New Deployment for Wed Nov 20 23:49:51 UTC 2024

sdf-labs · Nov 20, 2024 · 3e87cc4 · 3e87cc4
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diff --git a/docs/guide/advanced/logging.mdx b/docs/guide/advanced/logging.mdx
diff --git a/docs/guide/data-quality/checks.mdx b/docs/guide/data-quality/checks.mdx
@@ -36,7 +36,7 @@ Let's write and modify a check, starting with one of the sdf samples.
 &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
 &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;📚&nbsp;Read&nbsp;the&nbsp;Docs&nbsp;to&nbsp;Get&nbsp;Started&nbsp;&#45;&gt;&nbsp;https://docs.sdf.com/
 &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
-&nbsp;&nbsp;&nbsp;Finished&nbsp;new&nbsp;in&nbsp;0.222&nbsp;secs
+&nbsp;&nbsp;&nbsp;Finished&nbsp;new&nbsp;in&nbsp;0.210&nbsp;secs
 
 </code>
 </pre>
@@ -78,7 +78,7 @@ Working&nbsp;set&nbsp;1&nbsp;model&nbsp;file,&nbsp;1&nbsp;.sdf&nbsp;file
 &nbsp;&nbsp;Compiling&nbsp;hello.pub.main&nbsp;(./models/main.sql)
 Working&nbsp;set&nbsp;1&nbsp;check&nbsp;file,&nbsp;1&nbsp;.sdf&nbsp;file
 &nbsp;&nbsp;&nbsp;Checking&nbsp;hello.pub.code_check&nbsp;(./checks/code_check.sql)
-&nbsp;&nbsp;&nbsp;Finished&nbsp;1&nbsp;model&nbsp;[1&nbsp;succeeded],&nbsp;1&nbsp;check&nbsp;[1&nbsp;passed]&nbsp;in&nbsp;1.261&nbsp;secs
+&nbsp;&nbsp;&nbsp;Finished&nbsp;1&nbsp;model&nbsp;[1&nbsp;succeeded],&nbsp;1&nbsp;check&nbsp;[1&nbsp;passed]&nbsp;in&nbsp;1.240&nbsp;secs
 [Pass]&nbsp;Check&nbsp;hello.pub.code_check
 
 </code>
@@ -122,7 +122,7 @@ Working&nbsp;set&nbsp;1&nbsp;model&nbsp;file,&nbsp;1&nbsp;.sdf&nbsp;file
 &nbsp;&nbsp;Compiling&nbsp;hello.pub.main&nbsp;(./models/main.sql)
 Working&nbsp;set&nbsp;1&nbsp;check&nbsp;file,&nbsp;1&nbsp;.sdf&nbsp;file
 &nbsp;&nbsp;&nbsp;Checking&nbsp;hello.pub.code_check&nbsp;(./checks/code_check.sql)
-&nbsp;&nbsp;&nbsp;Finished&nbsp;1&nbsp;model&nbsp;[1&nbsp;succeeded],&nbsp;1&nbsp;check&nbsp;[1&nbsp;failed]&nbsp;in&nbsp;1.269&nbsp;secs,&nbsp;for&nbsp;details&nbsp;see&nbsp;below.
+&nbsp;&nbsp;&nbsp;Finished&nbsp;1&nbsp;model&nbsp;[1&nbsp;succeeded],&nbsp;1&nbsp;check&nbsp;[1&nbsp;failed]&nbsp;in&nbsp;1.262&nbsp;secs,&nbsp;for&nbsp;details&nbsp;see&nbsp;below.
 
 [Fail]&nbsp;Check&nbsp;hello.pub.code_check
 ┌────────────┬─────────────┬─────────────┐
@@ -133,7 +133,7 @@ Working&nbsp;set&nbsp;1&nbsp;check&nbsp;file,&nbsp;1&nbsp;.sdf&nbsp;file
 1&nbsp;rows.
 
