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Расцвет скоростей в сетях ЦОД: 400GbE уже мейнстрим или совсем мало?

Привет! Меня зовут Михаил Шпак, я занимаюсь комплексной архитектурой технологических решений в сетевой части ИТ-холдинга Fplus, который выпускает широкий спектр высокотехнологичных электронных устройств. В данной статье я хочу показать, как за последние 5 лет требования современного бизнеса и развитие ресурсоемких приложений (искусственного интеллекта, поисковых систем, мобильной связи стандарта 5G и т.д.) изменили требования к архитектуре, скорости и отзывчивости сетей, используемых в центрах обработки данных. Давайте разберемся, какие комплексные технологические решения заставляют нас ускоряться, а где можно использовать старые наработки и отточенные десятилетиями практики.

Вследствие быстрого развития технологий на мировом рынке телекоммуникационных вычислений и систем хранения данных в 2019 году заметно повысились требования к сетевой инфраструктуре. Существовавшие технологии уже не могли обеспечить требуемую скорость и необходимую производительность для приложений. Новую высоту задали «три кита» новой технологической эры: облачные вычисления (Cloud Computing), большие данные (Big Data) и искусственный интеллект (AI). Четвертый «кит» – интернет вещей (IoT) – утратил первоначальный вес, растворившись в трех упомянутых выше направлениях.

1. Технология 400GE: тогда и сегодня

В 2020 году международные вендоры провозгласили начало эры 400 GE. Российский рынок воспринял эту новость со здоровым скепсисом. Существует термин digital disrupt – цифровое потрясение или разрыв, – именно его рынок хотел избежать. Казалось бы, существующие технологии еще имели запас для модернизации. Да и не все понимали, что в этом цифровом рывке первично – высокая скорость ради самой скорости или объективная потребность в ней? Вернемся ненадолго в конец 10-х годов…

Многие ЦОД были построены с использованием классической архитектуры DCN. Они были достаточно удобны в эксплуатации и обладали простотой формирования резервных связей. В те годы мейнстримом были подключения по 10-25 Гбит/с и постепенный переход от трехзвенной архитектуры к архитектуре Clos – решению, позволяющему оптимизировать горизонтальный трафик.

Сдерживающими факторами были как технологические ограничения – наиболее распространенным стандартом интерфейса на тот момент являлся PCIe 3.0 (сейчас уже есть версии 4.0 и 5.0), с которым работало соответствующее поколение процессоров. При этом большая часть дисковых накопителей использовала интерфейс SATA/SAS. Переход к более скоростному NVMe только начался.

В инженерной инфраструктуре повсеместно использовались стойки по 5-7 кВт и структурированная кабельная система (СКС) для базовых топологий.

Рассмотрим требования к технической стороне информационно-коммуникационной инфраструктуры (ИКТ), которые формировались последние 5 лет. Примем за основу наших рассуждений утверждение, что требования к сети формирует и предъявляет не бизнес, а уровень развития приложений – то есть классическая организационная структура TOGAF и референсная архитектура от The Open Group IT4IT.

Структура референсной архитектуры IT4IT от The Open Group

Бум повышения зрелости технологий, их переход из фазы шумихи в фазу адаптации к реальному использованию заставил заказчиков из мира бизнеса переосмыслить критерии качественной трансформации всей сетевой инфраструктуры. Особенно это было видно по их желанию перенять модели успешных лидеров рынка – технологических гигантов в лице Facebook, Apple, Amazon, Netflix и Google.

Сегодня, сложив все драйверы отраслей воедино, мы видим, что:
• Активное развитие бизнес-моделей и экосистем приводят к консолидации и трансформации ИКТ-ландшафта: например, экосистем МТС и Сбера.
• Примером успешного создания и выполнения ИТ-стратегий может служить программа «Надежность» банка ВТБ, появившаяся после прихода нового заместителя президента-председателя правления банка – Вадима Кулика.
• Иллюстрацией консолидации мощностей может послужить практика создания частного облака (Private Cloud) для всех дочерних организаций одной структуры – так, как это сделал «Росатом»/«Гринатом», где на этих принципах формируется отраслевой ИКТ-оператор.

Данные подходы позволяют перейти от лоскутизации к качественному изменению ИКТ. Исходя из этого можно с большой долей уверенности предположить, что ведущие потребители цифровых услуг – телекоммуникационная и банковская отрасли, энергетический сектор, государственные сервисы (gosuslugi.ru и т.д.) – начали осознавать, что сетевая инфраструктура могла бы нарастить темпы своего развития и перестать отставать от тех требований, которые бизнес и ненасытные приложения постоянно предъявляют к ее технологическому уровню. Их динамика хорошо показана в статистических данных по рынку.

Изменение скорости сетей за пять лет и прогноз на ближайшее будущее (на оси Y показан объем отгрузок сетевых устройств разных стандартов в миллионах штук).

Согласно отчетам Dell’Oro Group, уже в текущем году стандарт 400GE в области ИИ не просто стал обыденностью, но и буквально на глазах превращается в устаревающую технологию. По мнению аналитиков Dell’Oro, в ближайшие 3-4 года его заменит 800/1600 GE... Похоже, что в наши дни потребности технологических единорогов делают сетевую инфраструктуру ЦОД’ов для back-end-вычислений устаревшей за 1,5-2 года. Прошли те времена, когда технические решения можно было использовать 5-7, а то и 10-15 лет.

