{# Adapter Macros for the following functions: - Bigquery: unnest() -> https://cloud.google.com/bigquery/docs/reference/standard-sql/arrays#flattening-arrays-and-repeated-fields - Snowflake: flatten() -> https://docs.snowflake.com/en/sql-reference/functions/flatten.html - Redshift: -> https://blog.getdbt.com/how-to-unnest-arrays-in-redshift/ - postgres: unnest() -> https://www.postgresqltutorial.com/postgresql-array/ - MSSQL: openjson() –> https://docs.microsoft.com/en-us/sql/relational-databases/json/validate-query-and-change-json-data-with-built-in-functions-sql-server?view=sql-server-ver15 - ClickHouse: ARRAY JOIN –> https://clickhouse.com/docs/zh/sql-reference/statements/select/array-join/ #} {# cross_join_unnest ------------------------------------------------- #} {% macro cross_join_unnest(stream_name, array_col) -%} {{ adapter.dispatch('cross_join_unnest')(stream_name, array_col) }} {%- endmacro %} {% macro default__cross_join_unnest(stream_name, array_col) -%} {% do exceptions.warn("Undefined macro cross_join_unnest for this destination engine") %} {%- endmacro %} {% macro bigquery__cross_join_unnest(stream_name, array_col) -%} cross join unnest({{ array_col }}) as {{ array_col }} {%- endmacro %} {% macro clickhouse__cross_join_unnest(stream_name, array_col) -%} ARRAY JOIN {{ array_col }} {%- endmacro %} {% macro oracle__cross_join_unnest(stream_name, array_col) -%} {% do exceptions.warn("Normalization does not support unnesting for Oracle yet.") %} {%- endmacro %} {% macro postgres__cross_join_unnest(stream_name, array_col) -%} cross join jsonb_array_elements( case jsonb_typeof({{ array_col }}) when 'array' then {{ array_col }} else '[]' end ) as _airbyte_nested_data {%- endmacro %} {% macro mysql__cross_join_unnest(stream_name, array_col) -%} left join joined on _airbyte_{{ stream_name }}_hashid = joined._airbyte_hashid {%- endmacro %} {% macro redshift__cross_join_unnest(stream_name, array_col) -%} left join joined on _airbyte_{{ stream_name }}_hashid = joined._airbyte_hashid {%- endmacro %} {% macro snowflake__cross_join_unnest(stream_name, array_col) -%} cross join table(flatten({{ array_col }})) as {{ array_col }} {%- endmacro %} {% macro sqlserver__cross_join_unnest(stream_name, array_col) -%} {# https://docs.microsoft.com/en-us/sql/relational-databases/json/convert-json-data-to-rows-and-columns-with-openjson-sql-server?view=sql-server-ver15#option-1---openjson-with-the-default-output #} CROSS APPLY ( SELECT [value] = CASE WHEN [type] = 4 THEN (SELECT [value] FROM OPENJSON([value])) WHEN [type] = 5 THEN [value] END FROM OPENJSON({{ array_col }}) ) AS {{ array_col }} {%- endmacro %} {# unnested_column_value -- this macro is related to unnest_cte #} {% macro unnested_column_value(column_col) -%} {{ adapter.dispatch('unnested_column_value')(column_col) }} {%- endmacro %} {% macro default__unnested_column_value(column_col) -%} {{ column_col }} {%- endmacro %} {% macro postgres__unnested_column_value(column_col) -%} _airbyte_nested_data {%- endmacro %} {% macro snowflake__unnested_column_value(column_col) -%} {{ column_col }}.value {%- endmacro %} {% macro redshift__unnested_column_value(column_col) -%} _airbyte_nested_data {%- endmacro %} {% macro mysql__unnested_column_value(column_col) -%} _airbyte_nested_data {%- endmacro %} {% macro oracle__unnested_column_value(column_col) -%} {{ column_col }} {%- endmacro %} {% macro sqlserver__unnested_column_value(column_col) -%} {# unnested array/sub_array will be located in `value` column afterwards, we need to address to it #} {{ column_col }}.value {%- endmacro %} {# unnest_cte ------------------------------------------------- #} {% macro unnest_cte(from_table, stream_name, column_col) -%} {{ adapter.dispatch('unnest_cte')(from_table, stream_name, column_col) }} {%- endmacro %} {% macro default__unnest_cte(from_table, stream_name, column_col) -%}{%- endmacro %} {# -- based on https://blog.getdbt.com/how-to-unnest-arrays-in-redshift/ #} {% macro redshift__unnest_cte(from_table, stream_name, column_col) -%} {%- if not execute -%} {{ return('') }} {% endif %} {%- call statement('max_json_array_length', fetch_result=True) -%} with max_value as ( select max(json_array_length({{ column_col }}, true)) as max_number_of_items from {{ from_table }} ) select case when max_number_of_items is not null and max_number_of_items > 1 then max_number_of_items else 1 end as max_number_of_items from max_value {%- endcall -%} {%- set max_length = load_result('max_json_array_length') -%} with numbers as ( {{dbt_utils.generate_series(max_length["data"][0][0])}} ), joined as ( select _airbyte_{{ stream_name }}_hashid as _airbyte_hashid, json_extract_array_element_text({{ column_col }}, numbers.generated_number::int - 1, true) as _airbyte_nested_data from {{ from_table }} cross join numbers -- only generate the number of records in the cross join that corresponds -- to the number of items in {{ from_table }}.{{ column_col }} where numbers.generated_number <= json_array_length({{ column_col }}, true) ) {%- endmacro %} {% macro mysql__unnest_cte(from_table, stream_name, column_col) -%} {%- if not execute -%} {{ return('') }} {% endif %} {%- call statement('max_json_array_length', fetch_result=True) -%} with max_value as ( select max(json_length({{ column_col }})) as max_number_of_items from {{ from_table }} ) select case when max_number_of_items is not null and max_number_of_items > 1 then max_number_of_items else 1 end as max_number_of_items from max_value {%- endcall -%} {%- set max_length = load_result('max_json_array_length') -%} with numbers as ( {{ dbt_utils.generate_series(max_length["data"][0][0]) }} ), joined as ( select _airbyte_{{ stream_name }}_hashid as _airbyte_hashid, {# -- json_extract(column_col, '$[i][0]') as _airbyte_nested_data #} json_extract({{ column_col }}, concat("$[", numbers.generated_number - 1, "][0]")) as _airbyte_nested_data from {{ from_table }} cross join numbers -- only generate the number of records in the cross join that corresponds -- to the number of items in {{ from_table }}.{{ column_col }} where numbers.generated_number <= json_length({{ column_col }}) ) {%- endmacro %}