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Нейронные оптимизаторы запросов в реляционных БД (Часть 2): На пути к продуктивизации

0b0649145892afcd0bf2ede84007f4dc.png

Введение

Нельзя просто взять и заменить нейросетями миллионы человеко-часов, вложенных в разработку классических оптимизаторов запросов реляционных СУБД. Надёжность, гибкость и скорость — ключевые характеристики экспертных систем, которые нарабатывались и отлаживались десятилетиями.

В прошлой статье рассказали о пионерах в области нейросетевых оптимизаторов, которые создали плацдарм для развития подобных ML-систем и их последующего вывода на уровень коммерческих продуктов. В этой же — затронем относительно стабильные подходы, не требующие гигантских вычислительных кластеров и удовлетворяющие большую часть потребностей бизнеса. Серебряной пули, конечно, не существует, но с каждым из этих методов можно прийти к оптимальному решению для конкретной задачи.

Bao

Bao можно воспринимать как логическое продолжение и развитие идей, заложенных в Neo. Более того, создатели Bao и Neo — одни и те же люди!

Эта модель хоть и появилась 4 года назад, но до сих пор фигурирует в сравнениях, и на её основе делают большое количество модификаций. Именно Bao взялась за исправление недостатков, которые останавливали индустрию от внедрения нейрооптимизаторов в продуктовые решения. Например:

  1. Необходимость большого количества данных для обучения модели. Во-первых, их на практике может и не быть, а, во-вторых, некоторые модели должны обучаться по несколько дней, прежде чем достигнут уровня базовых оптимизаторов.

  2. Отсутствие быстрой адаптации модели под новую схему БД, изменение рабочей нагрузки при выполнении запросов, изменение объема данных и т.д. То есть даже обучив модель хорошо отрабатывать в конкретном контексте, малейшее изменение среды нивелирует все полученные бенефиты от нейрооптимизатора — всё придётся делать по новой.

  3. Сложность отладки и интерпретации результатов. Подавляющее большинство нейросетевых подходов представляют из себя монолитные чёрные ящики, интерпретация и отладка результатов которых чрезвычайно сложна.

  4. Очень плохая работа на малом числе запросов (так называемая проблема хвостовых примеров). Дело в том, что в среднем обученный нейрооптимизатор генерирует план качественнее, чем стандартные оптимизаторы. Если взять наиболее типичный запрос — на нём всё отработает хорошо. Однако на редких, уникальных по своей структуре запросах, качество нейросети может сильно падать (вплоть до 100 раз) — это просто неприемлемо в большинстве реальных задач. Что если именно на таком запросе будет выстроена важная логика работы системы? Есть хорошая иллюстрация для понимания концепции хвоста на нашем примере:

Strengthen Your Marketing With Long Tail Search Queries | Sticky

Таким образом, на «Coffe» и Coffe« Beans» всё будет хорошо, потому что именно они создают основной костяк обучающих примеров (на схеме трамплин распределения начинается именно с них, поэтому их количество будет подавляющим). А вот для примера, типа «Medium Roast Coffee Beans Vacuum Pack» выйдет катастрофа. Этот пример почти не вписывается в общую канву, да их и не так чтобы много — поэтому модель просто предпочтёт игнорировать ошибку, возникающую при обработке подобных хвостовых элементов, даже если она будет колоссальной.

Чтобы превзойти как open-source, так и коммерческие оптимизаторы, обучение Bao (Bandit optimizer) может занять до нескольких часов. При всём этом он не будет допускать сильных ошибок на хвостовых запросах, как это делали предыдущие подходы. Также Bao продолжает хорошо выполнять свои функции при изменении схемы БД, рабочей нагрузки и данных в таблицах. Он не отменяет все предшествующие наработки вручную настроенных оптимизаторов — как бы не хотелось признавать, в них вложена мудрость нескольких поколений умнейших программистов. Так почему бы не использовать её вместе с нашими обучающимися машинами?

Разбор алгоритма

Основная идея Bao — встать над базовым оптимизатором и давать ему грубые подсказки, ориентируясь на текущий запрос и то, есть ли сейчас какая-то информация в кэше. Например, модель решит, что лучше не применять loop join'ы в определённой ситуации или отказаться от последовательного сканирования таблиц в пользу использования индекса и т.д. Посмотрим на схему алгоритма:

798736f05ab0b4484477381fab48e633.png

Сначала на вход поступает SQL-запрос, он прогоняется через существующий оптимизатор, который генерирует множество разных планов — по одному на каждое множество подсказок (Hint set). Далее планы поступают на вход уже знакомой нам графовой свёртке, после которой на основе выделенных признаков предсказываются награды, полученные за выполнение планов. Здесь и замечаем основное сходство с Neo: схема выделения признаков, обучения и дообучения предсказательной модели по сути своей идентичны. Однако отличие в том, что Bao не генерирует весь план выполнения запроса с нуля, а лишь выбирает, по его мнению, лучший из уже сгенерированных базовым оптимизатором.