 &#45;&#45;&#45;&#45;&#45;&#45;&#45;
-Summary&nbsp;1&nbsp;model&nbsp;[1&nbsp;succeeded],&nbsp;1&nbsp;check&nbsp;[1&nbsp;failed]&nbsp;in&nbsp;1.269&nbsp;secs.
+Summary&nbsp;1&nbsp;model&nbsp;[1&nbsp;succeeded],&nbsp;1&nbsp;check&nbsp;[1&nbsp;failed]&nbsp;in&nbsp;1.262&nbsp;secs.
 &#45;&#45;&#45;&#45;&#45;&#45;&#45;
 
 </code>
@@ -195,7 +195,7 @@ Working&nbsp;set&nbsp;2&nbsp;model&nbsp;files,&nbsp;1&nbsp;.sdf&nbsp;file
 &nbsp;&nbsp;Compiling&nbsp;hello.pub.sink&nbsp;(./models/sink.sql)
 Working&nbsp;set&nbsp;1&nbsp;check&nbsp;file,&nbsp;1&nbsp;.sdf&nbsp;file
 &nbsp;&nbsp;&nbsp;Checking&nbsp;hello.pub.code_check&nbsp;(./checks/code_check.sql)
-&nbsp;&nbsp;&nbsp;Finished&nbsp;2&nbsp;models&nbsp;[2&nbsp;succeeded],&nbsp;1&nbsp;check&nbsp;[1&nbsp;passed]&nbsp;in&nbsp;1.236&nbsp;secs
+&nbsp;&nbsp;&nbsp;Finished&nbsp;2&nbsp;models&nbsp;[2&nbsp;succeeded],&nbsp;1&nbsp;check&nbsp;[1&nbsp;passed]&nbsp;in&nbsp;1.254&nbsp;secs
 [Pass]&nbsp;Check&nbsp;hello.pub.code_check
 
 </code>

diff --git a/docs/guide/data-quality/reports.mdx b/docs/guide/data-quality/reports.mdx
@@ -50,7 +50,7 @@ Let's write and modify a report, starting with one of the sdf samples.
 &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
 &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;📚&nbsp;Read&nbsp;the&nbsp;Docs&nbsp;to&nbsp;Get&nbsp;Started&nbsp;&#45;&gt;&nbsp;https://docs.sdf.com/
 &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
-&nbsp;&nbsp;&nbsp;Finished&nbsp;new&nbsp;in&nbsp;0.223&nbsp;secs
+&nbsp;&nbsp;&nbsp;Finished&nbsp;new&nbsp;in&nbsp;0.204&nbsp;secs
 
