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data.yml
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data.yml
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environments:
DEV:
createdAt:
nanoseconds: 569000000
seconds: 1626295861
createdBy: Urp1X1Q4TS9kuMofIZPr
description: ""
devEnv: true
id: 1
mappings:
"1":
database: SNOWFLAKE_SAMPLE_DATA
id: 1
locationName: FOO
schema: TPCH_SF1
"2":
database: HH_DB
id: 2
locationName: STG
schema: HH_SCHEMA
"3":
database: COALESCE_SAMPLE_DATABASE
id: 3
locationName: SAMPLE
schema: TPCH_SF001
"4":
database: HH_DB
id: 4
locationName: DEV-TEST
schema: HH_SCHEMA
name: DEV
EU-Test:
createdAt:
nanoseconds: 160000000
seconds: 1648146379
createdBy: xmYgofjOvsfdxvtSsdgq3lZ36xh2
description: ""
devEnv: false
id: 3
mappings: {}
name: EU-Test
QA:
createdAt:
nanoseconds: 41000000
seconds: 1647022339
createdBy: xmYgofjOvsfdxvtSsdgq3lZ36xh2
description: ""
devEnv: false
id: 2
mappings:
"1":
database: COALESCE_SAMPLE_DATABASE
id: 1
locationName: FOO
schema: TPCH_SF001
"2":
database: RENEE_DB_2
id: 2
locationName: STG
schema: STAGE
"3":
database: RENEE_DB
id: 3
locationName: SAMPLE
schema: INFORMATION_SCHEMA
"4":
database: DEMO_DB
id: 4
locationName: DEV-TEST
schema: INFORMATION_SCHEMA
name: QA
TESTTT:
createdAt:
nanoseconds: 881000000
seconds: 1650926151
createdBy: xmYgofjOvsfdxvtSsdgq3lZ36xh2
description: ""
devEnv: false
id: 4
mappings:
"1":
database: COALESCE_SAMPLE_DATABASE
id: 1
locationName: FOO
schema: MANY_TABLES
"2":
database: COALESCE_SAMPLE_DATABASE
id: 2
locationName: STG
schema: MANY_TABLES
"3":
database: COALESCE_SAMPLE_DATABASE
id: 3
locationName: SAMPLE
schema: TPCH_SF001
"4":
database: COALESCE_SAMPLE_DATABASE
id: 4
locationName: DEV-TEST
schema: MANY_TABLES
name: TESTTT
jobs:
Job-1:
id: 1
name: New Job
steps: []
subgraphs:
- 2
locations:
DEV-TEST:
default: false
id: 4
locationName: DEV-TEST
FOO:
default: false
id: 1
locationName: FOO
SAMPLE:
default: false
id: 3
locationName: SAMPLE
STG:
default: true
id: 2
locationName: STG
macros: {}
stepTypes:
StepType-8:
id: "8"
isDisabled: false
metadata:
error: null
nodeMetadataSpec: |
capitalized: Copy of Fact
plural: Facts
short: FCT
tagColor: '#D9A438'
config:
- groupName: Aggregation
items:
- displayName: Aggregate columns
attributeName: aggregate
isRequired: true
rows: many
type: tabularConfig
columns:
- displayName: ColumnDisplayName
attributeName: column
type: columnDropdownSelector
- displayName: Function
attributeName: function
type: dropdownSelector
default: Count
options:
- Count
- Sum
- Min
- Max
- displayName: Distinct
attributeName: distinct
type: toggleButton
- groupName: Options
items:
- type: materializationSelector
isRequired: true
options:
- table
- view
- type: businessKeyColumns
isRequired: false
- displayName: Enable Tests
attributeName: testsEnabled
type: toggleButton
default: true
- displayName: Pre-SQL
attributeName: preSQL
type: textBox
syntax: sql
isRequired: false
- displayName: Post-SQL
attributeName: postSQL
type: textBox
syntax: sql