Прогноз изменения скорости в серверных сетях искусственного интеллекта

На этом моменте вспоминается английский писатель и математик Льюис Кэрролл и его известная цитата «Ну, а здесь, знаешь ли, приходится бежать со всех ног, чтобы только остаться на том же месте! Если же хочешь попасть в другое место, — тогда нужно бежать по меньшей мере вдвое быстрее!». Он явно что-то знал про темпы развития ИИ в наше время…

1.1 Основные преимущества 400GE

Использование 400-гигабитного Ethernet (400GE) имеет ряд преимуществ, важных для повышения производительности сети и эффективности работы.

Больше пропускной способности и рост производительности. Технология 400GE позволяет значительно увеличить пропускную способность ЦОД’ов. Таким образом, она обеспечивает более быстрый доступ к приложениям и сервисам, что является необходимым для облачных вычислений, а также для любой деятельности, требующей манипуляции с большими объемами данных.

Экономическая эффективность. Предприятия могут сэкономить на стоимости оборудования, интегрируя несколько соединений с более низкими скоростями в один канал 400GE. Кроме того, снижается энергопотребление и потребности в дополнительных площадях для размещения оборудования.

Масштабируемость. Способность обрабатывать постоянно растущий сетевой трафик без необходимости полной замены сетевой инфраструктуры делает 400GE перспективной технологией, которая оптимально подходит для масштабирования мощностей бизнесов.

1.2 В каких сферах применяется технология 400GE

Центры обработки данных: в центрах обработки данных 400GE обеспечивает гораздо более высокую скорость передачи данных между серверами, а также системами хранения данных и сетевыми коммутаторами, тем самым поддерживая крупномасштабную виртуализацию и аналитику больших данных.

Облачные сервисы: с развитием облачных вычислений технология 400GE позволяет быстро перемещать данные между устройствами и облачными сервисами, что значительно повышает производительность для пользователей, использующих приложения с интенсивным использованием полосы пропускания, такие как сети доставки контента (CDN), платформы потокового видео или системы ERP.

Телекоммуникации: базовым сетям и периферийным узлам в телекоммуникационных инфраструктурах требуется более высокая пропускная способность за счет каналов Ethernet 400 Гбит/с, где они могут справляться с более интенсивным трафиком, обусловленным увеличением абонентской базы, которая поставляется с новыми услугами, такими как мобильная связь 5G и т.д.

Высокопроизводительные вычисления (ИИ и HPC): сегодня, когда вычисления обходятся дорого с точки зрения времени, затрачиваемого на операцию, среды HPC используют технологию Ethernet 400 Гбит/с для соединения различных вычислительных кластеров вместе в одних и тех же стоечных шкафах (или даже в нескольких стойках рядом), чтобы обеспечить им доступ друг к другу с низкой задержкой. Это позволяет, например, проводить быстрое моделирование на основе огромных объемов научных данных, собранных в течение длительных периодов времени с различных датчиков по всему миру.

Магистральные сети: поскольку интернет-трафик продолжает экспоненциально расти из года в год, поставщикам услуг попросту необходимо внедрять новые технологии: в частности, выводить порты Ethernet 400G на своих маршрутизаторах. Такие устройства должны уметь эффективно пересылать пакеты на большие расстояния, при этом удовлетворяя темпы роста в отношении спроса на полосу пропускания (особенно с учетом доставки контента через сети CDN, популярность которых стремительно растет).

1.3 Эволюция стандартов Ethernet: от 10 до 400 Гбит/с

Первоначально созданный в начале 2000-х годов стандарт 10 Gigabit Ethernet (GE) значительно улучшил высокоскоростные сетевые приложения для центров обработки данных. Затем Институт инженеров по электротехнике и электронике (IEEE) предложил стандарты 40G и 100G Ethernet, поскольку спрос на пропускную способность рос. Новые стандарты позволили увеличить скорость передачи данных, сохранив при этом обратную совместимость с существующей инфраструктурой.

В 2017 году IEEE ратифицировал спецификацию 400 GE (IEEE 802.3bs), которая представляла существенный скачок вперед с точки зрения более высоких скоростей, необходимых для облачных вычислений, аналитики больших данных и потокового видео высокой четкости.

Эволюцию стандартов Ethernet от 10 до 400 Гбит/с хорошо показал создатель теории ограничений (TOC – Theory of Constraints) Элияху Голдратт в своей книге «Критическая цепь». Помимо справочной информации, таблица Голдратта наглядно демонстрирует, что IEEE активно перешел в риторике целесообразности от дата-центричности к вполне определенным областям, которые и стали драйверами для ускорения темпов разработки новых стандартов.

Стандарт	Дата ратификации
1GE	1998	Стандарт 1GbE (IEEE 802.3z) был принят в 1998 году и стал основой для широкого распространения Ethernet-сетей в 2000-х годах. Он обеспечивал пропускную способность в 1 Гбит/с по медным и оптоволоконным кабелям.
10GE	2002	Стандарт 10GbE (IEEE 802.3ae) был утвержден в 2002 году и предоставил значительный рост скорости, что требовалось для серверных и дата-центровых приложений. Включает как медные, так и оптоволоконные решения.
25GE	2016	Стандарт 25GbE (IEEE 802.3by) был ратифицирован в 2016 году как решение для серверов и хранения данных, обеспечивая увеличение пропускной способности при меньших затратах по сравнению с 40GbE.
100GE	2010	Стандарт 100GbE (IEEE 802.3ba) был принят в 2010 году. Это решение для высокоскоростных соединений в дата-центрах и между ними, подходящее для обработки больших объемов данных, облачных сервисов и HPC.
200GE	2017	Стандарт 200GbE (IEEE 802.3bs) был утвержден в 2017 году. Он стал важным шагом для высокоскоростных соединений в масштабируемых дата-центровых сетях, обеспечивая удвоение пропускной способности 100GbE.
400GE	2017	Стандарт 400GbE (IEEE 802.3bs) был ратифицирован в 2017 году, одновременно с 200GbE. Его разработали для удовлетворения растущих требований к пропускной способности, особенно в крупных облачных и высокоскоростных дата-центрах.
800GE	2020	Стандарт 800GbE (IEEE 802.3df) был принят в 2020 году. Это удвоение пропускной способности 400GbE, предназначенное для удовлетворения потребностей в сверхвысокой пропускной способности в крупных облачных инфраструктурах и дата-центрах, где требуется быстрая передача данных на большие расстояния.
1600GE	2023	Стандарт 1600GbE (IEEE 802.3dj) был предложен и ратифицирован в 2023 году. Это еще один шаг вперед в обеспечении сверхвысокой пропускной способности для крупнейших облачных и научных дата-центров, работающих с огромными объемами данных: например, для исследований в области ИИ.

