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Как мы внедрили векторный поиск в Postgres Pro

Представьте, что вы зашли в интернет-магазин купить пару кроссовок. Вы открываете описание модели, которая вам нравится, и сайт тут же предлагает похожие товары — и они действительно похожи. Как это работает?

Ответ прост и сложен одновременно: это векторный поиск — одна из самых перспективных технологий, меняющих подходы к работе с информацией.

От слов и цифр к векторам

Традиционные базы данных отлично справляются с поиском по точным значениям: числам, датам, строкам. Но как быть, если нужно найти не точные совпадения, а похожие по смыслу объекты?

Представим, что у нас есть два слова: «автомобиль» и «машина». Для человека очевидно, что это синонимы. Но для компьютера — это просто разные наборы символов. С помощью векторного представления каждое такое слово или даже целый текст, изображение, товар, фильм, пользователь можно представить в виде набора чисел — вектора.

Каждое число в таком векторе — это характеристика объекта в многомерном пространстве признаков. Чем ближе расположены два вектора друг к другу, тем более похожи объекты, которые они представляют.

Зачем это нужно?

Чтобы понять, насколько важен векторный поиск в реальной жизни, рассмотрим несколько конкретных сценариев.

Семантический поиск. Обычный поиск по ключевым словам теряет много контекста. Например, запрос «как починить автомобиль» проигнорирует статью «ремонт машины своими руками». Векторный поиск же понимает смысл и находит релевантные материалы, даже если слова не совпадают буквально.
Рекомендательные системы. Сервисы «Кинопоиска», «Дзена», VK успешно используют векторный поиск для рекомендаций контента. Они сравнивают интересы пользователей и характеристики контента, предлагая максимально подходящие рекомендации.
Компьютерное зрение и распознавание изображений. Например, вы загружаете фото красивой футболки в приложение магазина, а оно тут же предлагает похожие модели из каталога. Это тоже работает за счёт векторного представления изображений.
Генеративный ИИ и RAG (Retrieval-Augmented Generation). Современные чат-боты (например, ChatGPT + RAG) используют векторный поиск, чтобы быстро находить релевантную информацию перед генерацией ответа, делая его более точным и информативным.

Как работает векторный поиск?

Сам процесс поиска ближайших соседей (Nearest Neighbor Search) в огромном массиве данных по векторам — это сложная задача. Наивный подход, который предлагает перебирать и сравнивать все векторы подряд, неэффективен и требует огромных вычислительных ресурсов.

Именно поэтому используются специальные алгоритмы поиска приблизительных ближайших соседей (сокращенно ANN — Approximate Nearest Neighbor), и в частности, HNSW (Hierarchical Navigable Small World). Они позволяют находить близкие векторы быстро за счет иерархической структуры данных и приблизительных вычислений, немного жертвуя точностью, но значительно выигрывая в скорости.

Как работает ANN

Представьте, что у вас есть миллионы или даже миллиарды векторов. Например, вектор для каждого товара в огромном маркетплейсе или для каждой статьи в интернете. Если для каждого поискового запроса, например, вектора товара, который смотрит пользователь, нужно будет вычислить расстояние до каждого другого вектора в базе, чтобы найти абсолютно самый похожий — это будет невероятно медленно. Такой точный поиск (Exact Nearest Neighbor, ENN) просто не масштабируется для реальных задач. Именно здесь на сцену выходят алгоритмы приблизительного поиска ближайших соседей (Approximate Nearest Neighbors, ANN). Их основная идея — найти очень близких соседей, возможно, не гарантируя на 100%, что найденный сосед будет самым близким, но делая это на порядки быстрее. Для большинства практических задач (рекомендации, семантический поиск) небольшая вероятность упустить идеальное совпадение с лихвой компенсируется колоссальным выигрышем в скорости и возможности обрабатывать огромные объемы данных в реальном времени.

Как работает HNSW

Один из самых популярных и эффективных ANN-алгоритмов сегодня — это HNSW (Hierarchical Navigable Small World). Его хитрость заключается в построении особой многоуровневой структуры данных, похожей на граф. Представьте себе несколько слоев: на самом верхнем слое находится очень мало «узлов» (векторов), но связи между ними «длинные», позволяющие быстро перемещаться между отдаленными областями векторного пространства. С каждым следующим уровнем вниз узлов становится больше, а связи между ними — короче, обеспечивая более детальную навигацию в локальной области. Когда поступает поисковый запрос (новый вектор), поиск начинается на самом верхнем, разреженном слое. Алгоритм быстро находит ближайший узел на этом уровне, а затем «спускается» на уровень ниже, продолжая поиск уже в окрестности найденного узла. Этот процесс повторяется, позволяя эффективно «приближаться» к цели, пропуская огромные части пространства, где заведомо нет близких векторов. Благодаря такой иерархической структуре и «навигации по миру с короткими связями» (Small World), HNSW достигает отличного баланса между скоростью поиска и точностью нахождения действительно близких соседей. Именно этот алгоритм, адаптированный для работы с диском и фильтрами, лежит в основе индексов pgpro_vector.

Векторный поиск внутри Postgres Pro: pgpro_vector

Раньше для реализации векторного поиска требовалось использовать отдельные специализированные базы данных, например, FAISS, Milvus или Qdrant. А это значит — дополнительные инфраструктурные затраты, сложность интеграции и поддержки.

Теперь в Postgres Pro доступно расширение pgpro_vector, которое добавляет мощный векторный поиск прямо в привычную среду PostgreSQL. Это расширение:

реализует алгоритм HNSW;
позволяет создавать специальные индексы для быстрого поиска ближайших соседей;
поддерживает работу с фильтрами и многоколоночными условиями.