isRequired: false
systemColumns:
- displayName: SYSTEM_CREATE_DATE
transform: CAST(CURRENT_TIMESTAMP AS TIMESTAMP)
dataType: TIMESTAMP
placement: end
attributeName: isSystemCreateDate
- displayName: SYSTEM_UPDATE_DATE
transform: CAST(CURRENT_TIMESTAMP AS TIMESTAMP)
dataType: TIMESTAMP
placement: end
attributeName: isSystemUpdateDate
templates:
create:
templateString: "
\ {% if node.materializationType == 'table' %}
\ {{ stage('Create Fact Table') }}
\ \
\ CREATE OR REPLACE TABLE {{
ref_no_link(node.location.name, node.name) }}
\ (
\ {% for col in columns %}
\ \"{{ col.name }}\" {{ col.dataType }}
\ {%- if not col.nullable %} NOT NULL
\ {%- if col.defaultValue | length >
0 %} DEFAULT {{ col.defaultValue }}{% endif %}
\ {% endif %}
\ {%- if col.description | length > 0 %}
COMMENT '{{ col.description }}'{% endif %}
\ {%- if not loop.last -%}, {% endif %}
\ {% endfor %}
\ )
\ {%- if node.description | length > 0 %} COMMENT
= '{{ node.description }}'{% endif %}
\ \
\ \
\ {% elif node.materializationType == 'view' %}
\ {{ stage('Create Fact View') }}
\ \
\ CREATE OR REPLACE VIEW {{
ref_no_link(node.location.name, node.name) }}
\ (
\ {% for col in columns %}
\ \"{{ col.name }}\"
\ {%- if col.description | length > 0 %}
COMMENT '{{ col.description }}'{% endif %}
\ {%- if not loop.last -%},{% endif %}
\ {% endfor %}
\ )
\ {%- if node.description | length > 0 %} COMMENT
= '{{ node.description }}'{% endif %}
\ AS
\ {% for source in sources %}
\ \
\ {% if loop.first %}SELECT {% endif %}
\ \
\ {% for col in source.columns %}
\ {{ get_source_transform(col) }} AS \"{{
col.name }}\"
\ {%- if not loop.last -%}, {% endif %}
\ {% endfor %}
\ {{ source.join }}
\ \
\ {% if not loop.last %} UNION ALL {% endif
%}
\ {% endfor %}
\ \
\ {% endif %}
\ "
run:
templateString: "
\ {% for test in node.tests if config.testsEnabled %}
\ {% if test.runOrder == 'Before' %}
\ {{ test_stage(test.name,
test.continueOnFailure) }}
\ {{ test.templateString }}
\ {% endif %}
\ {% endfor %}
\ {% if node.materializationType == 'table' %}
\ {% if config.preSQL %}
\ {{ stage('Pre-SQL') }}
\ {{ config.preSQL }}
\ {% endif %}
\ \
\ {% set has_business_key = columns |
selectattr(\"isBusinessKey\") | list | length > 0 %}
\ \
\ {% for source in sources %}
\ \
\ {% if has_business_key %}
\ \
\ {{ stage('MERGE ' + source.name |
string ) }}
\ MERGE INTO {{
ref_no_link(node.location.name, node.name) }} \"TGT\"
\ USING (
\ SELECT
\ {% for col in source.columns %}
\ {{ get_source_transform(col) }}
AS \"{{ col.name }}\"
\ {%- if not loop.last %}, {%
endif %}
\ {% endfor %}
\ {{ source.join }})
\ AS \"SRC\"
\ ON
\ {% for col in source.columns if
col.isBusinessKey -%}
\ {% if not loop.first %}
\ AND
\ {% endif %}
\ \"SRC\".\"{{ col.name }}\" =
\"TGT\".\"{{ col.name }}\"
\ {% endfor %}
\ WHEN MATCHED
\ {% for col in source.columns if not
( col.isBusinessKey or
\ \
col.isSystemUpdateDate or
\ \
col.isSystemCreateDate) %}
\ {% if loop.first %}
\ AND (
\ {% else %}
\ OR
\ {% endif %}
\ NVL( CAST(\"SRC\".\"{{ col.name