2. Основные компоненты Ethernet 400G

Здесь я заканчиваю с вводной частью и предлагаю перейти к технологической стороне вопроса. Как мы поняли, в ландшафте Ethernet стандарт IEEE 802.3bs рассматривается как переломный момент, поскольку он в основном предназначен для обеспечения скорости передачи данных 400 Гбит/с за счет интеграции передовых технологий. Этот стандарт описал методику кодирования сигнала для скорости 400Gbps - PCS (Physical Coding Sublayer) 400GBASE-R, основанную на модуляции PAM4 с частотой 28ГГц, позволившую пропускать по электрическому бэкплейну (в PCB-картах) каналы 50Gbps и собирать из них (а именно из 8 таких подканалов) единый интерфейс 400GE.

В дополнение к этому, он включает многополосные методы передачи, которые позволяют осуществлять транспортировку информации единого интерфейса Ethernet по нескольким физическим каналам одновременно, тем самым увеличивая пропускную способность без необходимости вносить существенные изменения в существующую инфраструктуру.

Более того, этот стандарт зафиксировал новые, разработанные отраслевыми консорциумами, формфакторы для разъемов под трансиверные модули на необходимые 400GE 8 подканалов - QSFP-DD и OSFP, из которых QSFP-DD был разработан с учетом совместимости с типовым для интерфейсов 40/100GE c форм-фактором QSFP, что позволяет новым устройствам с интерфейсами 400 GE на слотах QSFP-DD, обеспечивать плавную эволюцию существующей инфраструктуры от 40/100GE к 400GE.

Кроме того, IEEE 802.3bs стандартизирует физическую среду для 400G Ethernet, т.е. соответствующие системы проводки и кабелей устанавливаются таким образом, чтобы обеспечить совместимость между оборудованием разных поставщиков, а также их местами развертывания. Все эти функции объединяются, чтобы создать прочную основу для сетевых решений, которые могут удовлетворить постоянно растущий спрос на полосу пропускания в современных цифровых экосистемах.

2.1 Варианты трансиверов и модуляций

Как правило, выбор определенного типа оборудования сильно зависит от поставленной задачи и от архитектуры того унаследованного оборудования, которое уже имеется в ЦОД’е. Специфику работы с унаследованным оборудованием оставим «за скобками» – баланс выгоды и рисков, возникающий при этом, может стать темой отдельного разговора. Коснемся важного технического вопроса – как объединить новые и старые фрагменты сети? Для этого необходим трансивер – устройство, преобразующее сигнал из одного формата в другой, что позволяет передавать его по разным типам кабелей.

Тип трансивера	Скорость	Тип кабеля	Дальность	Кол-во линий	Модуляция	Применение
CFP8	400 Gbps	SMF, MMF	SMF: до 100 км, MMF: до 100 м	8 (8x50G)	PAM4 (Pulse Amplitude Modulation 4-level)	Высокоскоростные соединения в крупных дата-центрах, облачные инфраструктуры
QSFP-DD	400 Gbps	SMF, MMF	SMF: до 100 км, MMF: до 100 м	8 (8x50G)	PAM4 (Pulse Amplitude Modulation 4-level)	Серверы, коммутаторы, маршрутизаторы в дата-центрах
OSFP	400 Gbps	SMF, MMF	SMF: до 100 км, MMF: до 100 м	8 (8x50G)	PAM4 (Pulse Amplitude Modulation 4-level)	Высокоплотные подключения в центрах обработки данных
400G SR8	400 Gbps	MMF	до 100 м	8 (8x50G)	PAM4 (Pulse Amplitude Modulation 4-level)	Короткие соединения в пределах одного дата-центра
400G DR4	400 Gbps	SMF	до 500 м (MMF) / до 2 км (SMF)	4 (4x100G)	DP-QPSK (Dual-Polarization Quadrature Phase Shift Keying)	Межсегментные соединения, междата-центричные соединения
400G FR4	400 Gbps	SMF	до 2 км	4 (4x100G)	DP-QPSK (Dual-Polarization Quadrature Phase Shift Keying)	Длинные соединения между дата-центрами, межсетевые связи

Выбор трансиверов для наших проектов стандарта 400GE зависит, в частности, от чипа ASIC и схемы модуляции. Например, модуляция PAM4 используется в режиме 100/200/400GE, а вот NRZ – 50/100/200GE, и они несовместимы друг с другом. Кроме того, оборудование выбирается с учетом сценария в таблице комментариев.

Стоит также обратить внимание на возможность использования брейкаут-режима (breakout mode) – когда происходит разделение одного физического порта с высокой пропускной способностью на несколько логических портов с меньшей пропускной способностью: т.е., порт 400GE переходит в режим работы 2x200GE или 4x100GE. Это может быть интересно при плавном переходе к новому уровню скоростей вычислений и передачи информации. Но, имейте в виду, что для работы в брейкаут-режиме, оборудование должно поддерживать такую функциональность, и могут понадобиться соответствующие кабели или адаптеры для подключения.

