feat(data): add error handling for ODS layer and improve partial data support
Add materialized views to capture parsing errors from browser, location, device, and geo raw staging tables and route them to dedicated error tables in the ODS layer. Refactor DDS refresh logic to handle partial data arrivals where device and geo events may arrive independently by using a unified click_id source with LEFT JOINs. Add TRUNCATE command to prevent duplicate data accumulation in DQ summary table.
This commit is contained in:
+101
@@ -65,6 +65,34 @@ SELECT
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FROM stg.browser_raw
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WHERE event_id IS NOT NULL; -- Filter NULL keys to error table
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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
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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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-- ODS: location_events
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CREATE TABLE IF NOT EXISTS ods.location_event
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(
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@@ -123,6 +151,26 @@ SELECT
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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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-- ODS: device_events
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CREATE TABLE IF NOT EXISTS ods.device_by_click
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(
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@@ -182,6 +230,31 @@ SELECT
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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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-- ODS: geo_events
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CREATE TABLE IF NOT EXISTS ods.geo_by_click
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(
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@@ -239,3 +312,31 @@ SELECT
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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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+25
-6
@@ -6,7 +6,7 @@
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-- Strategy: full rebuild for demo; incremental for production
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INSERT INTO dds.click
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SELECT
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d.click_id,
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c.click_id,
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d.user_domain_id,
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d.user_custom_id,
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d.device_type,
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@@ -22,14 +22,33 @@ SELECT
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g.ip_address,
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now64(3) AS dds_update_ts,
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arrayFilter(x -> x != '', arrayConcat(
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d.parse_errors,
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ifNull(d.parse_errors, []),
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if(d.click_id IS NULL, ['device_not_found'], []),
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if(g.click_id IS NULL, ['geo_not_found'], []),
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if(g.geo_country IS NULL, ['geo_country_missing'], [])
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)) AS ods_parse_errors
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FROM (
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-- Union of all click ids to keep geo-only/device-only arrivals
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SELECT click_id
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FROM (
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SELECT assumeNotNull(click_id) AS click_id
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FROM ods.device_by_click
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WHERE click_id IS NOT NULL
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GROUP BY click_id
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)
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UNION DISTINCT
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SELECT click_id
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FROM (
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SELECT assumeNotNull(click_id) AS click_id
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FROM ods.geo_by_click
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WHERE click_id IS NOT NULL
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GROUP BY click_id
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)
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) AS c
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LEFT JOIN (
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-- Latest device snapshot from ODS
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SELECT
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click_id,
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assumeNotNull(click_id) AS click_id,
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argMax(user_domain_id, src_ingest_ts) AS user_domain_id,
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argMax(user_custom_id, src_ingest_ts) AS user_custom_id,
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argMax(device_type, src_ingest_ts) AS device_type,
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@@ -41,11 +60,11 @@ FROM (
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FROM ods.device_by_click
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WHERE click_id IS NOT NULL
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GROUP BY click_id
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) AS d
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) AS d ON d.click_id = c.click_id
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LEFT JOIN (
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-- Latest geo snapshot from ODS
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SELECT
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click_id,
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assumeNotNull(click_id) AS click_id,
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argMax(geo_country, src_ingest_ts) AS geo_country,
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argMax(geo_region_name, src_ingest_ts) AS geo_region_name,
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argMax(geo_timezone, src_ingest_ts) AS geo_timezone,
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@@ -55,7 +74,7 @@ LEFT JOIN (
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FROM ods.geo_by_click
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WHERE click_id IS NOT NULL
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GROUP BY click_id
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) AS g ON g.click_id = d.click_id;
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) AS g ON g.click_id = c.click_id;
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-- Refresh DDS.event (from browser + location)
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INSERT INTO dds.event
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@@ -40,6 +40,8 @@ PARTITION BY toYYYYMM(check_date)
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ORDER BY (check_date, layer, table_name, check_name);
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-- Truncate and refill DQ summary
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TRUNCATE TABLE dm.dq_summary;
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INSERT INTO dm.dq_summary
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SELECT
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today() AS check_date,
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