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Н Новости

K8sGPT: Революция в управлении кластерами Kubernetes

Стремительно растущая конфигурация K8s с современными трендовыми технологиями AI продолжает видоизменять трансформацию способов управления инфраструктурой и приложениями. В этой статье мы более детально обратимся к инструменту K8sGPT, который занимает центральное место в перевороте работы контейнерных приложений, начавшемся в 2023 году.

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Хотя это и не новинка технологий, это не отменяет того факта, что она остается интересной темой для обсуждения.

В этой статье я хотела бы дать небольшое руководство по работе с cli, рассмотреть интересные фичи, а также представить возможные точки роста.

Приятного прочтения!

Что это такое и с чем его едят?

K8sGPT - это искусственная модель, спроектированная специально для использования в кластерной среде Kubernetes. Она основана на архитектуре GPT-3 и обучена на обширных наборах текстовых данных, связанных с Kubernetes и облачными технологиями. Решение K8sGPT предназначено для автоматизации создания кода, разработки документации, формирования сценариев и других текстовых материалов, необходимых для управления кластерами Kubernetes. Применение K8sGPT способно упростить выполнение рутинных задач, связанных с развертыванием и управлением приложениями в облачной среде. Кроме того, K8sGPT может применяться для анализа и диагностики проблем, связанных с работой кластеров Kubernetes. Путем анализа журналов, лог-файлов и других данных, относящихся к работе кластера, он предоставляет рекомендации по устранению проблем. В общем, K8sGPT является мощным инструментом для автоматизации и оптимизации работы с кластерами Kubernetes, способствуя значительному упрощению и ускорению процесса развертывания и управления приложениями в облачной среде.

Анализаторы K8sGPT могут использоваться для сканирования вашего кластера Kubernetes на различные проблемы, включая:

  • Использование ресурсов

  • Планирование подов

  • Проблемы развертывания

  • Использование хранилища

  • Уязвимости безопасности

Об аутентификации

Нам необходимо установить K8sGPT, однако стоит учесть, что прежде всего, нам необходимо получить апишник с OpenAI по дефолту, либо, как вариант, мы можем использовать любой другой бэк, согласно документации K8sGPT:

По умолчанию K8sGPT использует OpenAI и turbo-charged GPT-3.5 model.

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Я решила особо не заморачиваться и пойти по дефолтному пути, оставив в качестве бэка OpenAI, поэтому для генерации API key в терминале пропишем “k8sgpt generate”:

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Нас сразу перекинет на сайт OpenAI, где мы можем сгенерировать наш API key:

6465019e058ed75bf9c217ca4d421f29.png

После того, как мы сгенерировали API key, мы можем установить его в конфигурации k8sgpt в нашей системе с помощью команды "k8sgpt auth add":

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Функционал

Анализ

Мы можем использовать команду "k8sgpt analyze", чтобы получить более подробную информацию об ошибках в нашем кластере Kubernetes. Когда мы запускаем эту команду без дополнительных опций, она проходится по всем основные анализаторам во всех пространствах имен. То есть она будет просматривать такие ресурсы, как Deployment, ReplicaSet, PersistentVolumeClaim, Service, Ingress, StatefulSet, Pod, CronJob и Node.
Добавляя “--explain” к предыдущей команде, мы отправляем данные на выбранный нами бэк и открываем для себя возможность общения(?). K8sGPT использует NLP для понимания нашего с вами языка и запросов, которые связаны с конфигурациями, проблемами и оптимизацией. Все это позволяет нам быстрее решать проблемы, с которыми сталкиваются разработчики, при выполнении тасок.

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К преимуществам также можно отнести и функцию текстового помощника. То есть мы можем перейти в интерактивный режим и узнать, что с нашим кластером, задав вопрос и получив ответ непосредственно на нашем языке. Как по мне - это крайне удобная фича, которая сможет снизить энергозатраты тех же девопсов.

Работает это по принципу:
Interactive mode enabled [type exit to close.]

Input text: What is the present condition of the cluster?

The current state of the cluster is that there is an error with a Kubernetes container unable to pull the image "nginx:1.a.b.c".

Интеграция данных и фильтры

Инструмент интегрируется с кластерами Kubernetes, получая доступ к данным в режиме реального времени о конфигурациях, производительности и журналах. Он легко получает данные из различных источников, обеспечивая всестороннее представление об экосистеме Kubernetes.

