Snowflake

Snowflake Ingestion through the UI

The following video shows you how to ingest Snowflake metadata through the UI.

Read on if you are interested in ingesting Snowflake metadata using the datahub cli, or want to learn about all the configuration parameters that are supported by the connectors.

Module snowflake

Important Capabilities

Capability	Status	Notes
Asset Containers	✅	Enabled by default
Column-level Lineage	✅	Enabled by default, can be disabled via configuration include_column_lineage
Data Profiling	✅	Optionally enabled via configuration profiling.enabled
Dataset Usage	✅	Enabled by default, can be disabled via configuration `include_usage_stats
Descriptions	✅	Enabled by default
Detect Deleted Entities	✅	Optionally enabled via stateful_ingestion.remove_stale_metadata
Domains	✅	Supported via the domain config field
Extract Tags	✅	Optionally enabled via extract_tags
Platform Instance	✅	Enabled by default
Schema Metadata	✅	Enabled by default
Table-Level Lineage	✅	Enabled by default, can be disabled via configuration include_table_lineage and include_view_lineage

Prerequisites

In order to execute this source, your Snowflake user will need to have specific privileges granted to it for reading metadata from your warehouse.

Snowflake system admin can follow this guide to create a DataHub-specific role, assign it the required privileges, and assign it to a new DataHub user by executing the following Snowflake commands from a user with the ACCOUNTADMIN role or MANAGE GRANTS privilege.

create or replace role datahub_role;

// Grant access to a warehouse to run queries to view metadata
grant operate, usage on warehouse "<your-warehouse>" to role datahub_role;

// Grant access to view database and schema in which your tables/views exist
grant usage on DATABASE "<your-database>" to role datahub_role;
grant usage on all schemas in database "<your-database>" to role datahub_role;
grant usage on future schemas in database "<your-database>" to role datahub_role;

// If you are NOT using Snowflake Profiling or Classification feature: Grant references privileges to your tables and views
grant references on all tables in database "<your-database>" to role datahub_role;
grant references on future tables in database "<your-database>" to role datahub_role;
grant references on all external tables in database "<your-database>" to role datahub_role;
grant references on future external tables in database "<your-database>" to role datahub_role;
grant references on all views in database "<your-database>" to role datahub_role;
grant references on future views in database "<your-database>" to role datahub_role;

// If you ARE using Snowflake Profiling or Classification feature: Grant select privileges to your tables
grant select on all tables in database "<your-database>" to role datahub_role;
grant select on future tables in database "<your-database>" to role datahub_role;
grant select on all external tables in database "<your-database>" to role datahub_role;
grant select on future external tables in database "<your-database>" to role datahub_role;

// Create a new DataHub user and assign the DataHub role to it
create user datahub_user display_name = 'DataHub' password='' default_role = datahub_role default_warehouse = '<your-warehouse>';

// Grant the datahub_role to the new DataHub user.
grant role datahub_role to user datahub_user;

The details of each granted privilege can be viewed in snowflake docs. A summarization of each privilege, and why it is required for this connector:

• operate is required on warehouse to execute queries
• usage is required for us to run queries using the warehouse
• usage on database and schema are required because without it tables and views inside them are not accessible. If an admin does the required grants on table but misses the grants on schema or the database in which the table/view exists then we will not be able to get metadata for the table/view.
• If metadata is required only on some schemas then you can grant the usage privilieges only on a particular schema like

grant usage on schema "<your-database>"."<your-schema>" to role datahub_role;

This represents the bare minimum privileges required to extract databases, schemas, views, tables from Snowflake.

If you plan to enable extraction of table lineage, via the include_table_lineage config flag, extraction of usage statistics, via the include_usage_stats config, or extraction of tags (without lineage), via the extract_tags config, you'll also need to grant access to the Account Usage system tables, using which the DataHub source extracts information. This can be done by granting access to the snowflake database.

grant imported privileges on database snowflake to role datahub_role;

Caveats

• Some of the features are only available in the Snowflake Enterprise Edition. This doc has notes mentioning where this applies.
• The underlying Snowflake views that we use to get metadata have a latency of 45 minutes to 3 hours. So we would not be able to get very recent metadata in some cases like queries you ran within that time period etc.
• If there is any incident going on for Snowflake we will not be able to get the metadata until that incident is resolved.

CLI based Ingestion

Install the Plugin

pip install 'acryl-datahub[snowflake]'

Starter Recipe

Check out the following recipe to get started with ingestion! See below for full configuration options.