Но не может ведь Bao сразу применять необученную политику на старте своей работы? Каждая такая подсказка — отдельная рука в схеме контекстуального многорукого бандита.

Контекстуальный многорукий бандит

В контекстуальном многоруком бандите (Contextual multi-armed bandit — CMAB), как и в обучении с подкреплением (RL), есть некий агент. Он должен выбрать одно из нескольких доступных действий (рук) в каждом раунде на основе наблюдаемого контекста. Агенту нужно найти баланс между исследованием (exploration) и использованием (exploitation) доступных действий для максимизации накопленной награды. Таким образом, CMAB — это упрощённая версия RL, где агенту не нужно строить долгосрочную стратегию выбора множества последовательных действий, ведущих к финальной награде. Здесь всего одно действие сразу приносит конечный фидбек, что позволяет решать задачу методами с более быстрой сходимостью. Среди таких — сэмплирование Томсона, который авторы Bao и взяли за основу.

Cэмплирование Томсона

Крайне интересный способ решения задачи многорукого бандита. Он связан с вероятностной методологией выбора действия относительно уже прожитого опыта — мы случайно выбираем план, а не просто берём самый оптимальный как в большинстве ML алгоритмов. Если модель сильно уверена, что какой-то план выполнится быстрее остальных — он будет выбран с большей вероятностью, но не наверняка. Всегда остаётся шанс выбрать не самый оптимальный план по оценке модели. Но сделав это, она исследует пространство планов и, возможно, обнаружит, что положение дел изменилось и стоит начать выбирать именно этот, недооценённый ею вариант.

Звучит логично — почему бы изредка не решаться на рискованный шаг, отходить от привычного образа жизни и исследовать существующие возможности, мало ли успех где-то рядом?) Да, можно ошибиться, но это только убедит вас в правильности изначально выбранного курса.

Стоит отметить, что переобучение всей модели — затратная операция, поэтому в Bao модель переобучается каждые n запросов на k последних примерах из блока Experience. Здесь n и k — это гиперпараметры модели, с помощью которых пользователь может регулировать работу системы по своим потребностям.

Векторизация признаков

Осталось посмотреть, как именно векторизуется план в разбираемом алгоритме. Ведь мы помним, что Bao как-то решает проблему адаптации к изменяющимся таблицам базы данных.

Здесь всё проще, чем кажется — Bao при векторизации вообще не учитывает ни конкретные таблицы, ни конкретные столбцы, как было в предыдущих подходах. Взглянем на сравнение векторизации в Bao и Neo:

Bao (позволил себе исправить опечатку авторов в векторе признаков для Merge Join)
Bao (позволил себе исправить опечатку авторов в векторе признаков для Merge Join)
Neo
Neo

Bao, в отличие от Neo, кодирует только сами операторы. В остальном всё так же — one-hot для типа оператора (с учётом null, чтобы всегда получалось бинарное дерево) и 2 числовых значения в конце для кардинальности и стоимости соответственно. Для учёта большего количества динамики можно добавить one-hot значение для имеющегося кэша, что, конечно, будет подсказкой для оценки фактического времени исполнения плана в реальных продуктовых базах.

Результаты

Что отличает статью о Bao от уже рассмотренных мной, так это объём практических экспериментов на реальных продуктовых задачах.

  1. Сравнения проводили на PostgreSQL (с Bao и без), а также на неназванной коммерческой СУБД (с Bao и без).

  2. В качестве бенчмарков использовали IMDb, Stack и Corp датасеты — каждый со своей спецификой под конкретный кейс (изменение схемы БД/изменение рабочей нагрузки/изменение данных).

  3. И вишенка на торте — использовали реальные облачные серверы от Google Cloud разной конфигурации (от 2 до 16 ядер CPU + T4 GPU). Измеряли, как затраченные деньги на все использованные мощности, так и качество/скорость модели.

Посмотрим на детальные показатели для датасета IMDb:

f2c4b31102fd1ae9d0323522ab377fe9.png

Графики слева указывают на зависимость стоимости в центах от конфигурации сервера и оптимизатора. Справа — совокупное время работы каждого оптимизатора в минутах, включая время на формирование плана, обучение и выполнение запросов (опять же в зависимости от конфигурации). Общая тенденция очевидна — Bao везде выигрывает по стоимости и скорости, независимо от конфигурации облачного сервера (2/4/8/16 ядер).