K8sGPT также предлагает интеграцию с другими инструментами. Эта интеграция обеспечивает гибкость для использования ресурсов Kubernetes в качестве фильтров.

Например: k8sgpt analyze --filter Node,Service

Фича в том, что мы можем пройтись не только по одному типу ресурсов, а можем их перечислить через запятую.

Еще есть интересная опция с управлением фильтров, для настройки анализа “под себя”. Можем вывести список доступных нам фильтров:

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Можем добавить необходимый нам фильтр, например, понадобился Log, тогда используем "k8sgpt filters add Log":

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Аналогично можем избавиться от фильтра командой "k8sgpt filters remove Log":

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Благодаря своей гибкости и мощным возможностям интеграции, K8sGPT может также взаимодействовать с внешними системами мониторинга и управления, такими как системы управления версиями кода, CI/CD платформы и системы управления конфигурациями. Это позволяет обеспечить единый и согласованный процесс разработки, развертывания и мониторинга приложений в Kubernetes, упрощая и автоматизируя рутинные операции разработки и поддержки.

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K8sGPT может создать отчет об уязвимости для кластера и предложить решения для решения любых выявленных проблем безопасности. Эта информация может помочь командам безопасности оперативно устранять уязвимости и поддерживать безопасный кластер.

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Анонимизация данных

С помощью этой опции данные могут быть анонимизированы перед отправкой в AI Backend. Во время выполнения анализа K8sGPT извлекает конфиденциальные данные (имена объектов Kubernetes, метки и т. д.). Эти данные маскируются при отправке в бэкэнд ИИ и заменяются ключом, который может быть использован для деанона данных при возврате решения пользователю.

Необходимо добавить флаг "--anonymize" с помощью команды анализа, чтобы включить анонимизацию данных.

Например: k8sgpt analyze --explain --filter=Service --output=json --anonymize

Однако, что хотелось бы подсветить: эта функция не применима к событиям.

Генерация инсайтов

K8sGPT обрабатывает integrated data для получения информации, рекомендаций и практических шагов по оптимизации сред Kubernetes. Например, он может рекомендовать перераспределение рабочих нагрузок на основе исторических моделей использования для более эффективного применения ресурсов. Кроме того, K8sGPT может использовать анализ Big Data для прогнозирования будущих нагрузок на кластеры Kubernetes. Путем анализа больших объемов данных о прошлой активности и трендах использования он способен предсказывать потребности в ресурсах в будущем. Это позволяет командам планировать масштабирование инфраструктуры заранее и обеспечивать высокую доступность и производительность приложений, предотвращая возможные простои и снижая риски нехватки ресурсов.

Возможности K8sGPT

  • Непрерывная оптимизация: K8sGPT обеспечивает постоянную оптимизацию, постоянно отслеживая кластеры Kubernetes и адаптируясь к изменениям рабочей нагрузки и спроса. Он может динамически корректировать распределение ресурсов на основе шаблонов трафика в режиме реального времени и определяемых пользователем политик.

  • Прогнозное обслуживание: K8sGPT может прогнозировать потенциальные проблемы в кластере Kubernetes на основе исторических данных о производительности, помогая предотвратить простои или уменьшить влияние сбоев.

  • Эффективное управление ресурсами: Платформа помогает эффективно распределять ресурсы, предотвращая недоиспользование или чрезмерное использование ресурсов в кластерах Kubernetes. Например, это может предложить масштабирование определенных услуг в часы пик и сокращение в периоды бездействия.

  • Обнаружение и диагностика неисправностей: K8sGPT проактивно выявляет и устраняет потенциальные проблемы, прежде чем они повлияют на производительность приложения, повышая общую надежность. Примером может быть обнаружение ненормального поведения pod и запуск автоматических шагов по исправлению для обеспечения непрерывной доступности обслуживания.

  • Планирование мощностей: K8sGPT может помочь командам прогнозировать будущий спрос на ресурсы Kubernetes и соответствующим образом планировать потребности в мощности.

  • Безопасность и соответствие требованиям: K8sGPT может отслеживать кластеры Kubernetes на предмет потенциальных рисков безопасности и давать рекомендации по улучшению соответствия соответствующим правилам и стандартам.

  • Интеграция с мониторингом и журналированием: K8sGPT может интегрироваться с системами мониторинга и журналирования, обеспечивая оперативное выявление и анализ аномалий в работе кластеров Kubernetes. Это позволяет оперативно реагировать на потенциальные проблемы и улучшать общую производительность системы.