For general pointers on writing and running a recipe, see our main recipe guide.

source:
  type: snowflake
  config:
    # This option is recommended to be used to ingest all lineage
    ignore_start_time_lineage: true

    # Coordinates
    account_id: "abc48144"
    warehouse: "COMPUTE_WH"

    # Credentials
    username: "${SNOWFLAKE_USER}"
    password: "${SNOWFLAKE_PASS}"
    role: "datahub_role"

    # (Optional) Uncomment and update this section to filter ingested datasets 
    # database_pattern:
    #   allow:
    #     - "^ACCOUNTING_DB$"
    #     - "^MARKETING_DB$"

    profiling:
      # Change to false to disable profiling
      enabled: true
      # This option is recommended to reduce profiling time and costs.
      turn_off_expensive_profiling_metrics: true

    # (Optional) Uncomment and update this section to filter profiled tables
    # profile_pattern:
    #   allow:
    #   - "ACCOUNTING_DB.*.*"
    #   - "MARKETING_DB.*.*"

# Default sink is datahub-rest and doesn't need to be configured
# See https://datahubproject.io/docs/metadata-ingestion/sink_docs/datahub for customization options

Config Details

Options

Note that a . is used to denote nested fields in the YAML recipe.

View All Configuration Options

Field [Required]	Type	Description	Default	Notes
account_id	string	Snowflake account identifier. e.g. xy12345, xy12345.us-east-2.aws, xy12345.us-central1.gcp, xy12345.central-us.azure, xy12345.us-west-2.privatelink. Refer Account Identifiers for more details.	None
apply_view_usage_to_tables	boolean	Allow/deny patterns for views in snowflake dataset names.	None
authentication_type	string	The type of authenticator to use when connecting to Snowflake. Supports "DEFAULT_AUTHENTICATOR", "EXTERNAL_BROWSER_AUTHENTICATOR" and "KEY_PAIR_AUTHENTICATOR".	DEFAULT_AUTHENTICATOR
bucket_duration	Enum	Size of the time window to aggregate usage stats.	DAY
check_role_grants	boolean	Not supported	None
connect_args	object	Connect args to pass to Snowflake SqlAlchemy driver	None
convert_urns_to_lowercase	boolean		True
email_domain	string	Email domain of your organisation so users can be displayed on UI appropriately.	None
end_time	string(date-time)	Latest date of usage to consider. Default: Current time in UTC	None
extract_tags	Enum	Optional. Allowed values are without_lineage, with_lineage, and skip (default). without_lineage only extracts tags that have been applied directly to the given entity. with_lineage extracts both directly applied and propagated tags, but will be significantly slower. See the Snowflake documentation for information about tag lineage/propagation.	skip
format_sql_queries	boolean	Whether to format sql queries	None
host_port	string	DEPRECATED: Snowflake account. e.g. abc48144	None
ignore_start_time_lineage	boolean		None
include_column_lineage	boolean	If enabled, populates the column lineage. Supported only for snowflake table-to-table and view-to-table lineage edge (not supported in table-to-view or view-to-view lineage edge yet). Requires appropriate grants given to the role.	True
include_external_url	boolean	Whether to populate Snowsight url for Snowflake Objects	True
include_operational_stats	boolean	Whether to display operational stats.	True
include_read_operational_stats	boolean	Whether to report read operational stats. Experimental.	None
include_table_lineage	boolean	If enabled, populates the snowflake table-to-table and s3-to-snowflake table lineage. Requires appropriate grants given to the role and Snowflake Enterprise Edition or above.	True
include_table_location_lineage	boolean	If the source supports it, include table lineage to the underlying storage location.	True
include_tables	boolean	Whether tables should be ingested.	True
include_technical_schema	boolean	If enabled, populates the snowflake technical schema and descriptions.	True
include_top_n_queries	boolean	Whether to ingest the top_n_queries.	True
include_usage_stats	boolean	If enabled, populates the snowflake usage statistics. Requires appropriate grants given to the role.	True
include_view_lineage	boolean	If enabled, populates the snowflake view->table and table->view lineages (no view->view lineage yet). Requires appropriate grants given to the role, and include_table_lineage to be True. view->table lineage requires Snowflake Enterprise Edition or above.	True
include_views	boolean	Whether views should be ingested.	True
match_fully_qualified_names	boolean	Whether schema_pattern is matched against fully qualified schema name <catalog>.<schema>.	None
options	object	Any options specified here will be passed to SQLAlchemy's create_engine as kwargs. See https://docs.sqlalchemy.org/en/14/core/engines.html#sqlalchemy.create_engine for details.	None
password	string(password)	Snowflake password.	None
platform_instance	string	The instance of the platform that all assets produced by this recipe belong to	None
private_key	string	Private key in a form of '-----BEGIN PRIVATE KEY-----\nprivate-key\n-----END PRIVATE KEY-----\n' if using key pair authentication. Encrypted version of private key will be in a form of '-----BEGIN ENCRYPTED PRIVATE KEY-----\nencrypted-private-key\n-----END ECNCRYPTED PRIVATE KEY-----\n' See: https://docs.snowflake.com/en/user-guide/key-pair-auth.html	None
private_key_password	string(password)	Password for your private key. Required if using key pair authentication with encrypted private key.	None
private_key_path	string	The path to the private key if using key pair authentication. Ignored if private_key is set. See: https://docs.snowflake.com/en/user-guide/key-pair-auth.html	None
role	string	Snowflake role.	None
scheme	string		snowflake