2.2 Сетевые чипы и их роль в технологической независимости

Постоянный рост пользовательских требований к производительности сетей приводит к тому что мы, производители и поставщики оборудования, тоже повышаем свои требования к производителям микросхем – чипмейкерам. Их готовность включиться в производство чипов современного уровня по модели Merchant Silicon помогает нам организовывать выпуск высокотехнологичной продукции в нашей стране.

Коммутатор – конструктивно сложное устройство, в котором используются разные алгоритмы обработки данных и, соответственно, разные типы микросхем: универсальный, но довольно медленный и энергозатратный CPU, быстрый специализированный ASIC – «сердце» коммутатора – и FPGA, адаптируемый пользователем под разные задачи.

Надо сказать, что производители ASIC – самые дотошные переговорщики и требовательные партнеры. Они знают себе цену. Чип ASIC – как мотор для автомобиля. Наша задача, образно выражаясь, сконструировать автомобиль вокруг полученного мотора и отправить чертежи на завод. Это непросто, поэтому портфель заказов формируется с учетом технологической платформы коммутатора и доступности того или иного чипа, а на этом рынке есть из чего выбрать – посмотрите, как выросли возможности микросхем за период с 2010 года.

Рост скорости передачи данных по мере совершенствования чипов на примере одного из вендоров Merchant Silicon

Как мы видим, законы Мура и Меткалфа до сих пор работают, и рост производительности сетевого чипсета это отлично иллюстрирует.

3. А 400G Ethernet улучшает работу центров обработки данных?

Сложные методы сигнализации и технологии передачи данных позволяют технологии 400GE увеличить пропускную способность центра обработки данных в пять раз. Это достигается за счет упрощения передачи информации по каналам с высокой пропускной способностью. Объединяя множество потоков данных в один с помощью оптических волокон и современных разъемов, 400GE сокращает количество требуемых физических соединений, тем самым минимизируя задержку, а также повышая энергоэффективность по всем направлениям в операциях ЦОД.

3.1 Увеличение пропускной способности ЦОД

Переход модуляции от устаревшего стандарта NRZ к PAM4 и DP-QPSK позволяет нам рассчитывать на хороший задел роста производительности сетей, но за все приходится платить… Очевидно, что более сложные современные сетевые устройства уже выходят на уровень энергопотребления мощного сервера. Так что в ближайшем будущем при проектировании сетевых устройств первоочередными станут вопросы оптимизации энергопотребления и, следовательно, отвода тепла. При этом прорабатываться они будут на уровне подбора материалов и оптимизации физического слоя трансиверов.

3.2 400GE в машинном обучении и ИИ

В среде искусственного интеллекта или машинного обучения внедрение 400GbE важно, поскольку эта технология может работать с большими наборами данных, а также позволяет выполнять их быструю обработку в реальном времени. Однако рассматривая работу в режиме GPU-to-GPU, мы увидим, что если архитектура сети не включает в себя переподписку, то поток трафика (traffic flow) может упереться в какой-то один медленный или нестабильный путь и будет тормозить весь кластер вычислений. Поэтому на уровне 400GE уже ведутся не только классические методики, по которым уже сейчас построено огромное количество фабрик по всему миру, но и дополнительные оптимизационные практики, как на уровне модели OSI (Open Systems Interconnection) в целом, так и на обеспечивающих слоях.

Структура модели OSI

В настоящее время каждый вендор по-своему решает проблемы, связанные с инкастом трафика при использовании некоторых распределенных приложений путем оптимизации ECN в сети и контролем трафика Machine-to-Machine (M2M). Однако внушает оптимизм тот факт, что противостояние NVIDIA и AMD будет ускорять развитие технологий и давать больше возможностей для вычисления именно в среде 400GE+.

4. Выбор стратегии и адаптации

В настоящее время на рынке существуют два подхода, две стратегии – Merchant Silicon и проприетарный Silicon. В первом случае у производителя огромный выбор устройств с разными параметрами (такую стратегию выбирают, например, Arista Networks и Juniper Networks), во втором – идеальная совместимость чипов собственного производства с собственными приложениями (яркий пример – Cisco SiliconOne и Huawei P5). Каждый подход имеет право на жизнь, однако процессы и проекты использования стандарта 400GE зачастую зависят от приложений, с которыми будет работать создаваемая сеть.

Чипы Merchant Silicon обычно предлагают широкие возможности настройки и масштабирования, что позволяет интеграторам и производителям быстро адаптировать их под различные нужды, будь то для небольших сетевых устройств или крупных корпоративных решений. Дальше важную роль начинает играть взаимодействие между разработчиками приложений и создателями инфраструктуры в процессе реализации крупных и средних программных проектов. Это взаимодействие становится особенно важным, когда речь идет о сложных проектах, требующих согласования и оптимизации как программного обеспечения, так и технологической инфраструктуры (серверы, сети, базы данных и т. д.).

Ключевым моментом является распределение ответственности за проект: кто будет отвечать за его успешное завершение, включая возможные проблемы и риски, связанные с технической стороной, производительностью, масштабируемостью или безопасностью. Ответственность за проект и решение технических рисков часто перекладывается на поставщиков программного обеспечения (разработчиков приложений) или системных интеграторов. Это делается для того, чтобы CIO (директор по информационным технологиям) мог быть уверенным, что все части системы, включая приложения и инфраструктуру, будут работать совместно и без сбоев. В случае проблем с проектом, эти поставщики или интеграторы будут нести ответственность, что уменьшает риск для заказчика.

