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Н Новости

Ликбез по Data Governance, защита LLM, рейтинг BI-инструментов и другие новинки в мире ML и DA

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Привет, Хабр! После перерыва возвращаюсь с новым выпуском полезных материалов, которые помогут лучше разобраться в ML, AI и дата-аналитике. Сегодня в программе — эволюция СУБД, миграция с Apache Druid на ClickHouse и подходы к экономии ресурсов для инфраструктуры. Еще больше полезных материалов — в Telegram-сообществе «MLечный путь».

Используйте навигацию, если не хотите читать текст полностью:

Теория
Практика
Инструменты
Мнение
Инфраструктура
Обзоры рынка
Видео

Теория


New Book: Implementing MLOps in the Enterprise


Игуазио Ярон Хавив и Ноа Гифт из Pragmatic AI Labs поделились основными выводами из книги о MLOps. Сильнее всех мне откликается шестой: «Вместо обслуживания модели, посмотрите на общую картину доставки приложения в целом». Соглашусь с авторами: во многих платформах пользователю пытаются показать всю глубину технических абстракций и «продать» возможность управлять ими через красивый интерфейс. При этом системный взгляд на решение практических задач размывается очень сильно.

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Книга Iguazio Yaron Haviv и Noah Gift.

Introduction to Apache Doris: A Next-Generation Real-Time Data Warehouse


Обзорная статья по работе с аналитической базой данных Apache Doris. Авторы поделились ее особенностями, архитектурой и пользовательскими сценариями. Все это вместе с подробными схемами и характеристикой инфраструктурных компонентов.

Data Monetization? Cue the Chief Data Monetization Officer


Автор решил раскрыть роль директора по монетизации данных (CDMO) и его отличия от директора по данным (CDO) и IT-директора (CIO). В тексте есть несколько примеров решаемых задач и форматов взаимодействия с другими специалистами. Но кажется, что это история про очень большие компании.

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CNCF White Paper по observability: инструменты, виды, стратегии и проблемы


Некоммерческая организация CNCF написала статью о построении observability для ML-систем. Она содержит верхнеуровневый обзор разных видов и паттернов мониторинга, которые могут понадобиться при работе с высокими нагрузками в облаке. Чтобы вы понимали, чтение занимает около 40 минут. Я пока не дочитал, но планирую закончить за выходные.

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Первичные observability-сигналы.

Data Governance: MDM and RDM (Part 3)


Третья часть ликбеза по Data Governance, в котором рассказывают об управлении референсными (RDM) и мастер-данными (MDM). Особенно понравились описания разных стилей имплементации MDM. Встретить такое на рынке — удивительная удача!

БД — это скальпель или мультитул? Куда привела эволюция СУБД в 2023 году


Если вы находитесь в постоянном поиске СУБД, советую присмотреться к этой статье. Автор разделил системы на четыре класса: реляционные, in-memory, NoSQL, Distributed SQL — и рассказал подробнее о каждом.

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Эволюция функциональности in-memory баз данных.

Про эволюцию СУБД принято рассказывать, что сначала были реляционные базы данных, потом появились NoSQL, а после — распределенные. Но автор рассмотрел, как эти системы эволюционировали одновременно и к чему это привело.

Переход с ETL на ELT


Коллеги из ITSumma перевели статью об извлечении, загрузке и трансформации данных. Без вечного холивара между ETL и ELT-подходам, естественно, не обошлось. Несмотря на хейт в комментариях, статья показалась мне полезной. Для тех, кто не владеет иностранными языками, это отличная возможность ознакомиться с материалом.

Практика


Visualizing Feature Lineage with Tecton DataFlow


Чтобы понять, какие преобразования приводят функцию к текущему состояния, нужно постоянно отслеживать цепочку ее трансформаций. При этом делать это вручную, поскольку готовых решений нет. Ребята в Tecton решили «хватит это терпеть» и выкатили красивый визуализатор этапов преобразования. Кажется, это только начало, но уже сейчас можно им вдохновиться.

