bq2bq

command module
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Published: Jul 15, 2024 License: Apache-2.0 Imports: 28 Imported by: 0

README

Bigquery SQL transformation

Optimus plugin that supports variety of load methods to execute SQL transformations. Features

  • Automatic dependency resolution
  • Append to a partition
  • Replace table partition
  • Merge statements
  • BQ Scripts
Load Method

The way data loaded to destination table depends on the partition configuration of the destination tables

Load Method No Partition Partitioned Table
APPEND Append new records to destination table Append new records to destination table per partition based on localised start_time
MERGE Load the data using DML Merge statement, all of the load logic lies on DML merge statement Load the data using DML Merge statement, all of the load logic lies on DML merge statement
REPLACE Truncate/Clean the table before insert new records Clean records in destination partition before insert new record to new partition
REPLACE_MERGE Doesn't work for non partitioned tables and partitioned tables with ingestion time Same as REPLACE but uses Merge query to emulate replace
REPLACE_ALL Truncate/Clean the table before insert new records, use this instead of REPLACE for aggregation Clean records in destination partition before insert new record to new partition

Note: if REPLACE load method is used and window size greater than the partition delta, it is assumed the table is partitioned with DAY at the moment. This will split the query into multiple queries executing for each partition one by one.

Note: REPLACE_MERGE is experimental and might not work properly for deeply nested structs, it is advised to test it before using in production

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