 </code>
 </pre>
@@ -111,30 +111,30 @@ Let's write and modify a report, starting with one of the sdf samples.
 <pre style={{ fontFamily: 'monospace', backgroundColor: 'transparent' }} className='language-shell'>
 <code className='language-shell'>
 Working&nbsp;set&nbsp;12&nbsp;model&nbsp;files,&nbsp;3&nbsp;.sdf&nbsp;files
-&nbsp;&nbsp;Compiling&nbsp;payment.public.organizations&nbsp;(./ddls/payment/public/organizations.sql)
 &nbsp;&nbsp;Compiling&nbsp;payment.public.invoices&nbsp;(./ddls/payment/public/invoices.sql)
 &nbsp;&nbsp;Compiling&nbsp;payment.public.users&nbsp;(./ddls/payment/public/users.sql)
-&nbsp;&nbsp;Compiling&nbsp;transformations.external.invoice_stats&nbsp;(./models/external/invoice_stats.sql)
+&nbsp;&nbsp;Compiling&nbsp;payment.public.organizations&nbsp;(./ddls/payment/public/organizations.sql)
 &nbsp;&nbsp;Compiling&nbsp;transformations.internal.mau_per_org&nbsp;(./models/internal/mau_per_org.sql)
+&nbsp;&nbsp;Compiling&nbsp;transformations.internal.users_per_org&nbsp;(./models/internal/users_per_org.sql)
+&nbsp;&nbsp;Compiling&nbsp;transformations.external.invoice_stats&nbsp;(./models/external/invoice_stats.sql)
 &nbsp;&nbsp;Compiling&nbsp;transformations.external.org_invoice_stats&nbsp;(./models/external/org_invoice_stats.sql)
 &nbsp;&nbsp;Compiling&nbsp;transformations.internal.users_per_domain&nbsp;(./models/internal/users_per_domain.sql)
 &nbsp;&nbsp;Compiling&nbsp;transformations.internal.avg_invoice_amt&nbsp;(./models/internal/avg_invoice_amt.sql)
 &nbsp;&nbsp;Compiling&nbsp;transformations.internal.invoice_payment_delay&nbsp;(./models/internal/invoice_payment_delay.sql)
 &nbsp;&nbsp;Compiling&nbsp;transformations.internal.most_frequent_payer&nbsp;(./models/internal/most_frequent_payer.sql)
-&nbsp;&nbsp;Compiling&nbsp;transformations.internal.users_per_org&nbsp;(./models/internal/users_per_org.sql)
 &nbsp;&nbsp;Compiling&nbsp;transformations.internal.total_revenue_per_org&nbsp;(./models/internal/total_revenue_per_org.sql)
 Working&nbsp;set&nbsp;1&nbsp;report&nbsp;file,&nbsp;1&nbsp;.sdf&nbsp;file
 &nbsp;&nbsp;Reporting&nbsp;sdf.reports.tables_with_pii&nbsp;(./reports/tables_with_pii.sql)
-&nbsp;&nbsp;&nbsp;Finished&nbsp;12&nbsp;models&nbsp;[12&nbsp;succeeded],&nbsp;1&nbsp;report&nbsp;[1&nbsp;succeeded]&nbsp;in&nbsp;1.800&nbsp;secs
+&nbsp;&nbsp;&nbsp;Finished&nbsp;12&nbsp;models&nbsp;[12&nbsp;succeeded],&nbsp;1&nbsp;report&nbsp;[1&nbsp;succeeded]&nbsp;in&nbsp;1.783&nbsp;secs
 
 Report&nbsp;sdf.reports.tables_with_pii
 ┌──────────────────────────────────────────────┬─────────────────────────┬───────────┐
 │&nbsp;table_id&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;description&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;dialect&nbsp;&nbsp;&nbsp;│
 ╞══════════════════════════════════════════════╪═════════════════════════╪═══════════╡
 │&nbsp;TRANSFORMATIONS.INTERNAL.MOST_FREQUENT_PAYER&nbsp;┆&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;snowflake&nbsp;│
+│&nbsp;payment.public.USERS&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;DDL&nbsp;for&nbsp;the&nbsp;users&nbsp;table&nbsp;┆&nbsp;snowflake&nbsp;│
 │&nbsp;TRANSFORMATIONS.INTERNAL.USERS_PER_DOMAIN&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;snowflake&nbsp;│
 │&nbsp;TRANSFORMATIONS.EXTERNAL.INVOICE_STATS&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;snowflake&nbsp;│
-│&nbsp;payment.public.USERS&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;DDL&nbsp;for&nbsp;the&nbsp;users&nbsp;table&nbsp;┆&nbsp;snowflake&nbsp;│
 └──────────────────────────────────────────────┴─────────────────────────┴───────────┘
 4&nbsp;rows.
 
