389 lines
17 KiB
SQL
389 lines
17 KiB
SQL
-- ============================================================================
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-- Слой ODS (Operational Data Store) — типизированные данные + дедупликация + DQ
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-- ============================================================================
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-- Назначение:
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-- - Типизация данных из STG (String → UUID, DateTime, etc.)
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-- - Дедупликация через ReplacingMergeTree (последняя версия по src_ingest_ts)
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-- - Контроль качества: массив parse_errors для "грязных" данных
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-- - Разделение: валидные строки → основная таблица, ошибки → *_errors
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--
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-- Поток данных:
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-- STG (*_raw) → MV → ODS (основная таблица + error_tables)
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-- ============================================================================
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-- ============================================================================
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-- BROWSER EVENTS
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-- ============================================================================
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-- ----------------------------------------------------------------------------
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-- Основная таблица: валидные строки (event_id IS NOT NULL)
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-- ----------------------------------------------------------------------------
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-- ReplacingMergeTree: при мердже оставляет строку с максимальным src_ingest_ts
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-- allow_nullable_key = 1: разрешаем NULL в ключе (ClickHouse по умолчанию запрещает)
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-- ----------------------------------------------------------------------------
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CREATE TABLE IF NOT EXISTS ods.browser_event
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(
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event_id Nullable(UUID), -- UUID события (ключ)
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event_ts Nullable(DateTime64(6)), -- Время события из JSON
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event_date Date MATERIALIZED ifNull(toDate(event_ts), toDate(src_ingest_ts)), -- Партиция
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event_type LowCardinality(Nullable(String)), -- Тип события (pageview, click и т.д.)
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click_id Nullable(UUID), -- Связь с click-контекстом
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browser_name LowCardinality(Nullable(String)), -- Chrome, Firefox и т.д.
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browser_user_agent Nullable(String), -- User-Agent строка
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browser_language LowCardinality(Nullable(String)), -- Язык браузера
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src_ingest_ts DateTime64(3), -- Время загрузки в ODS (версия для ReplacingMergeTree)
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src_raw String, -- Исходный JSON для аудита
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parse_errors Array(LowCardinality(String)) -- Ошибки парсинга (если есть)
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)
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ENGINE = ReplacingMergeTree(src_ingest_ts) -- Движок дедупликации по версии
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PARTITION BY toYYYYMM(event_date) -- Партиции по месяцу для быстрой очистки
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ORDER BY (event_id) -- Ключ сортировки (и дедупликации)
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SETTINGS allow_nullable_key = 1; -- Разрешаем NULL в ключе (для "битых" данных)
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-- ----------------------------------------------------------------------------
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-- Таблица ошибок: строки с невалидными ключами (event_id IS NULL)
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-- ----------------------------------------------------------------------------
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-- Сохраняем полную информацию для анализа проблем с данными
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-- MergeTree без Replacing: сохраняем все ошибки (не дедуплицируем)
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-- ----------------------------------------------------------------------------
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CREATE TABLE IF NOT EXISTS ods.browser_event_errors
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(
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ingest_ts DateTime64(3), -- Время вставки в ClickHouse
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kafka_topic LowCardinality(String), -- Топик Kafka (для отслеживания источника)
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kafka_partition Int32, -- Партиция Kafka
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kafka_offset Int64, -- Смещение Kafka (уникальный идентификатор сообщения)
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kafka_ts DateTime64(3), -- Время из Kafka
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raw String, -- Исходный JSON
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error_reason LowCardinality(String) -- Описание ошибки (что именно не распарсилось)
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)
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ENGINE = MergeTree
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PARTITION BY toYYYYMM(ingest_ts)
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ORDER BY (ingest_ts, kafka_topic, kafka_partition, kafka_offset);
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-- ----------------------------------------------------------------------------
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-- MV: STG → ODS (основная таблица)
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-- ----------------------------------------------------------------------------
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-- Фильтруем только валидные строки: WHERE event_id IS NOT NULL
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-- Парсим JSON, типизируем поля, собираем ошибки в массив parse_errors
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-- ----------------------------------------------------------------------------