}}\" as STRING), '**NULL**') <> NVL( CAST(\"TGT\".\"{{ col.name }}\"
as STRING), '**NULL**')
\ {% if loop.last %}
\ )
\ {% endif %}
\ {% endfor %}
\ THEN UPDATE SET
\ {%- for col in source.columns if not
(col.isBusinessKey or col.isSystemCreateDate) %}
\ \"TGT\".\"{{ col.name }}\" =
\"SRC\".\"{{ col.name }}\"
\ {% if not loop.last %}, {% endif %}
\ {% endfor %}
\ WHEN NOT MATCHED THEN
\ INSERT (
\ {%- for col in source.columns if not
col.isSurrogateKey %}
\ \"{{ col.name }}\"
\ {% if not loop.last %}, {% endif %}
\ {% endfor -%}
\ )
\ VALUES (
\ {%- for col in source.columns if not
col.isSurrogateKey %}
\ \"SRC\".\"{{ col.name }}\"
\ {% if not loop.last %}, {% endif %}
\ {% endfor -%}
\ )
\ \
\ {% else %}
\ \
\ {{ stage('Insert ' + source.name |
string ) }}
\ \
\ INSERT INTO {{
ref_no_link(node.location.name, node.name) }}
\ (
\ {% for col in source.columns %}
\ \"{{ col.name }}\"
\ {%- if not loop.last -%},{%
endif %}
\ {% endfor %}
\ )
\ \
\ SELECT
\ {% for col in source.columns %}
\ {{ get_source_transform(col) }}
AS \"{{ col.name }}\"
\ {%- if not loop.last -%}, {%
endif %}
\ {% endfor %}
\ {{ source.join }}
\ {% endif %}
\ {% endfor %}
\ {% if config.postSQL %}
\ {{ stage('Post-SQL') }}
\ {{ config.postSQL }}
\ {% endif %}
\ {% endif %}
\ {% if config.testsEnabled %}
\ {% for test in node.tests %}
\ {% if test.runOrder == 'After' %}
\ {{ test_stage(test.name,
test.continueOnFailure) }}
\ {{ test.templateString }}
\ {% endif %}
\ {% endfor %}
\ {% for column in columns %}
\ {% for test in column.tests %}
\ {{ test_stage(column.name + \": \" +
test.name) }}
\ {{ test.templateString }}
\ {% endfor %}
\ {% endfor %}
\ {% endif %}
\ \
\ "
name: Copy of Fact
version: 1
StepType-9:
id: "9"
isDisabled: false
metadata:
error: null
nodeMetadataSpec: |
capitalized: Copy of Stage
short: STG
plural: Stages
tagColor: '#2EB67D'
config:
- groupName: Options
items:
- type: materializationSelector
default: table
options:
- table
- view
isRequired: true
- type: multisourceToggle
enableIf: "{% if node.materializationType == 'table' %} true {% else %} false {% endif %}"
- type: overrideSQLToggle
enableIf: "{% if node.materializationType == 'view' %} true {% else %} false {% endif %}"
- displayName: Multi Source Strategy
attributeName: insertStrategy
type: dropdownSelector
default: INSERT
options:
- "INSERT"
- "UNION"
- "UNION ALL"
isRequired: true
enableIf: "{% if node.isMultisource %} true {% else %} false {% endif %}"
- displayName: Truncate Before
attributeName: truncateBefore
type: toggleButton
default: true
- displayName: Enable Tests
attributeName: testsEnabled
type: toggleButton
default: true
- displayName: Pre-SQL
attributeName: preSQL
type: textBox
syntax: sql
isRequired: false
- displayName: Post-SQL
attributeName: postSQL
type: textBox
syntax: sql
isRequired: false
templates:
create:
templateString: |
{% if node.override.create.enabled %}
{{ node.override.create.script }}
{% elif node.materializationType == 'table' %}
{{ stage('Create Stage Table') }}