Однако в последние годы R&D-вендоры стали недоступными. Во всяком случае, логистика превратилась в сложную задачу – каналы поставок удлинились, а способы оплаты усложнились. Таким образом мы приходим к модели бизнеса, которая популярна как в США, так и в Китае – технологические партнерства или консорциумы по географическому признаку.

В связи с этим те отечественные проекты, которые были начаты ранее и построены на основе старой архитектуры, успешно завершены или уже находятся на стадии завершения, а вот планы надо прорабатывать в тесном контакте с альтернативным поставщиком. Скорее всего, он будет работать по модели Merchant Silicon. При этом те, кто реализует небольшой проект, могут попробовать перебрать нескольких поставщиков – в небольших масштабах это приемлемый риск. Однако сложные и масштабные проекты требуют тщательного изучения потенциального партнера, сотрудничество с которым может продлиться долгие годы, а предлагаемые им технические решения лягут в основу вашей бизнес-стратегии.

Коммутатор FPLUS FDS-7532D1-R

В этом отношении компания Fplus формирует свою линейку продуктов и строит крепкие отношения с заказчиками. На сегодня большинство из них выбирает коммутаторы серии FDS-7000, причем одна из моделей этой серии, поддерживающая стандарт 400GE, входит в Реестр российской радиоэлектронной продукции. Предлагая такую модель нашим заказчикам, мы вместе с ними успешно преодолеваем те вызовы, которые я вкратце обрисовал в рамках данной статьи.

Коммутатор, поддерживающий стандарт Ethernet 400G – сложное устройство, однако в рамках программы импортозамещения нами освоен выпуск таких устройств, необходимых для реализации современных проектов в России.

5. Будущее сетевых технологий

Говоря о ближайшем будущем сетевых технологий, стоит отметить стандарт PCIe 6.0, который массово начнут внедрять в 2025 году, а также появление новых сетевых ускорителей: например, SuperNIC от NVIDIA Mellanox. В материалах NVIDIA уже обсуждают, как новые стандарты будут применяться: 400 GE планируется использовать в мультитенантных дата-центрах и для обучения ИИ в моделях East-West/North-South, а для новинки NVIDIA — Blackwell DGX B200 — для оптимальной работы потребуется уже 800 GE для трафика East-West.

Кроме того, вычисления не ограничиваются только сложными моделями. Весь классический слой гиперскейлеров IaaS/PaaS — крупных облачных провайдеров, использующих десятки тысяч серверов — активно обновляет сетевую инфраструктуру, оптимизируя частоту и количество ядер процессоров. Это способствует дальнейшей компактности платформ.

Что касается размещения оборудования в дата-центрах, то количество мест в стойках растет не так быстро, как требования к плотности вычислительных мощностей. Это позволяет продолжать использовать проверенные решения. Хотя 10-12 лет назад модель размещения коммутаторов EoR/MoR была заменена на модель ToR, чипы Merchant Silicon с пропускной способностью 25,6/51,2 Тбит/с позволяют переиспользовать старую архитектуру.

Также стоит отметить рост популярности NVMe/NVMeoF SDS (Software-defined storage). Например, система CEPH на одном NVMe-накопителе (с 2 OSD) до сих пор может обеспечивать скорость до 3-7 ГБ/с. Но чтобы избежать «бутылочного горлышка» при интенсивной нагрузке на сервер с 24 накопителями NVMe и синхронной репликацией, важно обеспечить наличие как минимум двух портов по 400 Гбит/с для поддержания стабильной работы.

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23 дек. 2024 г.

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I was introduced to crypto by my son a few years ago, I invested in USDT and BTC using Binance, I have several accounts including personal bank accounts so I was unable to keep up with all of them and ended up forgetting my secret codes used in accessing the account, I asked my son to help me since he had introduced me Crypto, unfortunately he gave me bad news that I had lost my investment, I was so heartbroken considering I had invested my life saving of $70,700, I narrated my ordeal to one of my friends who happened to know someone who had a similar experience, so after I met him he directed to where he got help, he told me that LEE ULTIMATE HACKER who were able to help him with his recovery problem, I quickly contacted them to help me with my lost funds, I was a bit skeptical about it coz of what I had gone through the last few days, the frustration and anxiety was getting to me, after contacting LEE ULTIMATE HACKER one of their team members took me through the recovery process explaining on how it works and what was required from my end ,he informed me that it would take 12 hours for my funds to be recovered, I was so anxious but they assured me that all will be well and soon enough I will be able to have full control of my wallet, true to their word LEE ULTIMATE HACKER team were able to recover my wallet and I was able to access and change my log ins to my wallet, I was so happy and I couldn’t believe it I logged in and out of my account a few times just to be sure, for any lost crypto contact LEE ULTIMATE HACKER via LEEULTIMATEHACKER @ AOL . COM telegram: LEEULTIMATE wh@tsapp +1 (715) 314 - 9248 the solution to all your recovery problems.
07.04.25 18:32 elizabethrush89

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07.04.25 18:32 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: Recovercapital AT cyberservices. com Contact Telegram: @Capitalcryptorecover
07.04.25 21:03 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
08.04.25 03:00 natashaohnson