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CREATE MATERIALIZED VIEW IF NOT EXISTS stg.mv_browser_raw_to_ods
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TO ods.browser_event
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AS
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WITH
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toUUIDOrNull(JSONExtractString(raw, 'event_id')) AS event_id,
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parseDateTime64BestEffortOrNull(JSONExtractString(raw, 'event_timestamp'), 6) AS event_ts,
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JSONExtractString(raw, 'event_type') AS event_type,
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toUUIDOrNull(JSONExtractString(raw, 'click_id')) AS click_id,
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JSONExtractString(raw, 'browser_name') AS browser_name,
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JSONExtractString(raw, 'browser_user_agent') AS browser_user_agent,
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JSONExtractString(raw, 'browser_language') AS browser_language
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SELECT
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event_id,
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event_ts,
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event_type,
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click_id,
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browser_name,
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browser_user_agent,
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browser_language,
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ingest_ts AS src_ingest_ts,
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raw AS src_raw,
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-- Собираем ошибки парсинга в массив (пустые строки фильтруем)
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arrayFilter(x -> x != '', [
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if(event_id IS NULL, 'bad_event_id', ''),
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if(event_ts IS NULL, 'bad_event_timestamp', ''),
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if(click_id IS NULL, 'bad_click_id', '')
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]) AS parse_errors
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FROM stg.browser_raw
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WHERE event_id IS NOT NULL; -- Только валидные строки (NULL → в error_tables)
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-- ----------------------------------------------------------------------------
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-- MV: STG → ODS (таблица ошибок)
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-- ----------------------------------------------------------------------------
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-- Перенаправляем строки с ошибками парсинга в отдельную таблицу
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-- Это позволяет не терять данные и анализировать проблемы
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-- ----------------------------------------------------------------------------
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CREATE MATERIALIZED VIEW IF NOT EXISTS stg.mv_browser_raw_to_ods_errors
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TO ods.browser_event_errors
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AS
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WITH
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toUUIDOrNull(JSONExtractString(raw, 'event_id')) AS event_id,
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parseDateTime64BestEffortOrNull(JSONExtractString(raw, 'event_timestamp'), 6) AS event_ts,
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toUUIDOrNull(JSONExtractString(raw, 'click_id')) AS click_id,
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arrayFilter(x -> x != '', [
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if(event_id IS NULL, 'bad_event_id', ''),
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if(event_ts IS NULL, 'bad_event_timestamp', ''),
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if(click_id IS NULL, 'bad_click_id', '')
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]) AS parse_errors
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SELECT
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ingest_ts,
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kafka_topic,
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kafka_partition,
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kafka_offset,
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kafka_ts,
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raw,
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arrayStringConcat(parse_errors, ',') AS error_reason
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FROM stg.browser_raw
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WHERE length(parse_errors) > 0 -- Есть хотя бы одна ошибка
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AND (
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event_id IS NULL
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OR event_ts IS NULL
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OR click_id IS NULL
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);
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-- ============================================================================
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-- LOCATION EVENTS
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-- ============================================================================
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CREATE TABLE IF NOT EXISTS ods.location_event
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(
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event_id Nullable(UUID),
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page_url Nullable(String), -- Полный URL страницы
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page_url_path LowCardinality(Nullable(String)), -- Путь (/home, /product и т.д.)
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referer_url Nullable(String), -- Откуда пришёл пользователь
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referer_medium LowCardinality(Nullable(String)), -- Тип referer (internal, search и т.д.)
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utm_medium LowCardinality(Nullable(String)), -- UTM medium (cpc, organic и т.д.)
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utm_source LowCardinality(Nullable(String)), -- UTM source (google, mailchimp и т.д.)
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utm_content LowCardinality(Nullable(String)), -- UTM content (ad_1, ad_2 и т.д.)
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utm_campaign LowCardinality(Nullable(String)), -- UTM campaign (campaign_1 и т.д.)