CREATE OR REPLACE TABLE {{ ref_no_link(node.location.name, node.name) }}
(
{% for col in columns %}
"{{ col.name }}" {{ col.dataType }}
{%- if not col.nullable %} NOT NULL
{%- if col.defaultValue | length > 0 %} DEFAULT {{ col.defaultValue }}{% endif %}
{% endif %}
{%- if col.description | length > 0 %} COMMENT '{{ col.description }}'{% endif %}
{%- if not loop.last -%}, {% endif %}
{% endfor %}
)
{%- if node.description | length > 0 %} COMMENT = '{{ node.description }}'{% endif %}
{% elif node.materializationType == 'view' %}
{{ stage('Create Stage View') }}
CREATE OR REPLACE VIEW {{ ref_no_link(node.location.name, node.name) }}
(
{% for col in columns %}
"{{ col.name }}"
{%- if col.description | length > 0 %} COMMENT '{{ col.description }}'{% endif %}
{%- if not loop.last -%}, {% endif %}
{% endfor %}
)
{%- if node.description | length > 0 %} COMMENT = '{{ node.description }}'{% endif %}
AS
{% for source in sources %}
SELECT
{% for col in source.columns %}
{{ get_source_transform(col) }} AS "{{ col.name }}"
{%- if not loop.last -%}, {% endif %}
{% endfor %}
{{ source.join }}
{% if not loop.last %}
{% if config.insertStrategy in ['UNION', 'UNION ALL'] %}
{{ config.insertStrategy }}
{% else %}
UNION
{% endif %}
{% endif %}
{% endfor %}
{% endif %}
run:
templateString: |2
{% for test in node.tests if config.testsEnabled %}
{% if test.runOrder == 'Before' %}
{{ test_stage(test.name, test.continueOnFailure) }}
{{ test.templateString }}
{% endif %}
{% endfor %}
{% if node.materializationType == 'table' %}
{% if config.preSQL %}
{{ stage('Pre-SQL') }}
{{ config.preSQL }}
{% endif %}
{% if config.truncateBefore %}
{{ stage('Truncate Stage Table') }}
TRUNCATE IF EXISTS {{ ref_no_link(node.location.name, node.name) }}
{% endif %}
{% if config.insertStrategy in ['UNION', 'UNION ALL'] %}
{{ stage( config.insertStrategy + ' Sources' | string ) }}
INSERT INTO {{ ref_no_link(node.location.name, node.name) }}
(
{% for col in columns %}
"{{ col.name }}"
{%- if not loop.last -%},{% endif %}
{% endfor %}
)
{% endif %}
{% for source in sources %}
{% if config.insertStrategy == 'INSERT' %}
{{ stage('Insert ' + source.name | string ) }}
INSERT INTO {{ ref_no_link(node.location.name, node.name) }}
(
{% for col in source.columns %}
"{{ col.name }}"
{%- if not loop.last -%},{% endif %}
{% endfor %}
)
{% endif %}
SELECT
{% for col in source.columns %}
{{ get_source_transform(col) }} AS "{{ col.name }}"
{%- if not loop.last -%}, {% endif %}
{% endfor %}
{{ source.join }}
{% if config.insertStrategy in ['UNION', 'UNION ALL'] and not loop.last %}
{{config.insertStrategy}}
{% endif %}
{% endfor %}
{% if config.postSQL %}
{{ stage('Post-SQL') }}
{{ config.postSQL }}
{% endif %}
{% endif %}
{% if config.testsEnabled %}
{% for test in node.tests %}
{% if test.runOrder == 'After' %}
{{ test_stage(test.name, test.continueOnFailure) }}
{{ test.templateString }}
{% endif %}
{% endfor %}
{% for column in columns %}
{% for test in column.tests %}
{{ test_stage(column.name + ": " + test.name) }}
