other UAVs has shifted since August 2022. Both absolute volume and proportional share are examined.

Shahed now 85–90% of all launches

Up from roughly 45–50% in late 2022. The campaign has become a drone-dominant operation, with missiles representing under 10% of launches proportionally by 2025–2026.

Monthly volume reached 8,000+ by early 2026

Approximately 20× the 2022 baseline. This represents both substitution away from expensive missiles and a raw expansion of strike capacity enabled by Iranian-origin drone supply chains.

Missiles declining as a share, not in absolute terms

Absolute missile numbers remain significant, but their proportional role has clearly shifted — from strategic primary weapon to supplementary precision element within Shahed-dominant salvos.

▸ METHODOLOGY NOTE

Weapon types classified by keyword matching on model field: SHAHED (Shahed-136, Geran variants), MISSILE (Kalibr, Iskander, Kh-series, Kinzhal, Zircon), OTHER_UAV, OTHER. Monthly aggregation.

Geographic Dispersion: Russia Spreading Attacks Wider Over Time
April 2026 · Oct 2022–Mar 2026
Petro Ivaniuk / Ukrainian Air Force

Tracks how many Ukrainian oblasts are affected per attack over time. Higher values indicate Russia is spreading strikes across more regions simultaneously — with implications for how Ukraine must allocate air defence resources nationally.

Mean oblasts per attack: ~3 → 8+ (mid-2025 to Mar 2026)

After falling to a low of ~3 oblasts per attack in mid-2025, geographic reach tripled to 8+ by March 2026 — a significant shift in Russia's targeting strategy.

Kharkiv most targeted: ~128 events

Kharkiv (~128) and Sumy (~115) lead by a significant margin, reflecting front-line proximity. Kyiv (~96) and Dnipropetrovsk (~98) follow as primary strategic targets.

Dispersal may be more effective than volume

Forcing Ukraine to maintain air defence coverage across 8+ oblasts simultaneously creates resourcing pressure that mass volume attacks on a single axis do not — a potential strategic adaptation.

▸ METHODOLOGY NOTE

Geographic dispersion = mean distinct oblasts per attack day, extracted from regions field. 3-month rolling mean applied. Oblast frequency covers full campaign period.

Russian vs Ukrainian Drone Targeting Doctrine
April 2026 · Rubikon / USF Pidrakhuyka · n=24,000+ Russian engagements
Sources: Boris Rozhin (@colonelcassad Telegram) · Veterans Notes (Telegram) · USF official statistics · via @ChrisO_wiki

Russia's Rubikon drone unit has published target breakdown statistics across 24,000+ engagements, enabling the first direct comparison of Russian and Ukrainian FPV targeting doctrine. The contrast is striking — and has prompted concern among Russian warbloggers about doctrinal mismatch.

Russian Rubikon targeting breakdown

36.7% drone-on-drone (UAVs and ground robots) · 16.7% communications and surveillance equipment · 15.8% fortifications · 12.2% unarmoured vehicles · 8.7% armoured vehicles · 6.6% personnel outside shelters · 2.1% artillery · 0.3% infrastructure

Ukrainian USF targeting breakdown (official statistics)

22–30% personnel across reported periods — July 2025: 21.9% (5,134 of 23,433 targets), first half April 2026: 24.2% (4,840 of 20,022), Jun 2025–Jan 2026: 29.9% (50,238 of 168,000+). USF commander Madyar has stated a minimum 30% personnel targeting mandate.

Finding: fundamental doctrinal asymmetry

Ukraine prioritises personnel destruction (~25–30% of targets); Russia prioritises materiel and counter-drone (~37% drone-on-drone, only 6% personnel). Russian warbloggers have flagged this as alarming given the economics of war — infantry takes years to produce, vehicles can be factory-built. As of early 2026, unmanned systems account for approximately 60% of all effective strikes on Ukrainian forces.

▸ SOURCE NOTE

Russian data sourced from Rubikon's official Telegram channel via Boris Rozhin (Colonelcassad) and Veterans Notes Telegram commentary. Rozhin is a pro-Russian analyst — figures are taken as reported, framing is independent. Ukrainian data from official USF Pidrakhuyka statistics. Rubikon represents one Russian drone unit, not the full Russian USF equivalent; aggregate Russian figures may differ. Thread compiled by @ChrisO_wiki (independent military history researcher).

Deep Strike Research
Working research findings on Ukraine's long-range drone campaign against Russia.