Working in conflict zones means improvising. When normal banking channels failed us, our NGO relied on Bitcoin to buy medical supplies directly. It worked, until a missile strike took out our field office, along with the hardware wallet that stored $410,000 in funds. Overnight, our ability to deliver life-saving aid is paralyzed. Amidst the chaos, I reached out to contacts in the humanitarian world. A UN aid worker whispered a name: Cyber Constable Intelligence. "They're the ones who can help you recover lost crypto," he assured me. Despair and hope clashed as I dialed their team on a satellite phone in a conflict zone. What followed was nothing short of a virtual rescue mission. Cyber Constable Intelligence's blockchain forensic experts didn't simply "recover" our assets; they improvised a fix like battlefield medics performing triage. They tracked our wallet's blockchain timestamps, reconstructing lost credentials from synced backups and transaction history. Working under direst duress, we communicated information between spotty internet and backup power sources. Cyber Constable Intelligence team members improvised, rendering security protocols impenetrable as they worked through the jurisdictional nightmares of working within war zones. Every update from them was a pulse that kept our mission alive. After our last available backup failed, they instituted a complex cryptographic reconstruction technique, a process I still don't understand, but it worked. Twelve days later, my satellite device displayed a message: "Access restored. Funds secured." It was not money. It was bandages, antibiotics, clean water, and hope. Thanks to Cyber Constable Intelligence, we replenish our medical supplies, ensuring that patients, innocent victims who had been caught in the crossfire, received the treatment they deserved. More than restoration, they advised us on decentralized storage and multi-signature security for long-term durability. We don't simply utilize Bitcoin presently; we utilize it astutely. Now, each time I sign a crypto transaction, I remember that minute, receiving life-saving medication that might not have come but for this group. In times of war, not every hero wears a uniform. Some carry keyboards, hunting down lost assets and securing humanitarian aid. Cyber Constable Intelligence not only restored our crypto, they kept our mission in the battle. If you think Bitcoin is just an investment, think again. To us, it's a lifeline. CYBER CONSTABLE INTELLIGENCE INFO: WhatsApp: 1 252378-7611 Website info; www.cyberconstableintelligence.com Email Info [email protected] Telegram Info: https://t.me/cyberconstable
10.04.25 23:26 patricialovick86

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10.04.25 23:27 patricialovick86

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11.04.25 00:48 patricialovick86

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11.04.25 03:20 edwardoelliott6

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11.04.25 08:10 Beatrice Gallagher

I was defrauded of $78,000 by an individual I met online who was involved in a fraudulent investment endeavour. I initiated a search for legal assistance to retrieve my funds, and I encountered numerous testimonies regarding a criminal named RecoveryHacker101. I contacted them and provided the requisite information. The experts were able to locate and assist in the recovery of my misappropriated funds within approximately 36 hours. The fraudster was apprehended and apprehended by local authorities in his region, which is a source of immense relief for me. I trust that this information will be beneficial to the numerous individuals who have fallen victim to these fraudulent online investment scams. Their professional services are highly recommended for those in need of prompt and effective recovery assistance. If you require their services, you may only contact them via email at RecoveryHacker101[at]gmail[dot]com.
13.04.25 01:13 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]
13.04.25 01:13 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]
14.04.25 23:44 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.04.25 03:56 tylerkevin

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18.04.25 20:39 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.04.25 20:39 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.04.25 02:00 [email protected]

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20.04.25 00:45 khouser

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20.04.25 17:22 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected]
20.04.25 17:22 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.04.25 03:51 gleerandon

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21.04.25 12:19 michaeldavenport218

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24.04.25 17:59 cynthia19morris

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03.05.25 05:01 melissaholroyd

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08.05.25 03:35 jwright70

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13.05.25 20:21 wendytaylor015

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16.05.25 14:18 patricialovick86

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17.05.25 18:33 marywilliam3544

A few months ago, I became a victim of a crypto scam that cost me more than $42,000. It started with what looked like a legitimate investment opportunity on social media. The platform was well-designed, the “advisors” sounded experienced, and the returns they promised seemed realistic at the time. I did some quick research, saw fake positive reviews, and decided to give it a try.At first, everything seemed to go smoothly. I deposited small amounts and saw returns in my account almost immediately. Encouraged, I added more—until I realized I could no longer withdraw anything. The site shut down, the contact numbers went dead, and the people I had spoken to disappeared. That’s when it hit me—I had been scammed.I was embarrassed, angry, and honestly, heartbroken. I didn’t think there was any way to get the money back. My bank couldn’t help, the police didn’t have any tools for crypto tracing, and I felt completely stuck. Then, a friend referred me to PRO WIZARD GILBERT RECOVERY. I was hesitant at first, but after speaking with one of their recovery specialists, I felt a sense of hope I hadn’t felt in weeks. They were incredibly professional, didn’t make any exaggerated claims, and explained their process clearly.The team began working right away using advanced blockchain forensics to trace the stolen funds. Within a few days, they located the wallets that received my funds and started the legal steps necessary to flag and recover the crypto. I was blown away by how thorough and efficient they were After several weeks of careful investigation and coordination, PRO WIZARD GILBERT RECOVERY successfully recovered nearly 75% of my lost funds. I couldn’t believe it. I went from thinking that money was gone forever to having it returned to me—and all thanks to their dedication and expertise.If you’ve lost money to a crypto scam, I can’t recommend PRO WIZARD GILBERT RECOVERY enough. They’re the real deal. Professional, honest, and relentless in fighting for their clients. Thanks to them, I’ve not only recovered most of what I lost, but I’ve also regained peace of mind. CONTACT INFO=====WhatsApp +1 (920) 408‑1234 TELEGRAM====== http s:// t. me/Pro_Wizard_Gilbert_Recovery EMAIL========== pro wizard gilbert recovery (@) engineer. com
19.05.25 05:42 kylebro