{{ test.templateString }}
{% endfor %}
{% endfor %}
{% endif %}
name: Copy of Stage
version: 1
StepType-Dimension:
id: Dimension
isDisabled: false
metadata:
error: null
nodeMetadataSpec: |-
capitalized: Dimension
short: DIM
tagColor: '#1E339A'
plural: Dimensions
config:
- groupName: Options
items:
- type: materializationSelector
isRequired: true
default: table
options:
- table
- view
- type: multisourceToggle
enableIf: "{% if node.materializationType == 'table' %} true {% else %} false {% endif %}"
- type: businessKeyColumns
isRequired: true
- type: changeTrackingColumns
isRequired: false
- type: overrideSQLToggle
enableIf: "{% if node.materializationType == 'view' %} true {% else %} false {% endif %}"
- displayName: Enable Tests
attributeName: testsEnabled
type: toggleButton
default: true
- displayName: Pre-SQL
attributeName: preSQL
type: textBox
syntax: sql
isRequired: false
- displayName: Post-SQL
attributeName: postSQL
type: textBox
syntax: sql
isRequired: false
systemColumns:
- displayName: '{{NODE_NAME}}_KEY'
transform: ''
dataType: NUMBER
placement: beginning
attributeName: isSurrogateKey
- displayName: SYSTEM_VERSION
transform: ''
dataType: NUMBER
placement: end
attributeName: isSystemVersion
- displayName: SYSTEM_CURRENT_FLAG
transform: ''
dataType: VARCHAR
placement: end
attributeName: isSystemCurrentFlag
- displayName: SYSTEM_START_DATE
transform: CAST(CURRENT_TIMESTAMP AS TIMESTAMP)
dataType: TIMESTAMP
placement: end
attributeName: isSystemStartDate
- displayName: SYSTEM_END_DATE
transform: CAST('2999-12-31 00:00:00' AS TIMESTAMP)
dataType: TIMESTAMP
placement: end
attributeName: isSystemEndDate
- displayName: SYSTEM_CREATE_DATE
transform: CAST(CURRENT_TIMESTAMP AS TIMESTAMP)
dataType: TIMESTAMP
placement: end
attributeName: isSystemCreateDate
- displayName: SYSTEM_UPDATE_DATE
transform: CAST(CURRENT_TIMESTAMP AS TIMESTAMP)
dataType: TIMESTAMP
placement: end
attributeName: isSystemUpdateDate
templates:
create:
templateString: |
{% if node.materializationType == 'table' %}
{{ stage('Create Dimension Table') }}
CREATE OR REPLACE TABLE {{ ref_no_link(node.location.name, node.name) }}
(
{% for col in columns %}
"{{ col.name }}" {{ col.dataType }}
{% if col.isSurrogateKey %}
identity
{% endif %}
{%- if not col.nullable %} NOT NULL
{%- if col.defaultValue | length > 0 %} DEFAULT {{ col.defaultValue }}{% endif %}
{% endif %}
{%- if col.description | length > 0 %} COMMENT '{{ col.description }}'{% endif %}
{%- if not loop.last -%}, {% endif %}
{% endfor %}
)
{%- if node.description | length > 0 %} COMMENT = '{{ node.description }}'{% endif %}
{% elif node.materializationType == 'view' %}
{{ stage('Create Dimension View') }}
CREATE OR REPLACE VIEW {{ ref_no_link(node.location.name, node.name) }}
(
{% for col in columns %}
"{{ col.name }}"
{%- if col.description | length > 0 %} COMMENT '{{ col.description }}'{% endif %}
{%- if not loop.last -%},{% endif %}
{% endfor %}
)
{%- if node.description | length > 0 %} COMMENT = '{{ node.description }}'{% endif %}
AS
