Copilot commented on code in PR #44627:
URL: https://github.com/apache/superset/pull/44627#discussion_r4101366677


##########
superset/db_engine_specs/databricks.py:
##########
@@ -246,6 +248,17 @@ class DatabricksBaseEngineSpec(BaseEngineSpec):
     identifier_quote_start: str = "`"
     identifier_quote_end: str = "`"
 
+    # Databricks SQL documents native MEDIAN/STDDEV_SAMP/VAR_SAMP aggregate
+    # functions (docs.databricks.com/aws/en/sql/language-manual/functions/
+    # {median,stddev_samp,var_samp}), confirmed against that reference, not a
+    # live Databricks instance. All three are plain function calls, same
+    # spelling as Postgres/DuckDB, so no dialect-specific rewriting is needed.
+    _extended_aggregations: dict[str, Callable[[ColumnElement], 
ColumnElement]] = {
+        "MEDIAN": sa.func.median,
+        "STDDEV_SAMP": sa.func.stddev_samp,
+        "VAR_SAMP": sa.func.var_samp,
+    }

Review Comment:
   The base-class contract requires every `_extended_aggregations` entry to be 
verified against real engine behavior, explicitly because matching syntax does 
not establish correct semantics. These Databricks entries are enabled solely 
from vendor documentation, so they bypass that invariant; either perform live 
verification before opting in or make the verification policy change explicit 
and update the negative tests/documentation consistently.



##########
docs/src/components/databases/DatabasePage.tsx:
##########
@@ -492,6 +492,30 @@ const DatabasePage: React.FC<DatabasePageProps> = ({ 
database, name }) => {
     );
   };
 
+  // Render extended aggregate function support (MEDIAN/STDDEV_SAMP/VAR_SAMP)
+  const renderExtendedAggregations = () => {
+    const aggregations = database.extended_aggregations;
+    if (!aggregations || Object.keys(aggregations).length === 0) return null;

Review Comment:
   This panel reads `database.extended_aggregations`, but the checked-in 
`docs/src/data/databases.json` entries for Databricks and Snowflake contain no 
such field, so the panel is absent from the published docs. The generator's AST 
fallback also does not extract `_extended_aggregations`; add this field to the 
fallback/committed data (or otherwise make generation preserve it) before 
relying on this UI.



##########
superset/db_engine_specs/snowflake.py:
##########
@@ -142,10 +143,19 @@ class SnowflakeEngineSpec(PostgresBaseEngineSpec):
     force_column_alias_quotes = True
     max_column_name_length = 256
 
-    # `PostgresBaseEngineSpec._extended_aggregations` 
(MEDIAN/STDDEV_SAMP/VAR_SAMP)
-    # is verified against real Postgres behavior, not Snowflake's; disable it 
here
-    # until someone confirms the same expressions against a live Snowflake 
instance.
-    _extended_aggregations: dict[str, Callable[[ColumnElement], 
ColumnElement]] = {}
+    # Snowflake documents native MEDIAN/STDDEV_SAMP/VAR_SAMP aggregate 
functions
+    # 
(docs.snowflake.com/en/sql-reference/functions/{median,stddev_samp,var_samp}),
+    # confirmed against that reference, not a live Snowflake instance. 
STDDEV_SAMP/
+    # VAR_SAMP are plain function calls, same spelling as inherited from
+    # `PostgresBaseEngineSpec`, so those are reused directly. MEDIAN is 
overridden:
+    # Snowflake's own `MEDIAN(x)` is a plain function call, unlike Postgres's
+    # `percentile_cont(0.5) WITHIN GROUP (ORDER BY x)` (Postgres has no native
+    # MEDIAN), so there is no reason to compile the more complex inherited 
form.
+    _extended_aggregations: dict[str, Callable[[ColumnElement], 
ColumnElement]] = {
+        "MEDIAN": sa.func.median,
+        "STDDEV_SAMP": 
PostgresBaseEngineSpec._extended_aggregations["STDDEV_SAMP"],
+        "VAR_SAMP": PostgresBaseEngineSpec._extended_aggregations["VAR_SAMP"],

Review Comment:
   The base-class contract requires every `_extended_aggregations` entry to be 
verified against real engine behavior, explicitly because matching syntax does 
not establish correct semantics. This map is enabled solely from Snowflake 
documentation, so it bypasses that invariant; either perform live verification 
before opting in or make the verification policy change explicit and update the 
negative tests/documentation consistently.



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