Snowflake table last updated timestamp extractor

Signed-off-by: Alagappan Sethuraman <alagappan.als@gmail.com>
amundsen-io · Aug 27, 2020 · 5356e2a · 5356e2a
1 parent 063404f
commit 5356e2a
Show file tree

Hide file tree

Showing 3 changed files with 434 additions and 1 deletion.
diff --git a/README.md b/README.md
@@ -314,6 +314,27 @@ job = DefaultJob(
 job.launch()
 ```
 
+#### [SnowflakeTableLastUpdatedExtractor](https://github.com/amundsen-io/amundsendatabuilder/blob/master/databuilder/extractor/snowflake_table_last_updated_extractor.py "SnowflakeTableLastUpdatedExtractor")
+An extractor that table last updated timestamp from a Snowflake database.
+
+It uses same configs as the `SnowflakeMetadataExtractor` described above.
+
+The SQL query driving the extraction is defined [here](https://github.com/amundsen-io/amundsendatabuilder/blob/master/databuilder/extractor/snowflake_table_last_updated_extractor.py#L25)
+
+```python
+job_config = ConfigFactory.from_dict({
+	'extractor.snowflake_table_last_updated.{}'.format(SnowflakeTableLastUpdatedExtractor.SNOWFLAKE_DATABASE_KEY): 'YourDbName',
+	'extractor.snowflake_table_last_updated.{}'.format(SnowflakeTableLastUpdatedExtractor.WHERE_CLAUSE_SUFFIX_KEY): where_clause_suffix,
+    'extractor.snowflake_table_last_updated.{}'.format(SnowflakeTableLastUpdatedExtractor.USE_CATALOG_AS_CLUSTER_NAME): True,
+	'extractor.snowflake_table_last_updated.extractor.sqlalchemy.{}'.format(SQLAlchemyExtractor.CONN_STRING): connection_string()})
+job = DefaultJob(
+	conf=job_config,
+	task=DefaultTask(
+		extractor=SnowflakeTableLastUpdatedExtractor(),
+		loader=AnyLoader()))
+job.launch()
+```
+
 #### [BigQueryMetadataExtractor](https://github.com/amundsen-io/amundsendatabuilder/blob/master/databuilder/extractor/bigquery_metadata_extractor.py "BigQuery Metdata Extractor")
 An extractor that extracts table and column metadata including database, schema, table name, table description, column name and column description from a Bigquery database.
 

diff --git a/databuilder/extractor/snowflake_table_last_updated_extractor.py b/databuilder/extractor/snowflake_table_last_updated_extractor.py
@@ -1,2 +1,105 @@
 # Copyright Contributors to the Amundsen project.
-# SPDX-License-Identifier: Apache-2.0
+# SPDX-License-Identifier: Apache-2.0
+
+import logging
+
+from pyhocon import ConfigFactory, ConfigTree
+from typing import Iterator, Union
+
+from databuilder import Scoped
+from databuilder.extractor.base_extractor import Extractor
+from databuilder.extractor.sql_alchemy_extractor import SQLAlchemyExtractor
+from databuilder.models.table_last_updated import TableLastUpdated
+
+LOGGER = logging.getLogger(__name__)
+
+
+class SnowflakeTableLastUpdatedExtractor(Extractor):
+    """
+    Extracts Snowflake table last update time from INFORMATION_SCHEMA metadata tables using SQLAlchemyExtractor.
+    Requirements:
+        snowflake-connector-python
+        snowflake-sqlalchemy
+    """
+    # TODO: SELECT statement from snowflake information_schema to extract table last update time
+    SQL_STATEMENT = """
+        SELECT
+            lower({cluster_source}) AS cluster,
+            lower(t.table_schema) AS schema,
+            lower(t.table_name) AS table_name,
+            DATA_PART(EPOCH, t.last_altered) AS last_updated_time
+        FROM