{% for source in sources %}
{% if loop.first %}SELECT {% endif %}
{% for col in source.columns %}
{% if col.isSurrogateKey or col.isSystemUpdateDate or col.isSystemCreateDate %}
NULL
{% else %}
{{ get_source_transform(col) }}
{% endif %}
AS "{{ col.name }}"
{%- if not loop.last -%}, {% endif %}
{% endfor %}
{{ source.join }}
{% if not loop.last %} UNION ALL {% endif %}
{% endfor %}
{% endif %}
run:
templateString: |
{% set is_type_2 = columns | selectattr("isChangeTracking") | list | length > 0 %}
{% for test in node.tests if config.testsEnabled %}
{% if test.runOrder == 'Before' %}
{{ test_stage(test.name, test.continueOnFailure) }}
{{ test.templateString }}
{% endif %}
{% endfor %}
{% if node.materializationType == 'table' %}
{% if config.preSQL %}
{{ stage('Pre-SQL') }}
{{ config.preSQL }}
{% endif %}
{% if is_type_2 %}
{% for source in sources %}
{{ stage('MERGE ' + source.name | string) }}
MERGE INTO {{ ref_no_link(node.location.name, node.name) }} "TGT"
USING (
/* New Rows That Don't Exist */
SELECT
{% for col in source.columns if not col.isSurrogateKey %}
{% if col.isSystemVersion %}
1
{% elif col.isSystemCurrentFlag %}
'Y'
{% else %}
{{ get_source_transform(col) }}
{% endif %}
AS "{{ col.name }}",
{% endfor %}
'INSERT_INITAL_VERSION_ROWS' AS "DML_OPERATION"
{{ source.join }}
LEFT JOIN {{ ref_no_link(node.location.name, node.name) }} "DIM" ON
{% for col in source.columns if col.isBusinessKey -%}
{% if not loop.first %}
AND
{% endif %}
{{ get_source_transform(col) }} = "DIM"."{{ col.name }}"
{% endfor %}
WHERE
{% for col in source.columns if col.isBusinessKey -%}
{% if not loop.first %}
AND
{% endif %}
"DIM"."{{ col.name }}" IS NULL
{% endfor %}
UNION ALL
/* New Row Needing To Be Inserted Due To Type-2 Column Changes */
SELECT
{% for col in source.columns if not col.isSurrogateKey %}
{% if col.isSystemVersion %}
"DIM"."{{ col.name }}" + 1
{% elif col.isSystemCurrentFlag %}
'Y'
{% else %}
{{ get_source_transform(col) }}
{% endif %}
AS "{{ col.name }}",
{% endfor %}
'INSERT_NEW_VERSION_ROWS' AS "DML_OPERATION"
{{ source.join }}
INNER JOIN {{ ref_no_link(node.location.name, node.name) }} "DIM" ON
{% for col in source.columns if col.isBusinessKey -%}
{% if not loop.first %}
AND
{% endif %}
{{ get_source_transform(col) }} = "DIM"."{{ col.name }}"
{% endfor %}
WHERE "DIM"."{{ get_value_by_column_attribute("isSystemCurrentFlag") }}" = 'Y'
{% for col in source.columns if (col.isChangeTracking == true) %}
{% if loop.first %}
AND (
{% else %}
OR
{% endif %}
( NVL( CAST({{ get_source_transform(col) }} as STRING), '**NULL**') <> NVL( CAST("DIM"."{{ col.name }}" as STRING), '**NULL**') )
{% if loop.last %}
)
{% endif %}
{% endfor %}
UNION ALL
/* Rows Needing To Be Expired Due To Type-2 Column Changes
In this case, only two columns are merged (version and end date) */
SELECT
{%- for col in source.columns if not col.isSurrogateKey %}
{% if col.isSystemEndDate %}
DATEADD(MILLISECONDS, -1, CAST(CURRENT_TIMESTAMP AS TIMESTAMP))
{% elif col.isSystemCurrentFlag %}
'N'
{% else %}