It’s been hard losing a lot of my money to these companies. I found a crypto Recovery Agent,VIA Email:( [email protected] ) who made sure I got back everything. If your case is similar, you can consult them on how to get your money back. Whats app or text : +1 949 245 7617 Telegram : @dawsonwright Website : bestrecoveryagent.com
20.05.25 11:40 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.05.25 11:40 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.05.25 17:55 Juliuslaurence1

It started as an ordinary Tuesday. I was transferring 5 BTC my life savings at the time to a new cold wallet for better security. My fingers moved swiftly, copying the address, pasting it, and hitting Send without a second thought. Then ,the horrow struck.A split second after the transaction confirmed, I realized I had pasted the wrong address. A typo. One wrong character. My stomach twisted into knots as I watched my Bitcoin disappear into the blockchain abyss, headed to an address I didn’t recognize. Panic set in. 5 BTC. Over $300,000 at the time. Gone. I spent sleepless nights scouring forums, reaching out to blockchain experts, even pleading with miners but the immutable nature of Bitcoin meant no one could reverse it. The address was active, but the owner? Unknown. Then, I stumbled upon Washington Recovery Pro, a firm specializing in cryptocurrency transaction reversals and asset recovery. Skeptical but desperate, I reached out. Their team, led by a seasoned blockchain investigator named Marcus, took my case. They explained that while Bitcoin transactions are irreversible, if the recipient is identifiable, recovery is possible through negotiation or legal pressure. Using on-chain forensics, they traced the mistaken transaction to a crypto exchange wallet meaning the recipient had likely cashed out or moved the funds. Washington Recovery Pro contacted the exchange, providing irrefutable proof of the erroneous transfer. After weeks of pressure, the exchange froze the funds and initiated a recovery process. two weeks after my heart-stopping mistake, I received an email: Your 5 BTC has been recovered and will be returned to your wallet. I couldn’t believe it. Washington Recovery Pro had done the impossible. My Bitcoin was saved, but not by luck by skill, persistence, and legal expertise. If you ever face a similar nightmare, remember: some mistakes can be undone. Email: [email protected]: +1 (903) 249‑8633‬
30.05.25 05:03 kevinpatmore2

Good day everyone, some statements people make may appear unbelievable, yet they reflect their truth due to their personal experiences. I'm a truck driver and I enjoy playing the lottery, but it's been 8 years without winning anything significant. I became upset over this and chose to seek help online from anyone skilled in using spells to win the lottery since my grandma had faith in spells and a story about Lord Meduza spells drew my interest. I obtained his contact information, and we discussed all aspects of how he could assist me. In less than 72 hours, Lord Meduza provided me with the lottery numbers I required after he completed the spell for me. I purchased my ticket online, followed the guidance of Lord Meduza, and now my life is fortunate because I won a $42.5 million Jackpot in the lottery I participated in. I’m thankful to Lord Meduza because he truly keeps his promises and I will donate $1 million to the orphanage homes in my city. Email: [email protected] or WhatsApp +18079072687.
01.06.25 17:55 springthorpecameron5

After losing $153,000 to a fake investment platform on Telegram, I found myself under immense pressure due to both the financial loss and my ongoing cancer treatment. Desperate to recover my stolen cryptocurrency, I researched viable options and discovered Ruder Cyber Tech Sleuths, a registered Bitcoin and USDT Recovery Agency with a strong reputation. Their impressive record of successful recoveries and positive reviews gave me hope. Despite my initial doubts, reaching out to them was a pivotal moment in my recovery journey. The process was complex, but their dedication, advanced technology, and professionalism were evident. I highly recommend their services to anyone who has fallen victim to scams. Ruder Cyber Tech Sleuths are truly exceptional and provide hope in an often dishonest world. [email protected] [email protected] whatsapp: +12132801476 Telegram : @rudercybersleuths
02.06.25 16:01 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
02.06.25 16:01 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
03.06.25 22:21 [email protected]

When I lost $120,000 to obvious price manipulation on a shady derivatives platform, I felt a mix of disbelief and frustration. I had been drawn to this platform by promises of high returns and innovative trading features that seemed too good to be true. Initially, everything appeared to be going well, and I was excited about the potential profits. However, it didn’t take long for me to notice some alarming signs. As I continued to trade, I began to see unusual price fluctuations that didn’t align with the broader market trends. It was as if the platform was orchestrating these movements to manipulate prices in their favor. Despite my growing suspicions, the allure of quick profits kept me engaged. I convinced myself that I could navigate the volatility and come out ahead. Unfortunately, that was a grave mistake. I suffered a significant loss, which wiped out a substantial portion of my investment. It was a gut-wrenching moment, and I felt utterly defeated. In my desperation, I reached out to Web-site: www://trustgeekshackexpert.com/ --- (Email: [email protected]] a firm that specializes in recovering lost funds from fraudulent platforms. I hoped they could help me reclaim at least a portion of my losses.[TRUST GEEKS HACK EXPERT] was incredibly supportive and trustyworthy. They conducted a thorough investigation into the platform’s operations and quickly uncovered the truth was the exchange was fake and designed to exploit unsuspecting traders like me. [TRUST GEEKS HACK EXPERT] revealed that the operators had created a façade of legitimacy, complete with fake testimonials and misleading marketing strategies, to lure in victims.With the evidence gathered by [TRUST GEEKS HACK EXPERT], they took decisive action. They traced my lost funds to the operators’ cold wallets, which are typically used to store cryptocurrencies securely offline. This was a crucial step, as it allowed [TRUST GEEKS HACK EXPERT] to pinpoint where my stolen funds were held. Through a combination of legal pressure and technical expertise, they managed to negotiate the return of $95,000 to me a significant portion of my initial loss.This has been a stark reminder of the risks associated with trading on unregulated platforms. Thanks to [TRUST GEEKS HACK EXPERT], I learned the hard way that it’s essential to conduct thorough research before engaging with any trading service. I now recognize the signs of potential fraud, such as unrealistic profit promises and a lack of transparency. The successful recovery of my funds by [TRUST GEEKS HACK EXPERT]
06.06.25 18:43 jack67667766