@@ -167,7 +167,7 @@ Report&nbsp;sdf.reports.tables_with_pii
 Working&nbsp;set&nbsp;12&nbsp;model&nbsp;files,&nbsp;3&nbsp;.sdf&nbsp;files
 Working&nbsp;set&nbsp;1&nbsp;report&nbsp;file,&nbsp;1&nbsp;.sdf&nbsp;file
 &nbsp;&nbsp;Reporting&nbsp;sdf.reports.tables_with_pii&nbsp;(./reports/tables_with_pii.sql)
-&nbsp;&nbsp;&nbsp;Finished&nbsp;12&nbsp;models&nbsp;[12&nbsp;reused],&nbsp;1&nbsp;report&nbsp;[1&nbsp;succeeded]&nbsp;in&nbsp;1.605&nbsp;secs
+&nbsp;&nbsp;&nbsp;Finished&nbsp;12&nbsp;models&nbsp;[12&nbsp;reused],&nbsp;1&nbsp;report&nbsp;[1&nbsp;succeeded]&nbsp;in&nbsp;1.562&nbsp;secs
 
 Report&nbsp;sdf.reports.tables_with_pii
 ┌──────────────────────────────────────────────┬──────────────┬─────────────────────────┬───────────┐
@@ -177,9 +177,9 @@ Report&nbsp;sdf.reports.tables_with_pii
 │&nbsp;TRANSFORMATIONS.INTERNAL.MOST_FREQUENT_PAYER&nbsp;┆&nbsp;EMAIL&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;snowflake&nbsp;│
 │&nbsp;TRANSFORMATIONS.INTERNAL.USERS_PER_DOMAIN&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;EMAIL_DOMAIN&nbsp;┆&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;snowflake&nbsp;│
 │&nbsp;TRANSFORMATIONS.EXTERNAL.INVOICE_STATS&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;NAME&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;snowflake&nbsp;│
-│&nbsp;TRANSFORMATIONS.EXTERNAL.INVOICE_STATS&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;EMAIL&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;snowflake&nbsp;│
 │&nbsp;payment.public.USERS&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;EMAIL&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;DDL&nbsp;for&nbsp;the&nbsp;users&nbsp;table&nbsp;┆&nbsp;snowflake&nbsp;│
 │&nbsp;payment.public.USERS&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;PHONE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;DDL&nbsp;for&nbsp;the&nbsp;users&nbsp;table&nbsp;┆&nbsp;snowflake&nbsp;│
+│&nbsp;TRANSFORMATIONS.EXTERNAL.INVOICE_STATS&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;EMAIL&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;snowflake&nbsp;│
 └──────────────────────────────────────────────┴──────────────┴─────────────────────────┴───────────┘
 7&nbsp;rows.
 
@@ -208,15 +208,15 @@ Report&nbsp;sdf.reports.tables_with_pii
 Working&nbsp;set&nbsp;12&nbsp;model&nbsp;files,&nbsp;3&nbsp;.sdf&nbsp;files
 Working&nbsp;set&nbsp;2&nbsp;report&nbsp;files,&nbsp;1&nbsp;.sdf&nbsp;file
 &nbsp;&nbsp;Reporting&nbsp;sdf.reports.pii_datatypes&nbsp;(./reports/pii_datatypes.sql)
-&nbsp;&nbsp;&nbsp;Finished&nbsp;12&nbsp;models&nbsp;[12&nbsp;reused],&nbsp;2&nbsp;reports&nbsp;[1&nbsp;succeeded,&nbsp;1&nbsp;reused]&nbsp;in&nbsp;1.552&nbsp;secs
+&nbsp;&nbsp;&nbsp;Finished&nbsp;12&nbsp;models&nbsp;[12&nbsp;reused],&nbsp;2&nbsp;reports&nbsp;[1&nbsp;succeeded,&nbsp;1&nbsp;reused]&nbsp;in&nbsp;1.568&nbsp;secs
 
