- Зачем: - улучшение производительности аналитических запросов и упрощение витрин согласно принципам Kimball Star Schema. - Что: - в dds.dim_routes добавлены денормализованные поля городов и моделей самолетов. - в скрипт загрузки dim_routes_load.sql добавлена фаза refresh для актуализации атрибутов. - загрузка dm.route_performance упрощена до 1 JOIN к измерению маршрутов. - обновлен DAG bookings_to_gp_dds и smoke-тесты структуры графа. - в документации (db_schema.md) отражены денормализация и lineage версий. - в dim_routes_load.sql исправлено затирание _load_id при refresh исторических версий. - Проверка: - make test (smoke-тесты структуры DAG проходят успешно).
145 lines
4.6 KiB
SQL
145 lines
4.6 KiB
SQL
-- Загрузка DDS dim_routes: SCD2 с hashdiff.
|
||
|
||
-- Учебный комментарий: Используем TEMP TABLE для подготовки дельты.
|
||
-- Это избавляет от дублирования логики hashdiff в UPDATE и INSERT блоках.
|
||
CREATE TEMP TABLE tmp_routes_src ON COMMIT DROP AS
|
||
SELECT
|
||
route_no,
|
||
departure_airport,
|
||
arrival_airport,
|
||
airplane_code,
|
||
days_of_week,
|
||
departure_time,
|
||
duration,
|
||
md5(
|
||
COALESCE(departure_airport, '') || '|' ||
|
||
COALESCE(arrival_airport, '') || '|' ||
|
||
COALESCE(airplane_code, '') || '|' ||
|
||
COALESCE(days_of_week::TEXT, '') || '|' ||
|
||
COALESCE(departure_time::TEXT, '') || '|' ||
|
||
COALESCE(duration::TEXT, '')
|
||
) AS hashdiff,
|
||
ROW_NUMBER() OVER (PARTITION BY route_no ORDER BY validity DESC) AS rn
|
||
FROM ods.routes;
|
||
|
||
-- Statement 1: Закрыть устаревшие версии (valid_to = текущая дата).
|
||
UPDATE dds.dim_routes AS d
|
||
SET valid_to = CURRENT_DATE,
|
||
updated_at = now(),
|
||
_load_id = '{{ run_id }}',
|
||
_load_ts = now()
|
||
FROM tmp_routes_src AS s
|
||
WHERE s.rn = 1
|
||
AND d.route_bk = s.route_no
|
||
AND d.valid_to IS NULL
|
||
AND d.hashdiff <> s.hashdiff;
|
||
|
||
-- Statement 1.1: Закрыть "исчезнувшие" маршруты.
|
||
UPDATE dds.dim_routes AS d
|
||
SET valid_to = CURRENT_DATE,
|
||
updated_at = now(),
|
||
_load_id = '{{ run_id }}',
|
||
_load_ts = now()
|
||
WHERE d.valid_to IS NULL
|
||
AND NOT EXISTS (
|
||
SELECT 1
|
||
FROM tmp_routes_src AS s
|
||
WHERE s.rn = 1
|
||
AND s.route_no = d.route_bk
|
||
);
|
||
|
||
-- Statement 2: Вставить новые версии (для изменённых и новых route_no).
|
||
WITH max_sk AS (
|
||
-- Учебный комментарий: Генерация SK через MAX() + ROW_NUMBER()
|
||
-- Этот подход работает безопасно только потому, что Airflow запускает
|
||
-- джобы загрузки для одной таблицы строго последовательно (concurrency=1).
|
||
SELECT COALESCE(MAX(route_sk), 0) AS v
|
||
FROM dds.dim_routes
|
||
)
|
||
INSERT INTO dds.dim_routes (
|
||
route_sk,
|
||
route_bk,
|
||
departure_airport,
|
||
arrival_airport,
|
||
airplane_code,
|
||
departure_city,
|
||
arrival_city,
|
||
airplane_model,
|
||
total_seats,
|
||
days_of_week,
|
||
departure_time,
|
||
duration,
|
||
hashdiff,
|
||
valid_from,
|
||
valid_to,
|
||
created_at,
|
||
updated_at,
|
||
_load_id,
|
||
_load_ts
|
||
)
|
||
SELECT
|
||
(SELECT v FROM max_sk) + ROW_NUMBER() OVER (ORDER BY s.route_no)::INTEGER,
|
||
s.route_no,
|
||
s.departure_airport,
|
||
s.arrival_airport,
|
||
s.airplane_code,
|
||
dep.city,
|
||
arr.city,
|
||
air.model,
|
||
air.total_seats,
|
||
s.days_of_week,
|
||
s.departure_time,
|
||
s.duration,
|
||
s.hashdiff,
|
||
CASE
|
||
WHEN EXISTS (
|
||
SELECT 1
|
||
FROM dds.dim_routes AS d2
|
||
WHERE d2.route_bk = s.route_no
|
||
) THEN CURRENT_DATE
|
||
ELSE '1900-01-01'::DATE
|
||
END AS valid_from,
|
||
NULL,
|
||
now(),
|
||
now(),
|
||
'{{ run_id }}',
|
||
now()
|
||
FROM tmp_routes_src AS s
|
||
LEFT JOIN dds.dim_airports AS dep ON s.departure_airport = dep.airport_bk
|
||
LEFT JOIN dds.dim_airports AS arr ON s.arrival_airport = arr.airport_bk
|
||
LEFT JOIN dds.dim_airplanes AS air ON s.airplane_code = air.airplane_bk
|
||
WHERE s.rn = 1
|
||
AND NOT EXISTS (
|
||
SELECT 1
|
||
FROM dds.dim_routes AS d
|
||
WHERE d.route_bk = s.route_no
|
||
AND d.valid_to IS NULL
|
||
AND d.hashdiff = s.hashdiff
|
||
);
|
||
|
||
-- Фаза 3: Обновление денормализованных атрибутов (refresh).
|
||
-- Нужна для SCD1-изменений в dim_airports/dim_airplanes (напр. переименование города).
|
||
-- Обновляем все версии (и текущие, и исторические), т.к. измерения SCD1.
|
||
-- При этом мы не перезаписываем _load_id и _load_ts, чтобы не размывать lineage версий.
|
||
UPDATE dds.dim_routes AS d
|
||
SET departure_city = dep.city,
|
||
arrival_city = arr.city,
|
||
airplane_model = air.model,
|
||
total_seats = air.total_seats,
|
||
updated_at = now()
|
||
FROM dds.dim_airports AS dep,
|
||
dds.dim_airports AS arr,
|
||
dds.dim_airplanes AS air
|
||
WHERE dep.airport_bk = d.departure_airport
|
||
AND arr.airport_bk = d.arrival_airport
|
||
AND air.airplane_bk = d.airplane_code
|
||
AND (
|
||
d.departure_city IS DISTINCT FROM dep.city
|
||
OR d.arrival_city IS DISTINCT FROM arr.city
|
||
OR d.airplane_model IS DISTINCT FROM air.model
|
||
OR d.total_seats IS DISTINCT FROM air.total_seats
|
||
);
|
||
|
||
ANALYZE dds.dim_routes;
|
||
|