Аналогичная картина будет наблюдаться на остальных датасетах (везде конфигурация для 16 ядер):

f544582e5d917b9c8c7642e02b9ef3f5.png

Ещё у нас произошло снижение времени, затраченного на хвостовые примеры (в статистике бы их назвали выбросами):

54ccdac48125e4fe5161a573da834d51.png

Видим, что на перцентиле 99.5% сильно снижается общее время построения и исполнения запроса.

Остаётся ещё одна финальная схватка со своим концептуальным прародителем — Neo. Посмотрим на суммарное количество выполненных запросов при прогонке IMDb датасета 20 раз подряд на 16 ядрах CPU:

f2409a8e0733b47b83f5c0159d342eba.png

На графике слева нагрузка статична, Bao сразу показывает хороший результат, но через некоторое время Neo накапливает опыт и находит больше пространства для оптимизации внутри своего E2E-пайплайна. Однако справа уже есть график для динамической нагрузки на том же датасете. Здесь Neo, во-первых, гораздо дольше выходит на уровень стандартного оптимизатора, а, во-вторых, и близко не приближается к скорости Bao.

Можно сказать, что Bao превосходно справился с поставленной задачей и во всех смыслах вывел нейросетевые оптимизаторы на уровень продуктовых решений. Более того, попробовать Bao можно самостоятельно с использованием реализации с GitHub.

Balsa

Оставим дивный мир совмещения существующих оптимизаторов с ML-моделями. Наш следующий подход, Balsa — это чисто нейросетевой оптимизатор. Его схема выглядит следующим образом:

d90a67b3551e9eed3761bbd0496b53b8.png

Он схож как с Neo, так и с DQ, но, тем не менее, принципиально отличается:

DQ

Neo

Сходства

- Balsa целиком строит весь план запроса

- Balsa является глубокой RL-моделью

- Balsa не адаптируется под структурные изменения в БД, как Bao

Balsa использует аналогичную DQ схему сбора обучающего датасета

Balsa может использовать beam search для поиска наиболее оптимального плана

- Balsa аппроксимирует истинную функцию стоимости

- Balsa кодирует план аналогично Neo

- Balsa применяет графовые свёртки для выделения признаков из планов запросов

Отличия

Balsa является on-policy RL-моделью, в то время как Neo и DQ — off-policy (это означает, что Balsa в процессе принятия решений использует ту же политику, что и обучает)

Balsa не использует экспертную функцию стоимости на этапе обучения

Balse не использует экспертный оптимизатор запросов на этапе обучения

Из таблицы видно, что Balsa вобрала в себя все самые продуктивные идеи предыдущих подходов, но избавилась от их существенного недостатка — использования результатов работы экспертных систем. Как же Balsa удаётся справиться с построением плана, не прибегая к человеческим наработкам? Ведь обучение политики с нуля вместе с исполнением каждого плана — катастрофически долго сходящийся процесс.

Здесь и возникает так называемый Minimal Simulator.

Minimal Simulator

Минимальный, потому что он использует для оценки планов наивное, не зависящее от эвристик, предположение — чем меньше суммарная кардинальность плана, тем лучше. Т.е. для хорошего плана значение следующей функции стоимости минимально:

C_{out}(T)=\begin{cases} |T| & \quad \text{если T - таблица}\\ |T| + C_{out}(T_1) + C_{out}(T_2) & \quad \text{если $T=T_1⋈T_2$}\end{cases},

где |T| - оцениваемая кардинальность таблицы или join'а в плане с учётом фильтраций.

Конечно, в общем случае это предположение просто неверно. Однако, если модель научится следовать этому принципу перед тем как столкнётся с реальной средой, она не будет на старте генерировать слишком плохие планы, которые на несколько порядков дольше экспертных. Таким образом, мы как бы ускоряем сходимость метода и не даём создавать планы, уходящие в timeout, что особенно критично в продуктовой среде. В таблице выше уже упоминали, что майнинг датасета для симулятора аналогичен DQ и состоит из следующих троек: (запрос, план, стоимость выполнения запроса).

Что ещё примечательно — авторы для выделения признаков пробовали использовать трансформеры, но результат с ними не сильно отличался от свёрток, а ресурсов требовалось больше. На самом деле это и логично — в решаемой задаче нет длинных и сложных цепочек взаимосвязей, которые могли бы сильно сказаться на результатах работы, например, как в случае обработки текстовых предложений.

Результаты

Посмотрим, насколько Balsa лучше предыдущих подходов. Машинка для тестов — 8 CPU, 64GB RAM, SSD и GPU Tesla M60 для обучения.