Простой пример использования pgpro_vector:

Рассмотрим простой пример использования pgpro_vector, вдохновленный работой с эмбеддингами слов, такими как GloVe. Подобные примеры могут быть очень полезны для понимания возможностей расширения.

Перед созданием таблицы и индекса необходимо установить нужные расширения. Важно отметить архитектурную особенность pgpro_vector: тип данных ganntype вынесен в отдельное расширение. Это гарантирует, что ваши векторные данные в таблицах останутся в безопасности, даже если вы решите изменить или удалить расширения, реализующие конкретные алгоритмы поиска (например, gannhnsw). Это повышает надежность хранения данных.

Установка расширений

-- Сначала устанавливаем расширение с базовым типом данных
CREATE EXTENSION ganntype;
-- Затем устанавливаем основное расширение gann (требуется для индексных методов)
CREATE EXTENSION gann;
-- Далее - расширения для конкретных типов индексов HNSW
CREATE EXTENSION gannhnsw CASCADE;
CREATE EXTENSION hnswstream CASCADE;
CREATE EXTENSION mc_hnsw CASCADE;

2. Создание таблицы:

CREATE TABLE word_embeddings (

    id BIGSERIAL PRIMARY KEY,

    word TEXT UNIQUE,

    embedding ganntype(50) -- Размерность 50 для примера GloVe

);

3. Генерация и импорт векторов. Сгенерировать векторы слов с помощью GloVe (или любой другой модели) и загрузить их в таблицу. В документации есть скрипт на Python для импорта из файла vectors.txt.

4. Создание индекса. Выбрать подходящий тип индекса и метрику. Для поиска похожих слов часто используют косинусное расстояние. Если нужна фильтрация, подойдет hnsw_stream или mc_hnsw.

-- Пример индекса hnsw_stream для косинусного расстояния

CREATE INDEX idx_word_embeddings_hnsw_stream_cos ON word_embeddings

USING gann (embedding hnsw_stream_a) -- hnsw_stream_a для косинусного

WITH (M = 16, ef_construction = 100); -- Параметры HNSW

5. Поиск. Выполнить поиск ближайших соседей с помощью SQL.

-- Найти 10 слов, наиболее похожих на 'king'

SELECT word, embedding <=> (SELECT embedding FROM word_embeddings WHERE word = 'king') AS distance

FROM word_embeddings

ORDER BY embedding <=> (SELECT embedding FROM word_embeddings WHERE word = 'king')

LIMIT 10;




-- Пример "король - мужчина + женщина = королева"

SELECT word, embedding <=> (

    (SELECT embedding FROM word_embeddings WHERE word = 'king')

    - (SELECT embedding FROM word_embeddings WHERE word = 'man')

    + (SELECT embedding FROM word_embeddings WHERE word = 'woman')

) AS distance

FROM word_embeddings

ORDER BY distance

LIMIT 10;

Этот классический пример векторной арифметики показывает, как можно выявлять семантические отношения. В результатах поиска слово 'queen' (королева) окажется среди наиболее близких векторов. Если 'queen' не занимает первую строчку, это часто объясняется многозначностью слова в обучающем корпусе (например, 'queen' как монарх, музыкальная группа или шахматная фигура). Тем не менее, само его появление в топе наглядно демонстрирует работу векторных аналогий.

6. Не забудьте установить параметр gann.hnsw_stream.efsearch (или аналогичный для других типов индексов) для контроля качества поиска перед выполнением запросов:

SET gann.hnsw_stream.efsearch = 100; -- Чем выше, тем точнее, но медленнее

Технические детали: разные сценарии и разные индексы

pgpro_vector предоставляет три типа индексов, оптимизированных под разные задачи:

gannhnsw — максимально быстрый поиск без фильтрации. Подходит для задач вроде распознавания изображений.
hnsw_stream — позволяет использовать условия WHERE и возвращать неограниченное количество результатов. Хороший выбор для рекомендаций товаров с фильтрацией по категориям.
mc_hnsw (multi-column) — многоколоночный индекс, идеально подходит для поиска по векторным данным с дополнительными атрибутами. Например, поиск похожих пользователей определенного возраста и региона.

Это делает pgpro_vector универсальным инструментом для самых разных задач.

На что обратить внимание

Как и любая технология, векторный поиск имеет свои нюансы:

ANN-поиск приблизительный. Чем выше вы хотите точность, тем ниже может быть скорость поиска. Это тонкий баланс, который настраивается под конкретную задачу.
На больших объемах данных создание и использование индексов требуют значительных объёмов оперативной памяти. Если памяти недостаточно, индексы разбиваются на части (кластеры), что может снизить скорость запросов.
Чем выше размерность векторов, тем больше ресурсов для их обработки требуется. Для высокоразмерных векторов (например, >1000) используется метод бинарного квантования, уменьшающий размер и ускоряющий поиск.

Почему векторный поиск — это будущее

Главный вызов для бизнеса сегодня — найти релевантные данные быстро и эффективно. Векторный поиск решает эту задачу, переходя от простого совпадения символов к пониманию смысла данных.

Расширение pgpro_vector делает эту технологию доступной каждому пользователю Postgres Pro прямо сейчас. Теперь не нужны отдельные сложные системы: вся мощь векторного поиска может быть реализована прямо в привычной и надежной СУБД.

Внедрив векторный поиск в свои проекты, вы сможете:

повысить релевантность выдачи;
улучшить качество рекомендаций;
сделать пользовательский опыт более персональным и приятным.

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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