Safeguarding Your RAG Pipelines: A Step-by-Step Guide to Implementing Llama Guard


В первый раз вижу практически применимую статью об обеспечении безопасности для ML-моделей. Для людей, мало знакомых с best practice по информационной безопасности, такой подход выглядит жутковато. Похоже к prompt-инженерам добавятся guard-инженеры или просто переложат эту ответственность на первых. А как у вас с этим?

Druid Deprecation and ClickHouse Adoption at Lyft


Подробный рассказ от Lyft о миграции с Apache Druid на ClickHouse. Интересно, что не наоборот. У ребят, как всегда, все подробно описано и сопровождено схемами используемых решений.

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Инструменты


Discover, download, and run local LLMs


Появилось время подробнее ознакомиться с инструментом для локального запуска LLM. Раньше я всем рассказывал о h2oGPT, но теперь буду советовать LM Studio. Его главная функция — запуск локального сервера с выбранной моделью. Причем он нативно поддерживается API OpenAI.

Simplify End-To-End MLOps with PostgresML


Какие только инструменты не встретишь. Например, плагин на Rust для создания MLOps-системы в PostgreSQL. Если у нас в сообществе есть администраторы по базам данных, покажите им этот инструмент — пусть переквалифицируются в MLOps-инженеры!

Мнение


Cutting Your Data Stack Costs: How To Approach It And Common Issues


Статья-размышление о подходах к экономии средств на поддержку аналитической инфраструктуры. Из материала узнаете, как выбрать подходящее решение и определить его точную стоимость.

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How To Plan To Data Roadmap For 2024 – Elevating Your Data Strategy


Небольшое напоминание о том, что для управления аналитикой и данными нужно формулировать стратегию. В статье автор предлагает для этого следующие шаги:

  • поговорить со стейкхолдерами и зафиксировать ожидания,
  • оценить сильные стороны команды и прошлые успешные проекты,
  • не забыть про проекты на поддержке,
  • предложить собственные идеи улучшений.

Дальше остается только приоритезировать — и в бой!

Инфраструктура


Inference performance on AMD Instinct MI300X


В последнее время NVIDIA и AMD спорят о правильности тестов своих GPU. Если не слышали, AMD выпустила тесты Instinct™ MI300X, но результаты не понравились NVIDIA, и она выпустила свою версию тестов. А теперь результаты не понравились AMD, поэтому они опубликовали статью-опровержение. Напоминает маркетинговые войны Audi и BMW, ну или Pepsi и Coca Cola. Теперь ждем ответ от NVIDIA.

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Показатели инференсов Llama-70B.

MTT S4000 48GB AI GPU with MTLink and zero-cost NVIDIA CUDA® framework translation


Китайская GPU, которую можно сравнивать с RTX™ A6000 Ada. Вот вам и реальность. Берете бывшего вице-президента из NVIDIA, даете ему ресурсы и поддержку правительства и в результате получаете альтернативную железку, хоть и не на современной архитектуре. Особенно я повеселился с MTLink — альтернативе популярной NVlink™. Также заявлена нативная трансляция в CUDA®, но без тестов я не поверю.

Обзоры рынка


Платформы бизнес-аналитики BI 2023


Ежегодный рейтинг отечественных BI-инструментов от CNews. У меня есть вопросы к методологии и выставлению оценок. Например, они не затронули open-source и облачные решения. Тем не менее, можно изучить, если хотите ознакомиться с рынком коробочных инструментов.

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Топ-5 BI-платформ 2023. Источник.

How To Read Gartner’s Magic Quadrants & 2024 Predictions


Каждый год выходят отраслевые отчеты Gartner и ровно каждый год может возникнуть вопрос, что с ними делать. Для этого предлагаю ознакомиться с материалом, который помогает их интерпретировать. Прекрасный способ подвести итоги года для тех, кто интересуется не только настоящим, но и будущим в мире аналитических решений.