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src_ingest_ts DateTime64(3),
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src_raw String,
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parse_errors Array(LowCardinality(String))
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)
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ENGINE = ReplacingMergeTree(src_ingest_ts)
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PARTITION BY toYYYYMM(toDate(src_ingest_ts)) -- Партиция по времени загрузки (нет event_date)
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ORDER BY (event_id)
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SETTINGS allow_nullable_key = 1;
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CREATE TABLE IF NOT EXISTS ods.location_event_errors
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(
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ingest_ts DateTime64(3),
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kafka_topic LowCardinality(String),
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kafka_partition Int32,
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kafka_offset Int64,
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kafka_ts DateTime64(3),
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raw String,
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error_reason LowCardinality(String)
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)
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ENGINE = MergeTree
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PARTITION BY toYYYYMM(ingest_ts)
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ORDER BY (ingest_ts, kafka_topic, kafka_partition, kafka_offset);
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CREATE MATERIALIZED VIEW IF NOT EXISTS stg.mv_location_raw_to_ods
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TO ods.location_event
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AS
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WITH
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toUUIDOrNull(JSONExtractString(raw, 'event_id')) AS event_id
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SELECT
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event_id,
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JSONExtractString(raw, 'page_url') AS page_url,
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JSONExtractString(raw, 'page_url_path') AS page_url_path,
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JSONExtractString(raw, 'referer_url') AS referer_url,
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JSONExtractString(raw, 'referer_medium') AS referer_medium,
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JSONExtractString(raw, 'utm_medium') AS utm_medium,
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JSONExtractString(raw, 'utm_source') AS utm_source,
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JSONExtractString(raw, 'utm_content') AS utm_content,
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JSONExtractString(raw, 'utm_campaign') AS utm_campaign,
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ingest_ts AS src_ingest_ts,
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raw AS src_raw,
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arrayFilter(x -> x != '', [
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if(event_id IS NULL, 'bad_event_id', '')
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]) AS parse_errors
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FROM stg.location_raw
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WHERE event_id IS NOT NULL;
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CREATE MATERIALIZED VIEW IF NOT EXISTS stg.mv_location_raw_to_ods_errors
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TO ods.location_event_errors
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AS
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WITH
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toUUIDOrNull(JSONExtractString(raw, 'event_id')) AS event_id,
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arrayFilter(x -> x != '', [
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if(event_id IS NULL, 'bad_event_id', '')
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]) AS parse_errors
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SELECT
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ingest_ts,
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kafka_topic,
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kafka_partition,
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kafka_offset,
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kafka_ts,
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raw,
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arrayStringConcat(parse_errors, ',') AS error_reason
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FROM stg.location_raw
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WHERE length(parse_errors) > 0
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AND event_id IS NULL;
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-- ============================================================================
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-- DEVICE EVENTS
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-- ============================================================================
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CREATE TABLE IF NOT EXISTS ods.device_by_click
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(
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click_id Nullable(UUID),
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os Nullable(String), -- Полное название ОС
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os_name LowCardinality(Nullable(String)), -- Короткое название (Windows, iOS и т.д.)
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os_timezone LowCardinality(Nullable(String)), -- Таймзона пользователя
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device_type LowCardinality(Nullable(String)), -- Mobile, Computer, Tablet
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device_is_mobile Nullable(UInt8), -- 1 = мобильное, 0 = десктоп
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user_custom_id Nullable(String), -- Email или username
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user_domain_id Nullable(UUID), -- UUID пользователя в системе
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src_ingest_ts DateTime64(3),
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src_raw String,
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parse_errors Array(LowCardinality(String))
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)
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ENGINE = ReplacingMergeTree(src_ingest_ts)
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PARTITION BY toYYYYMM(toDate(src_ingest_ts))
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ORDER BY (click_id)
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SETTINGS allow_nullable_key = 1;
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CREATE TABLE IF NOT EXISTS ods.device_by_click_errors
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(
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ingest_ts DateTime64(3),
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kafka_topic LowCardinality(String),
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kafka_partition Int32,
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kafka_offset Int64,
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kafka_ts DateTime64(3),
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raw String,
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error_reason LowCardinality(String)
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)
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ENGINE = MergeTree
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PARTITION BY toYYYYMM(ingest_ts)
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ORDER BY (ingest_ts, kafka_topic, kafka_partition, kafka_offset);
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CREATE MATERIALIZED VIEW IF NOT EXISTS stg.mv_device_raw_to_ods
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TO ods.device_by_click
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AS
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WITH
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toUUIDOrNull(JSONExtractString(raw, 'click_id')) AS click_id,
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JSONExtract(raw, 'device_is_mobile', 'Nullable(UInt8)') AS device_is_mobile,
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toUUIDOrNull(JSONExtractString(raw, 'user_domain_id')) AS user_domain_id
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SELECT
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click_id,
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JSONExtractString(raw, 'os') AS os,
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JSONExtractString(raw, 'os_name') AS os_name,
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JSONExtractString(raw, 'os_timezone') AS os_timezone,
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JSONExtractString(raw, 'device_type') AS device_type,
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device_is_mobile,
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JSONExtractString(raw, 'user_custom_id') AS user_custom_id,
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user_domain_id,
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ingest_ts AS src_ingest_ts,
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raw AS src_raw,
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arrayFilter(x -> x != '', [
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if(click_id IS NULL, 'bad_click_id', ''),
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if(user_domain_id IS NULL, 'bad_user_domain_id', '')
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]) AS parse_errors
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FROM stg.device_raw
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WHERE click_id IS NOT NULL;
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CREATE MATERIALIZED VIEW IF NOT EXISTS stg.mv_device_raw_to_ods_errors
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TO ods.device_by_click_errors
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AS
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WITH
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toUUIDOrNull(JSONExtractString(raw, 'click_id')) AS click_id,
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toUUIDOrNull(JSONExtractString(raw, 'user_domain_id')) AS user_domain_id,
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arrayFilter(x -> x != '', [
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if(click_id IS NULL, 'bad_click_id', ''),
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if(user_domain_id IS NULL, 'bad_user_domain_id', '')
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]) AS parse_errors
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SELECT
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ingest_ts,
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kafka_topic,
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kafka_partition,
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kafka_offset,
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kafka_ts,
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raw,
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arrayStringConcat(parse_errors, ',') AS error_reason
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FROM stg.device_raw
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WHERE length(parse_errors) > 0
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AND (
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click_id IS NULL
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OR user_domain_id IS NULL
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);
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-- ============================================================================
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-- GEO EVENTS
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-- ============================================================================
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CREATE TABLE IF NOT EXISTS ods.geo_by_click
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(
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click_id Nullable(UUID),
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geo_latitude Nullable(Float64), -- Широта
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geo_longitude Nullable(Float64), -- Долгота
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geo_country LowCardinality(Nullable(String)), -- Код страны (RU, US и т.д.)