  • Поддержка гибридных и мульти-облачных сред: K8sGPT обеспечивает универсальное решение для управления кластерами Kubernetes в гибридных и мульти-облачных средах. Это позволяет организациям эффективно использовать ресурсы в различных облачных и локальных средах, снижая затраты и повышая гибкость.

  • Интеллектуальная автоматизация сбоев и восстановления: K8sGPT использует алгоритмы машинного обучения для автоматического выявления сбоев и предпринимает соответствующие действия по восстановлению работоспособности. Это снижает необходимость вручную вмешиваться в случае неполадок и ускоряет время восстановления сервисов.

  • Совместимость с экосистемой Kubernetes: K8sGPT интегрируется с широким спектром инструментов и платформ, используемых в экосистеме Kubernetes, таких как Helm, Prometheus, Grafana и другие. Это обеспечивает беспрепятственное взаимодействие с существующими инструментами и упрощает процесс внедрения и использования платформы.

Как можно использовать

  • Масштабируемость e-commerce: K8sGPT динамически управляет ресурсами во время всплесков продаж, обеспечивая достаточные мощности для обработки увеличенного трафика в e-commerce. После завершения моментальных акций он автоматически снижает загрузку, оптимизируя затраты и поддерживая безупречный опыт покупателей.

  • Управление рабочей нагрузкой в здравоохранении: K8sGPT анализирует и распределяет обработку данных пациентов, гарантируя оптимальное использование ресурсов в реальном времени для критически важных данных и эффективное распределение ресурсов в периоды пониженной активности.

  • Безопасность финансовых приложений: K8sGPT непрерывно мониторит и анализирует конфигурации безопасности, предлагая и автоматически внедряя корректировки для повышения общего уровня защиты в среде Kubernetes.

  • Образование: K8sGPT может помочь в управлении онлайн-образовательными платформами, динамически масштабируя ресурсы в зависимости от количества студентов и нагрузки на систему, обеспечивая стабильность и качество образовательного процесса.

  • Телекоммуникации: В сфере телекоммуникаций K8sGPT может управлять распределением трафика и обеспечивать высокую доступность услуг связи, оптимизируя использование ресурсов и обеспечивая быструю реакцию на изменяющиеся условия.

  • IoT: K8sGPT может обеспечивать управление и мониторингом сенсоров и устройств IoT, обеспечивая их безопасность, эффективное использование ресурсов и обработку данных в реальном времени.

  • Производство и логистика: В производственной и логистической отраслях K8sGPT может помочь в управлении распределением ресурсов, оптимизации производственных процессов и обеспечении безопасности в цепи поставок.

Подведем итоги

K8sGPT представляет собой революцию в мире Kubernetes, внедряя искусственный интеллект для упрощения управления, оптимизации и обеспечения безопасности контейнеризированных приложений. Эта инновационная технология позволяет организациям не только масштабировать свои ресурсы и обрабатывать данные эффективно, но и предоставляет ценные аналитические инсайты для принятия более информированных решений.

Принятие K8sGPT позволяет организациям быть на передовой в области эффективного управления, интеллектуальной автоматизации и безопасности в контексте Kubernetes. Это не просто инструмент управления контейнерами, но и мощный союз искусственного интеллекта и облачных технологий, который обеспечивает гибкость, надежность и готовность к будущим вызовам.

Таким образом, K8sGPT открывает новые возможности для развития современных инфраструктур и повышения производительности приложений в контейнерах. Его применение отражает стремление к постоянному улучшению и оптимизации в сфере разработки и управления IT-ресурсами.

Хотя K8sGPT все еще в процессе разработки, он уже продолжительное время демонстрирует свою эффективность для диагностики и сортировки проблем, которые встречаются девопсам, разработчикам ПО, Deployment Engineers на их и так непростом пути. Мое личное мнение: очень интересный продукт, за развитием которого хочется наблюдать, ввиду его, не постесняюсь такого определения, эволюционного скачка в сфере Kubernetes.

Ссыль на гит

Ссыль на сайт

Я была очень рада подготовить пусть и не большой, но, как мне кажется, достаточно полезный материал (кстати, пока отбирала материал, нашла статью, где тоже затрагивается K8sGPT)

Буду рада вашему фидбэку в комментариях, спасибо(:

Источник

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  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.10.25 04:41 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 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 Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.25 01:11 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 Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 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 Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 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 Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 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 Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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