Jasmine Lopez is an expert in retrieving stolen cryptocurrency, including Ethereum and USDT. Her effective methods make her a reliable ally for theft victims. One client, who lost €908,000, sought her assistance, and Jasmine managed to recover the full amount within a day, bringing immense relief to the client. Jasmine is dedicated to helping others in similar situations and is available to offer support. For help with recovering lost funds, you can contact her via email at [email protected] or on WhatsApp at ‪+44 736 644 5035‬.
08.06.25 12:49 jack67667766

Jasmine Lopez es una experta en recuperar criptomonedas robadas, como Ethereum y USDT. Ella usa métodos efectivos que la hacen una buena ayuda para quienes han sido víctimas de robo. Un cliente que perdió 908 mil euros acudió a ella, y en un día, Jasmine logró devolverle toda la cantidad. Esto trajo gran alivio al cliente. Ella tiene como objetivo ayudar a otros en situaciones similares y está lista para ofrecer apoyo. Si necesitas ayuda para recuperar fondos perdidos, puedes contactarla por correo electrónico en [email protected] o por WhatsApp al número ‪+44 736 644 5035‬.
09.06.25 19:49 garnierroux

CRYPTO RECOVERY COMPANY: CONTACT iBOLT CYBER HACKER RECOVERY COMPANY I was a victim of a cryptocurrency scam and thought I had lost everything. After doing some research, I came across iBOLT CYBER HACKER RECOVERY COMPANY and decided to give them a try. To my surprise, they were extremely professional, responsive, and knowledgeable from the start. Their team worked diligently to trace the stolen funds, and within a short time, they were able to recover a significant portion of my lost crypto. I couldn’t believe it — something I thought was gone forever was returned to me. If you've lost money to a crypto scam, I highly recommend contacting iBOLT CYBER HACKER RECOVERY COMPANY. They truly deliver on what they promise. — Satisfied Client . EMAIL: [email protected]/ . WHTSAPP: +39 351 105 3619 . TELEGRAM: t.me/iboltcyberhackservice . WEBSITE: https://iboltcyberhack.org/
21.06.25 04:37 jamesgrant

The emergence of cryptocurrencies has revolutionized the financial landscape, yet it has also given rise to significant challenges, particularly concerning security and the potential for loss of assets. In this context, individuals often seek assistance from entities called SCANNER HACKER CRYPTO RECOVERY, which purport to employ sophisticated techniques to reclaim lost Bitcoin (BTC) from compromised wallets or exchanges. However, while the allure of recovering lost assets can be compelling, it is imperative to approach these services with a critical lens. The cryptocurrency ecosystem is rife with scams and fraudulent schemes, ranging from phishing attacks to outright theft; thus, due diligence is paramount. Scholars and practitioners in the field must advocate for more robust security measures, educate stakeholders on the inherent risks of cryptocurrency ownership, and promote best practices in digital asset management to mitigate the likelihood of loss. Furthermore, effective policymaking to regulate these recovery services, hold malicious actors accountable, and protect consumers is essential to fostering a safer environment in the rapidly evolving world of digital currencies. You can communicate with SCANNER HACKER CRYPTO RECOVERY Via Email: [email protected] Web: https://scannerhacktech.com/ Whatsapp: +1 431 801 7493
23.06.25 15:44 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.06.25 15:44 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.25 04:10 Beth Wilson

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24.06.25 04:10 Beth Wilson

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24.06.25 04:10 Beth Wilson

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24.06.25 04:10 Beth Wilson

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24.06.25 04:12 Beth Wilson

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24.06.25 04:14 Beth Wilson

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24.06.25 04:14 Beth Wilson

CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.
24.06.25 04:18 Beth Wilson

CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.
24.06.25 04:23 Beth Wilson

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25.06.25 22:56 rennebrandon

I am forever grateful to the amazing team at Dune Nectar Web Expert. They did what I thought was never possible. They played a crucial role in helping me recover all my lost funds from a fraudulent forex and crypto trading scheme, including the pråofits I thought I'd earned. Looking back, I realize I was a bit of a fool for trusting greedy and deceitful brokers with my hard-earned money. However, I'm overjoyed that I found Dune Nectar Web Expert. They are a team of honest and highly skilled professionals available for hire. Dune Nectar Web Expert helps individuals and organizations recover stolen cryptocurrencies and digital assets. They helped me heal every penny I lost and provided me with the right signals and a reliable platform to trade with. Thanks to Dune Nectar Web Expert, I'm earning more than ever, and I couldn't be happier. That's why I can't stop sharing my positive experience and praising their amazing services and expertise. If you're still struggling with failures in binary options, crypto, or forex trading, or if you're looking to recover your lost USDC, Bitcoin, Ethereum, or other crypto funds, I strongly advise you to reach out to: Telegram>>> ( T.me/dunenectarwebexpert ) Mail>>>> Support (@) Dunenectarwebexpert (.) Com Web>>> https://dunenectarwebexpert.com/
26.06.25 20:33 paulmargaret

Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams
27.06.25 00:46 paulmargaret

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27.06.25 22:31 rennebrandon

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28.06.25 00:46 patricialovick86

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28.06.25 00:46 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.06.25 07:39 paulmargaret

Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams
29.06.25 11:52 wendytaylor015

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30.06.25 15:06 wendytaylor015

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