Во-первых, идут сравнения с оптимизаторами PostgreSQL 12.5 и не названной коммерческой CommDB:

6f03029615b92aa2829effe723fed381.png

Единица в данном случае — результат работы стандартного оптимизатора, а по столбцам — результаты для Balsa на train и ранее не виданном test соответственно. Видим 3 разных группы бенчмарков:

  1. JOB — скорость на всём бенчмарке JOB

  2. JOB Slow — скорость на медленных (краевых) запросах в бенчмарке JOB

  3. TPC-H — бенчмарк для тестирования на искусственно сгенерированных данных, взятых на основе равномерного распределения (параметр scale factor, отвечающий за объём генерации, у авторов равен 10)

Везде результат на train, очевидно, лучше чем на test. В любом случае сеть учится обобщать найденные закономерности и практически везде обходит экспертные системы.

Однако, мы с вами помним, что сходимость у RL-подходов очень долгая и Neo, например, нужно было порядка суток, чтобы обогнать существующий оптимизатор. У Balsa, в связи с пройденным симулятором, такой проблемы не возникает, и он выходит на неплохой уровень уже через 2-3 часа работы на всех бенчмарках:

a3f5b1df05dea335c18dc0b998c51fec.png

А что по сравнению с Neo? Как-никак Balsa отличает только использование симулятора и переход на on-policy RL-схему, когда текущая политика постепенно дообучается на основе своих же принятых решений.

44138546fefcb87fcc5b054b8562063b.png

Получается очень интересная картина. Во-первых, Balsa на первых итерациях генерирует планы примерно в 5 раз быстрее благодаря обучению на симуляторе. Далее на train они вроде бы сравниваются, но на тесте видно, что Balsa гораздо более стабильна и не позволяет себе строить катастрофически долгие планы выполнения запросов, что указывает на лучшую способность к обобщению. И ещё — поскольку Neo быстро копит Experience-датасет, на котором в процессе полностью переобучает модель, он постепенно замедляется. И, например, чтобы прогнать 100 итераций, Balsa потребовалось всего 2.6 часа, а Neo — 25 часов! Вот так казалось бы незначительные модификации заметно улучшают перформанс выбранной архитектуры.

Авторы метода не поленились и произвели завершающее сравнение с Bao:

35ac99531d83b4c0e3044e64698e9293.png

Не удивительно, что Balsa почти везде превосходит Bao, это следствие большего количества степеней свобод у RL-моделей, необходимых для поиска оптимума. Однако сохраняется естественный в этой связи недостаток Balsa, а именно невозможность быстро адаптироваться под изменения в БД.

AQO (Adaptive Query Optimization)

Раз уж мы разбираем production-ready решения в области нейросетей и всего машинного обучения в целом, не могу не упомянуть удачный пример адаптации и применения классического ML-алгоритма K ближайших соседей к задаче оценки кардинальности запросов. AQO, или адаптивный оптимизатор запросов, разработали мои коллеги из Postgres Professional ещё в 2017 году, и он до сих пор развивается в рамках СУБД Postgres Pro и отдельного репозитория на GitHub.

Если вкратце, в данном подходе формируется выборка объектов, признаками которых являются значения селективностей по каждому предикату выполняемого SQL-запроса (эти значения берутся из гистограмм, которые строит postgresql). Для всех таких объектов имеются истинные итоговые значения селективностей, собранные после выполнения соответствующих запросов. Вот и получаем задачу построения регрессионной предсказательной модели, способной неплохо улучшить работу базового оптимизатора с учётом уже прожитого опыта. Были опробованы разные архитектуры — и на основе бустингов, и на основе нейросетей, но на практике лучше себя показал именно KNN. Вообще, весь смысл в идее представления самой модели в виде некоторой неизвестной функции, а как именно её искать — вопрос имплементации.

На Хабре уже была статья, где детально разобраны все аспекты AQO 1.0 — для его изучения советую обращаться туда. На текущий момент актуальным является AQO 2.0, который был выпущен год назад. В нём улучшены производительность и удобство пользования в связи с оптимизацией и упрощением многих сложных элементов системы (соответствующие изменения можно посмотреть в презентации).

Вывод

Итог прост — ML в общем и нейросети в частности могут успешно справляться с вызовами, которые возникают у реального бизнеса. Многие из рассмотренных подходов уже развиваются как в open-source, так и в коммерческих СУБД, что не может не радовать. Остаётся разобрать несколько уникальных по своей природе моделей, которые делают ещё один важный шаг в развитии нейросетевых оптимизаторов запросов — об этом расскажем в новой статье.

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  • 30.07.26 00:04 Ahmed

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  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

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  • 23.08.26 20:02 leslieyee

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  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

    Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.

  • 05.09.26 21:38 [email protected]

    I invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

    Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.10.26 21:26 [email protected]

    I Invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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