当只有 1 个实例时,Snowflake XML 解析不适​​用于嵌套结构

2024-02-22

我们在 Snowflake 中有一个名为“portfolio”的临时表,其中有一个名为“cdc_xml”的 Variant 列,用于存储 Snowpipe 通过 S3 加载的 XML 文档。

XML 看起来像:

<xyz>
<jmsTimestamp>1570068080385</jmsTimestamp>
<portfolio>
<id>1234</id>
<portfolioNumber>909</portfolioNumber>
<portfolioName>Hello World</portfolioName>
<master>
  <attribute fieldName="active" value="1" oldValue="0"/>
  <attribute fieldName="name" value="Hello Co" oldValue="Hello Company"/>
  <attribute fieldName="startDate" value="04/02/1988" oldValue="04/01/1988"/>
</master>
<characteristics>
  <characteristic fieldName="currency" value="JPY" oldValue="USD"/>
  <characteristic fieldName="duplicate" value="YES" oldValue="NO"/>
  <characteristic fieldName="clone" value="TRUE" oldValue="FALSE"/>
</characteristics>
</portfolio>
</xyz>

以下是 Snowflake 横向压平代码,用于解析 XML 以检索所有“@fieldName”和“@value”<master><attribute>级别以及所有“@fieldName”和“@value”<characteristics><characteristic>等级。所有这些数据都将作为名称/值对进行检索。

-- flatten the characteristics nested structure to get all characteristic nvps
select 'XYZ' as source_name,
       xmlget(xmlget(src1.cdc_xml, 'portfolio'), 'id'):"$"::string as source_portfolio_id,
       xmlget(xmlget(src1.cdc_xml, 'portfolio'), 'portfolioNumber'):"$"::string as portfolio_number,
       xmlget(xmlget(src1.cdc_xml, 'portfolio'), 'portfolioName'):"$"::string as name,
       get(flt1.value, '@fieldName')::string as field_name,
       nvl(decode(get(flt1.value, '@value')::string, '', null, get(flt1.value, '@value')::string), '\b') as field_value -- deletion CDC if new value is null or empty
  from staging.portfolio src1,
       lateral flatten(xmlget(xmlget(src1.cdc_xml, 'portfolio'), 'characteristics'):"$") flt1
 union
-- flatten the master nested structure to get all attribute nvps
select 'XYZ' as source_name,
       xmlget(xmlget(src2.cdc_xml, 'portfolio'), 'id'):"$"::string as source_portfolio_id,
       xmlget(xmlget(src2.cdc_xml, 'portfolio'), 'portfolioNumber'):"$"::string as portfolio_number,
       xmlget(xmlget(src2.cdc_xml, 'portfolio'), 'portfolioName'):"$"::string as name,
       get(flt2.value, '@fieldName')::string as field_name,
       nvl(decode(get(flt2.value, '@value')::string, '', null, get(flt2.value, '@value')::string), '\b') as field_value -- deletion CDC if new value is null or empty
  from staging.portfolio src2,
       lateral flatten(xmlget(xmlget(src2.cdc_xml, 'portfolio'), 'master'):"$") flt2

对于上面提供的示例来说它工作得很好。但是如果 XML 如下所示(只有 1 个嵌套实例<master><attribute>结构),该 1 个实例<master><attribute>无法解析,其“@fieldName”和“@value”均为 NULL(而不是“startDate”和“11/02/1988”)。

类似地,如果 XML 看起来像底部的 XML(只有 1 个嵌套实例)<characteristics><characteristic>结构),该 1 个实例<characteristics><characteristic>无法解析,其“@fieldName”和“@value”均为 NULL(而不是“clone”和“TRUE”)。

任何帮助表示赞赏。提前致谢!

<xyz>
<jmsTimestamp>1570068080300</jmsTimestamp>
<portfolio>
<id>9876</id>
<portfolioNumber>808</portfolioNumber>
<portfolioName>Another Example</portfolioName>
<master>
  <attribute fieldName="startDate" value="11/02/1988" oldValue="11/01/1988"/>
</master>
<characteristics>
  <characteristic fieldName="currency" value="JPY" oldValue="USD"/>
  <characteristic fieldName="duplicate" value="YES" oldValue="NO"/>
  <characteristic fieldName="clone" value="TRUE" oldValue="FALSE"/>
</characteristics>
</portfolio>
</xyz>

<xyz>
<jmsTimestamp>1570068080300</jmsTimestamp>
<portfolio>
<id>9876</id>
<portfolioNumber>808</portfolioNumber>
<portfolioName>Another Example</portfolioName>
<master>
  <attribute fieldName="active" value="0" oldValue="1"/>
  <attribute fieldName="name" value="Example Inc" oldValue="Example LLC"/>
  <attribute fieldName="startDate" value="11/02/1988" oldValue="11/01/1988"/>
</master>
<characteristics>
  <characteristic fieldName="clone" value="TRUE" oldValue="FALSE"/>
</characteristics>
</portfolio>
</xyz>


与 Simeon Pilgrim 刚刚提供的解决方案非常相似,您可以无条件地将每个元素列表转换为数组,以避免 FLATTEN 尝试将元素“分解”为其组件属性(这就是您所遇到的情况)。所以,这也可以工作:

select 'XYZ' as source_name,
       xmlget(xmlget(src1.cdc_xml, 'portfolio'), 'id'):"$"::string as source_portfolio_id,
       xmlget(xmlget(src1.cdc_xml, 'portfolio'), 'portfolioNumber'):"$"::string as portfolio_number,
       xmlget(xmlget(src1.cdc_xml, 'portfolio'), 'portfolioName'):"$"::string as name,
       get(flt1.value, '@fieldName')::string as field_name,
       nvl(decode(get(flt1.value, '@value')::string, '', null, get(flt1.value, '@value')::string), '\b') as field_value -- deletion CDC if new value is null or empty
  from staging.portfolio src1,
       lateral flatten(to_array(xmlget(xmlget(src1.cdc_xml, 'portfolio'), 'characteristics'):"$")) flt1
 union
-- flatten the master nested structure to get all attribute nvps
select 'XYZ' as source_name,
       xmlget(xmlget(src2.cdc_xml, 'portfolio'), 'id'):"$"::string as source_portfolio_id,
       xmlget(xmlget(src2.cdc_xml, 'portfolio'), 'portfolioNumber'):"$"::string as portfolio_number,
       xmlget(xmlget(src2.cdc_xml, 'portfolio'), 'portfolioName'):"$"::string as name,
       get(flt2.value, '@fieldName')::string as field_name,
       nvl(decode(get(flt2.value, '@value')::string, '', null, get(flt2.value, '@value')::string), '\b') as field_value -- deletion CDC if new value is null or empty
  from staging.portfolio src2,
       lateral flatten(to_array(xmlget(xmlget(src2.cdc_xml, 'portfolio'), 'master'):"$")) flt2```

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