 Report&nbsp;sdf.reports.tables_with_pii
 ┌──────────────────────────────────────────────┬──────────────┬─────────────────────────┬───────────┐
 │&nbsp;table_id&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;column_name&nbsp;&nbsp;┆&nbsp;description&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;dialect&nbsp;&nbsp;&nbsp;│
 ╞══════════════════════════════════════════════╪══════════════╪═════════════════════════╪═══════════╡
-│&nbsp;TRANSFORMATIONS.EXTERNAL.INVOICE_STATS&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;EMAIL&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;snowflake&nbsp;│
 │&nbsp;payment.public.USERS&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;EMAIL&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;DDL&nbsp;for&nbsp;the&nbsp;users&nbsp;table&nbsp;┆&nbsp;snowflake&nbsp;│
 │&nbsp;payment.public.USERS&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;PHONE&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;DDL&nbsp;for&nbsp;the&nbsp;users&nbsp;table&nbsp;┆&nbsp;snowflake&nbsp;│
+│&nbsp;TRANSFORMATIONS.EXTERNAL.INVOICE_STATS&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;EMAIL&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;snowflake&nbsp;│
 │&nbsp;payment.public.USERS&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;NAME&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;DDL&nbsp;for&nbsp;the&nbsp;users&nbsp;table&nbsp;┆&nbsp;snowflake&nbsp;│
 │&nbsp;TRANSFORMATIONS.INTERNAL.MOST_FREQUENT_PAYER&nbsp;┆&nbsp;EMAIL&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;snowflake&nbsp;│
 │&nbsp;TRANSFORMATIONS.INTERNAL.USERS_PER_DOMAIN&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;EMAIL_DOMAIN&nbsp;┆&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;┆&nbsp;snowflake&nbsp;│

diff --git a/docs/guide/data-quality/tests.mdx b/docs/guide/data-quality/tests.mdx
@@ -26,7 +26,7 @@ When `sdf test` runs this query, it will check if any data is returned and fail
 Working&nbsp;set&nbsp;1&nbsp;model&nbsp;file,&nbsp;1&nbsp;test&nbsp;file,&nbsp;1&nbsp;.sdf&nbsp;file
 &nbsp;&nbsp;&nbsp;&nbsp;Running&nbsp;hello.pub.main&nbsp;(./models/main.sql)
 &nbsp;&nbsp;&nbsp;&nbsp;Testing&nbsp;hello.pub.test_main&nbsp;(./sdftarget/dbg/tests/hello/pub/test_main.sql)
-&nbsp;&nbsp;&nbsp;Finished&nbsp;1&nbsp;model&nbsp;[1&nbsp;succeeded],&nbsp;1&nbsp;test&nbsp;[1&nbsp;passed]&nbsp;in&nbsp;0.748&nbsp;secs
+&nbsp;&nbsp;&nbsp;Finished&nbsp;1&nbsp;model&nbsp;[1&nbsp;succeeded],&nbsp;1&nbsp;test&nbsp;[1&nbsp;passed]&nbsp;in&nbsp;0.754&nbsp;secs
 [Pass]&nbsp;Test&nbsp;hello.pub.test_main
 
 </code>
@@ -180,7 +180,7 @@ table:
 Working&nbsp;set&nbsp;1&nbsp;model&nbsp;file,&nbsp;1&nbsp;test&nbsp;file,&nbsp;2&nbsp;.sdf&nbsp;files
 &nbsp;&nbsp;&nbsp;&nbsp;Running&nbsp;tests_workspace.pub.raw_inapp_events&nbsp;(./models/raw_inapp_events.sql)
 &nbsp;&nbsp;&nbsp;&nbsp;Testing&nbsp;tests_workspace.pub.test_raw_inapp_events&nbsp;(./sdftarget/dbg/tests/tests_workspace/pub/test_raw_inapp_events.sql)
-&nbsp;&nbsp;&nbsp;Finished&nbsp;1&nbsp;model&nbsp;[1&nbsp;succeeded],&nbsp;1&nbsp;test&nbsp;[1&nbsp;passed]&nbsp;in&nbsp;0.768&nbsp;secs
+&nbsp;&nbsp;&nbsp;Finished&nbsp;1&nbsp;model&nbsp;[1&nbsp;succeeded],&nbsp;1&nbsp;test&nbsp;[1&nbsp;passed]&nbsp;in&nbsp;0.757&nbsp;secs
 [Pass]&nbsp;Test&nbsp;tests_workspace.pub.test_raw_inapp_events
 