15 Leading Cloud Providers for GPU-Powered LLM Fine-Tuning and Training


Неплохой обзор по ресурсам для LLM от разных провайдеров. Среди них — Lambda Labs, Microsoft Azure, Google Cloud и другие. Пригодится, если хотите посмотреть стоимость некоторых решений и составить по ним общее впечатление.

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Характеристики ресурсов для LLM от Microsoft Azure.

GenAI companies valuations


Нестандартный формат: делюсь не статьей, а картинкой со стоимостью главных GenAI-компаний в мире. Кажется, что если и нужно следовать рекомендациям в стиле «Топ-10 самых перспективных направлений для инвестирования», то нужно было выбрать генеративные модели, но увы. Удивительно, как сильно Open AI опережает конкурентов!

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Видео


Подкаст “Что такое MLOps?”


В ноябре вышел подкаст с участием моего коллеги Антона, но делюсь с ним только сейчас. За полтора часа он подробно рассказал о использовании MLOps в российских реалиях: чем он отличается от DevOps, нужно ли внедрять эту практики любому бизнесу, а также как ML-инженерам убедить руководство в этой необходимости. Пригодится компаниям, которые изучают или планируют построение MLOps-платформы.

MLOps Hands-on Guide: From Training to Deployment and Monitoring


Полуторачасовое видео о построении MLOps. В нем спикер Алексей Григорьев подробно рассказывает на реальных инструментах и подходах, позволяющих организовать минимально достаточный процесс работы с ML-моделями. Для опытных специалистов пользы будет не так много, а вот начинающие смогут своими глазами увидеть весь процесс построения чего-то похожего на production ML.

MNC — MLOps


Я всегда за то, чтобы повышать насмотренность, поэтому представляю короткое демо-видео о корейской MLOps-платформе. Нового, к сожалению, я тут не увидел, но в видео есть общие паттерны работы с моделями и их публикации в сервисы.

Building your ML Ops strategy for generative AI


В одном из предыдущих дайджестов я рассказывал о видео по MLOps от AWS, а теперь — от Google. Понятно, что там много про Vertex AI, но и концептуальных вещей достаточно. Специфика GenAI сейчас многим важна, так что пользуйтесь опытом лидеров.

Community Paper Reading: Mixtral – Part One


На YouTube-канале Arize AI есть формат Community Paper Reading, в котором несколько специалистов обсуждают какую-то тему. В этом выпуске нашумевшая модель Mixtral. Если вам тоже интересно, как можно на модели с 7 миллиардами параметров опережать более крупные модели по качеству получаемого результата, то приятного чтения.

Qwak MLOps Platform Demo 2024


Уважаю компании, которые делают видео-гайды по своим продуктам. Не нужно читать огромные документации и сопоставлять концепции. Достаточно посмотреть один раз и получить комплексное представление по решению. Так, например, ребята из Qwak выпустили простое и понятие видео о своей MLOps-платформе

The future of BI: Exploring the impact of BI-as-code tools with DuckDB


Помимо взгляда BI-аналитиков на BI-системы есть еще и взгляд разработчиков. В последнее время растет популярность именно «кодового» подхода, как более гибкого и настраиваемого. Отсюда и появляются фреймворки для создания дашбордов с помощью написания кода.

В видео автор рассказывает о трех таких решениях — Evidence, Rill и Streamlit. Они выглядят перспективно и могут кому-то подойти, но для массового распространения порог входа высок.

Возможно, эти тексты тоже вас заинтересуют:

Экономим на Kubernetes с помощью OpenCost — и другие прелести FinOps
HoloTile от Disney и проблема свободного движения в VR
Импортозамещение по-американски: США начинают выделять серьезные средства полупроводниковым компаниям внутри страны

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  • 09.10.25 08:42 pHqghUme

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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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