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geo_timezone LowCardinality(Nullable(String)), -- Таймзона
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geo_region_name Nullable(String), -- Название региона/города
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ip_address Nullable(String), -- IP адрес
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src_ingest_ts DateTime64(3),
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src_raw String,
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parse_errors Array(LowCardinality(String))
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)
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ENGINE = ReplacingMergeTree(src_ingest_ts)
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PARTITION BY toYYYYMM(toDate(src_ingest_ts))
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ORDER BY (click_id)
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SETTINGS allow_nullable_key = 1;
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CREATE TABLE IF NOT EXISTS ods.geo_by_click_errors
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(
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ingest_ts DateTime64(3),
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kafka_topic LowCardinality(String),
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kafka_partition Int32,
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kafka_offset Int64,
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kafka_ts DateTime64(3),
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raw String,
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error_reason LowCardinality(String)
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)
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ENGINE = MergeTree
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PARTITION BY toYYYYMM(ingest_ts)
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ORDER BY (ingest_ts, kafka_topic, kafka_partition, kafka_offset);
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CREATE MATERIALIZED VIEW IF NOT EXISTS stg.mv_geo_raw_to_ods
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TO ods.geo_by_click
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AS
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WITH
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toUUIDOrNull(JSONExtractString(raw, 'click_id')) AS click_id,
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toFloat64OrNull(JSONExtractString(raw, 'geo_latitude')) AS geo_latitude,
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toFloat64OrNull(JSONExtractString(raw, 'geo_longitude')) AS geo_longitude
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SELECT
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click_id,
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geo_latitude,
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geo_longitude,
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JSONExtractString(raw, 'geo_country') AS geo_country,
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JSONExtractString(raw, 'geo_timezone') AS geo_timezone,
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JSONExtractString(raw, 'geo_region_name') AS geo_region_name,
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JSONExtractString(raw, 'ip_address') AS ip_address,
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ingest_ts AS src_ingest_ts,
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raw AS src_raw,
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arrayFilter(x -> x != '', [
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if(click_id IS NULL, 'bad_click_id', ''),
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if(geo_latitude IS NULL, 'bad_geo_latitude', ''),
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if(geo_longitude IS NULL, 'bad_geo_longitude', '')
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]) AS parse_errors
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FROM stg.geo_raw
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WHERE click_id IS NOT NULL;
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CREATE MATERIALIZED VIEW IF NOT EXISTS stg.mv_geo_raw_to_ods_errors
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TO ods.geo_by_click_errors
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AS
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WITH
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toUUIDOrNull(JSONExtractString(raw, 'click_id')) AS click_id,
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toFloat64OrNull(JSONExtractString(raw, 'geo_latitude')) AS geo_latitude,
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toFloat64OrNull(JSONExtractString(raw, 'geo_longitude')) AS geo_longitude,
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arrayFilter(x -> x != '', [
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if(click_id IS NULL, 'bad_click_id', ''),
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if(geo_latitude IS NULL, 'bad_geo_latitude', ''),
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if(geo_longitude IS NULL, 'bad_geo_longitude', '')
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]) AS parse_errors
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SELECT
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ingest_ts,
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kafka_topic,
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kafka_partition,
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kafka_offset,
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kafka_ts,
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raw,
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arrayStringConcat(parse_errors, ',') AS error_reason
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FROM stg.geo_raw
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WHERE length(parse_errors) > 0
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AND (
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click_id IS NULL
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OR geo_latitude IS NULL
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OR geo_longitude IS NULL
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);
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