Fix #3118: Allowing multiple databases for snowflake (#3464)

ingestion/src/metadata/ingestion/source/snowflake.py

@@ -10,7 +10,7 @@
 #  limitations under the License.
 import logging
 import os
-from typing import Optional
+from typing import Iterable, Optional
 
 from cryptography.hazmat.backends import default_backend
 from cryptography.hazmat.primitives import serialization
@@ -18,16 +18,21 @@ from cryptography.hazmat.primitives.asymmetric import dsa, rsa
 from snowflake.sqlalchemy.custom_types import VARIANT
 from snowflake.sqlalchemy.snowdialect import SnowflakeDialect, ischema_names
 from sqlalchemy.engine import reflection
+from sqlalchemy.engine.reflection import Inspector
+from sqlalchemy.inspection import inspect
 from sqlalchemy.sql import text
 
+from metadata.generated.schema.entity.data.database import Database
 from metadata.generated.schema.entity.data.table import TableData
 from metadata.generated.schema.entity.services.databaseService import (
     DatabaseServiceType,
 )
+from metadata.generated.schema.type.entityReference import EntityReference
 from metadata.ingestion.ometa.openmetadata_rest import MetadataServerConfig
 from metadata.ingestion.source.sql_source import SQLSource
 from metadata.ingestion.source.sql_source_common import SQLConnectionConfig
 from metadata.utils.column_type_parser import create_sqlalchemy_type
+from metadata.utils.engines import get_engine
 
 GEOGRAPHY = create_sqlalchemy_type("GEOGRAPHY")
 ischema_names["VARIANT"] = VARIANT
@@ -39,8 +44,8 @@ logger: logging.Logger = logging.getLogger(__name__)
 class SnowflakeConfig(SQLConnectionConfig):
     scheme = "snowflake"
     account: str
-    database: str
-    warehouse: str
+    database: Optional[str]
+    warehouse: Optional[str]
     result_limit: int = 1000
     role: Optional[str]
     duration: Optional[int]
@@ -76,6 +81,31 @@ class SnowflakeSource(SQLSource):
             config.connect_args["private_key"] = pkb
         super().__init__(config, metadata_config, ctx)
 
+    def get_databases(self) -> Iterable[Inspector]:
+        if self.config.database != None:
+            yield from super().get_databases()
+        else:
+            query = "SHOW DATABASES"
+            results = self.connection.execute(query)
+            for res in results:
+
+                row = list(res)
+                use_db_query = f"USE DATABASE {row[1]}"
+                self.connection.execute(use_db_query)
+                logger.info(f"Ingesting from database: {row[1]}")
+                self.config.database = row[1]
+                self.engine = get_engine(self.config)
+                yield inspect(self.engine)
+
+    def get_table_fqn(self, service_name, schema, table_name) -> str:
+        return f"{service_name}.{self.config.database}_{schema}.{table_name}"
+
+    def _get_database(self, schema: str) -> Database:
+        return Database(
+            name=self.config.database + "_" + schema.replace(".", "_DOT_"),
+            service=EntityReference(id=self.service.id, type=self.config.service_type),
+        )
+
     def fetch_sample_data(self, schema: str, table: str) -> Optional[TableData]:
         resp_sample_data = super().fetch_sample_data(schema, table)
         if not resp_sample_data:
@@ -116,4 +146,10 @@ def _get_table_comment(self, connection, table_name, schema=None, **kw):
     return cursor.fetchone()  # pylint: disable=protected-access
 
 
+@reflection.cache
+def get_unique_constraints(self, connection, table_name, schema=None, **kw):
+    return []
+
+
 SnowflakeDialect._get_table_comment = _get_table_comment
+SnowflakeDialect.get_unique_constraints = get_unique_constraints

ingestion/src/metadata/ingestion/source/sql_source.py

@@ -196,23 +196,29 @@ class SQLSource(Source[OMetaDatabaseAndTable]):
             logger.error(f"Failed to generate sample data for {table} - {err}")
         return None
 
-    def next_record(self) -> Iterable[Entity]:
-        inspector = inspect(self.engine)
-        schema_names = inspector.get_schema_names()
+    def get_databases(self) -> Iterable[Inspector]:
+        yield inspect(self.engine)
 
-        for schema in schema_names:
-            # clear any previous source database state
-            self.database_source_state.clear()
-            if not self.sql_config.schema_filter_pattern.included(schema):
-                self.status.filter(schema, "Schema pattern not allowed")
-                continue
-            if self.config.include_tables:
-                yield from self.fetch_tables(inspector, schema)
-            if self.config.include_views:
-                yield from self.fetch_views(inspector, schema)
-            if self.config.mark_deleted_tables_as_deleted:
-                schema_fqdn = f"{self.config.service_name}.{schema}"
-                yield from self.delete_tables(schema_fqdn)
+    def get_table_fqn(self, service_name, schema, table_name) -> str:
+        return f"{service_name}.{schema}.{table_name}"
+
+    def next_record(self) -> Iterable[Entity]:
+        inspectors = self.get_databases()
+        for inspector in inspectors:
+            schema_names = inspector.get_schema_names()
+            for schema in schema_names:
+                # clear any previous source database state
+                self.database_source_state.clear()
+                if not self.sql_config.schema_filter_pattern.included(schema):
+                    self.status.filter(schema, "Schema pattern not allowed")
+                    continue
+                if self.config.include_tables:
+                    yield from self.fetch_tables(inspector, schema)
+                if self.config.include_views:
+                    yield from self.fetch_views(inspector, schema)
+                if self.config.mark_deleted_tables_as_deleted:
+                    schema_fqdn = f"{self.config.service_name}.{schema}"
+                    yield from self.delete_tables(schema_fqdn)
 
     def fetch_tables(
         self, inspector: Inspector, schema: str
@@ -240,7 +246,7 @@ class SQLSource(Source[OMetaDatabaseAndTable]):
                     )
                     continue
                 description = _get_table_description(schema, table_name, inspector)
-                fqn = f"{self.config.service_name}.{schema}.{table_name}"
+                fqn = self.get_table_fqn(self.config.service_name, schema, table_name)
                 self.database_source_state.add(fqn)
                 self.table_constraints = None
                 table_columns = self._get_columns(schema, table_name, inspector)
@@ -322,7 +328,7 @@ class SQLSource(Source[OMetaDatabaseAndTable]):
                     )
                 except NotImplementedError:
                     view_definition = ""
-                fqn = f"{self.config.service_name}.{schema}.{view_name}"
+                fqn = self.get_table_fqn(self.config.service_name, schema, view_name)
                 self.database_source_state.add(fqn)
                 table = Table(
                     id=uuid.uuid4(),
@@ -425,7 +431,9 @@ class SQLSource(Source[OMetaDatabaseAndTable]):
                 try:
                     _, database, table = node.split(".", 2)
                     table = table.replace(".", "_DOT_")
-                    table_fqn = f"{self.config.service_name}.{database}.{table}"
+                    table_fqn = self.get_table_fqn(
+                        self.config.service_name, database, table
+                    )
                     upstream_nodes.append(table_fqn)
                 except Exception as err:  # pylint: disable=broad-except
                     logger.error(