+            {database}.INFORMATION_SCHEMA.TABLES t
+        {where_clause_suffix};
+        """
+
+    # CONFIG KEYS
+    WHERE_CLAUSE_SUFFIX_KEY = 'where_clause_suffix'
+    CLUSTER_KEY = 'cluster_key'
+    USE_CATALOG_AS_CLUSTER_NAME = 'use_catalog_as_cluster_name'
+    # Database Key, used to identify the database type in the UI.
+    DATABASE_KEY = 'database_key'
+    # Snowflake Database Key, used to determine which Snowflake database to connect to.
+    SNOWFLAKE_DATABASE_KEY = 'snowflake_database'
+
+    # Default values
+    DEFAULT_CLUSTER_NAME = 'master'
+
+    DEFAULT_CONFIG = ConfigFactory.from_dict(
+        {WHERE_CLAUSE_SUFFIX_KEY: ' ',
+         CLUSTER_KEY: DEFAULT_CLUSTER_NAME,
+         USE_CATALOG_AS_CLUSTER_NAME: True,
+         DATABASE_KEY: 'snowflake',
+         SNOWFLAKE_DATABASE_KEY: 'prod'}
+    )
+
+    def init(self, conf: ConfigTree) -> None:
+        conf = conf.with_fallback(SnowflakeTableLastUpdatedExtractor.DEFAULT_CONFIG)
+
+        if conf.get_bool(SnowflakeTableLastUpdatedExtractor.USE_CATALOG_AS_CLUSTER_NAME):
+            cluster_source = "t.table_catalog"
+        else:
+            cluster_source = "'{}'".format(conf.get_string(SnowflakeTableLastUpdatedExtractor.CLUSTER_KEY))
+
+        self._database = conf.get_string(SnowflakeTableLastUpdatedExtractor.DATABASE_KEY)
+        self._snowflake_database = conf.get_string(SnowflakeTableLastUpdatedExtractor.SNOWFLAKE_DATABASE_KEY)
+
+        self.sql_stmt = SnowflakeTableLastUpdatedExtractor.SQL_STATEMENT.format(
+            where_clause_suffix=conf.get_string(SnowflakeTableLastUpdatedExtractor.WHERE_CLAUSE_SUFFIX_KEY),
+            cluster_source=cluster_source,
+            database=self._snowflake_database
+        )
+
+        LOGGER.info('SQL for snowflake table last updated timestamp: {}'.format(self.sql_stmt))
+
+        # use an sql_alchemy_extractor to execute sql
+        self._alchemy_extractor = SQLAlchemyExtractor()
+        sql_alch_conf = Scoped.get_scoped_conf(conf, self._alchemy_extractor.get_scope()) \
+            .with_fallback(ConfigFactory.from_dict({SQLAlchemyExtractor.EXTRACT_SQL: self.sql_stmt}))
+
+        self._alchemy_extractor.init(sql_alch_conf)
+        self._extract_iter: Union[None, Iterator] = None
+
+    def extract(self) -> Union[TableLastUpdated, None]:
+        if not self._extract_iter:
+            self._extract_iter = self._get_extract_iter()
+        try:
+            return next(self._extract_iter)
+        except StopIteration:
+            return None
+
+    def get_scope(self) -> str:
+        return 'extractor.snowflake_table_last_updated'
+
+    def _get_extract_iter(self) -> Iterator[TableLastUpdated]:
+        """
+        Provides iterator of result row from SQLAlchemy extractor
+        """
+        tbl_last_updated_row = self._alchemy_extractor.extract()
+        while tbl_last_updated_row:
+            yield TableLastUpdated(table_name=tbl_last_updated_row['table_name'],
+                                   last_updated_time_epoch=tbl_last_updated_row['last_updated_time'],
+                                   schema=tbl_last_updated_row['schema'],
+                                   db=self._database,
+                                   cluster=tbl_last_updated_row['cluster'])
+            tbl_last_updated_row = self._alchemy_extractor.extract()