 </code>
@@ -347,7 +347,7 @@ to run custom testing macros.
 <pre style={{ fontFamily: 'monospace', backgroundColor: 'transparent' }} className='language-error'>
 <code className='language-error'>
 &nbsp;&nbsp;&nbsp;&nbsp;Cleaned&nbsp;sdftarget
-&nbsp;&nbsp;&nbsp;Finished&nbsp;clean&nbsp;in&nbsp;0.224&nbsp;secs
+&nbsp;&nbsp;&nbsp;Finished&nbsp;clean&nbsp;in&nbsp;0.215&nbsp;secs
 .
 ├──&nbsp;custom_tests
 ├──&nbsp;models
@@ -431,7 +431,7 @@ to run custom testing macros.
 Working&nbsp;set&nbsp;1&nbsp;model&nbsp;file,&nbsp;1&nbsp;test&nbsp;file,&nbsp;2&nbsp;.sdf&nbsp;files
 &nbsp;&nbsp;&nbsp;&nbsp;Running&nbsp;tests_workspace.pub.raw_inapp_events&nbsp;(./models/raw_inapp_events.sql)
 &nbsp;&nbsp;&nbsp;&nbsp;Testing&nbsp;tests_workspace.pub.test_raw_inapp_events&nbsp;(./sdftarget/dbg/tests/tests_workspace/pub/test_raw_inapp_events.sql)
-&nbsp;&nbsp;&nbsp;Finished&nbsp;1&nbsp;model&nbsp;[1&nbsp;succeeded],&nbsp;1&nbsp;test&nbsp;[1&nbsp;passed]&nbsp;in&nbsp;0.759&nbsp;secs
+&nbsp;&nbsp;&nbsp;Finished&nbsp;1&nbsp;model&nbsp;[1&nbsp;succeeded],&nbsp;1&nbsp;test&nbsp;[1&nbsp;passed]&nbsp;in&nbsp;0.754&nbsp;secs
 [Pass]&nbsp;Test&nbsp;tests_workspace.pub.test_raw_inapp_events
 
 </code>

diff --git a/docs/guide/setup/io.mdx b/docs/guide/setup/io.mdx
@@ -93,7 +93,7 @@ Let's try these options. Start by creating a new SDF workspace with a sample pro
 &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
 &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;📚&nbsp;Read&nbsp;the&nbsp;Docs&nbsp;to&nbsp;Get&nbsp;Started&nbsp;&#45;&gt;&nbsp;https://docs.sdf.com/
 &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
-&nbsp;&nbsp;&nbsp;Finished&nbsp;new&nbsp;in&nbsp;0.210&nbsp;secs
+&nbsp;&nbsp;&nbsp;Finished&nbsp;new&nbsp;in&nbsp;0.213&nbsp;secs
 
 </code>
 </pre>
@@ -124,7 +124,7 @@ Working&nbsp;set&nbsp;4&nbsp;model&nbsp;files,&nbsp;1&nbsp;.sdf&nbsp;file
 &nbsp;&nbsp;Compiling&nbsp;lineage.pub.middle&nbsp;(./models/middle.sql)
 &nbsp;&nbsp;Compiling&nbsp;lineage.pub.knis&nbsp;(./models/knis.sql)
 &nbsp;&nbsp;Compiling&nbsp;lineage.pub.sink&nbsp;(./models/sink.sql)
-&nbsp;&nbsp;&nbsp;Finished&nbsp;4&nbsp;models&nbsp;[4&nbsp;succeeded]&nbsp;in&nbsp;0.742&nbsp;secs
+&nbsp;&nbsp;&nbsp;Finished&nbsp;4&nbsp;models&nbsp;[4&nbsp;succeeded]&nbsp;in&nbsp;0.740&nbsp;secs
 
 </code>
 </pre>