start_time	string(date-time)	Earliest date of usage to consider. Default: Last full day in UTC (or hour, depending on bucket_duration)	None
store_last_profiling_timestamps	boolean	Enable storing last profile timestamp in store.	None
store_last_usage_extraction_timestamp	boolean	Enable checking last usage timestamp in store.	True
top_n_queries	integer	Number of top queries to save to each table.	10
upstream_lineage_in_report	boolean		None
username	string	Snowflake username.	None
warehouse	string	Snowflake warehouse.	None
env	string	The environment that all assets produced by this connector belong to	PROD
classification	ClassificationConfig	For details, refer Classification.	None
classification.enabled	boolean	Whether classification should be used to auto-detect glossary terms	None
classification.info_type_to_term	map(str,string)		None
classification.classifiers	array(object)		None
classification.classifiers.type [❓ (required if classifiers is set)]	string	The type of the classifier to use. For DataHub, use datahub	None
classification.classifiers.config	object	The configuration required for initializing the classifier. If not specified, uses defaults for classifer type.	None
classification.column_pattern	AllowDenyPattern	Regex patterns to filter columns for classification. This is used in combination with other patterns in parent config. Specify regex to match the column name in database.schema.table.column format.	{'allow': ['.*'], 'deny': [], 'ignoreCase': True}
classification.column_pattern.allow	array(string)		None
classification.column_pattern.deny	array(string)		None
classification.column_pattern.ignoreCase	boolean	Whether to ignore case sensitivity during pattern matching.	True
classification.table_pattern	AllowDenyPattern	Regex patterns to filter tables for classification. This is used in combination with other patterns in parent config. Specify regex to match the entire table name in database.schema.table format. e.g. to match all tables starting with customer in Customer database and public schema, use the regex 'Customer.public.customer.*'	{'allow': ['.*'], 'deny': [], 'ignoreCase': True}
classification.table_pattern.allow	array(string)		None
classification.table_pattern.deny	array(string)		None
classification.table_pattern.ignoreCase	boolean	Whether to ignore case sensitivity during pattern matching.	True
database_pattern	AllowDenyPattern		{'allow': ['.*'], 'deny': ['^UTIL_DB$', '^SNOWFLAKE$', '^SNOWFLAKE_SAMPLE_DATA$'], 'ignoreCase': True}
database_pattern.allow	array(string)		None
database_pattern.deny	array(string)		None
database_pattern.ignoreCase	boolean	Whether to ignore case sensitivity during pattern matching.	True
domain	map(str,AllowDenyPattern)	A class to store allow deny regexes	None
domain.key.allow	array(string)		None
domain.key.deny	array(string)		None
domain.key.ignoreCase	boolean	Whether to ignore case sensitivity during pattern matching.	True
oauth_config	OauthConfiguration	oauth configuration - https://docs.snowflake.com/en/user-guide/python-connector-example.html#connecting-with-oauth	None
oauth_config.authority_url	string	Authority url of your identity provider	None
oauth_config.client_id	string	client id of your registered application	None
oauth_config.client_secret	string	client secret of the application if use_certificate = false	None
oauth_config.encoded_oauth_private_key	string	base64 encoded private key content if use_certificate = true	None
oauth_config.encoded_oauth_public_key	string	base64 encoded certificate content if use_certificate = true	None
oauth_config.provider	string	Identity provider for oauth, e.g- microsoft	None
oauth_config.scopes	array(string)		None
oauth_config.use_certificate	boolean	Do you want to use certificate and private key to authenticate using oauth	None
profile_pattern	AllowDenyPattern	Regex patterns to filter tables (or specific columns) for profiling during ingestion. Note that only tables allowed by the table_pattern will be considered.	{'allow': ['.*'], 'deny': [], 'ignoreCase': True}
profile_pattern.allow	array(string)		None
profile_pattern.deny	array(string)		None
profile_pattern.ignoreCase	boolean	Whether to ignore case sensitivity during pattern matching.	True
provision_role	SnowflakeProvisionRoleConfig	Not supported	None
provision_role.admin_username [❓ (required if provision_role is set)]	string	The username to be used for provisioning of role.	None
provision_role.admin_password	string(password)	The password to be used for provisioning of role.	None
provision_role.admin_role	string	The Snowflake role of admin user used for provisioning of the role specified by role config. System admins can audit the open source code and decide to use a different role.	accountadmin
provision_role.drop_role_if_exists	boolean	Useful during testing to ensure you have a clean slate role. Not recommended for production use cases.	None
provision_role.dry_run	boolean	If provision_role is enabled, whether to dry run the sql commands for system admins to see what sql grant commands would be run without actually running the grant commands.	None
provision_role.enabled	boolean	Whether provisioning of Snowflake role (used for ingestion) is enabled or not.	None
provision_role.run_ingestion	boolean	If system admins wish to skip actual ingestion of metadata during testing of the provisioning of role.	None
schema_pattern	AllowDenyPattern	Regex patterns for schemas to filter in ingestion. Specify regex to only match the schema name. e.g. to match all tables in schema analytics, use the regex 'analytics'	{'allow': ['.*'], 'deny': [], 'ignoreCase': True}
schema_pattern.allow	array(string)		None
schema_pattern.deny	array(string)		None
schema_pattern.ignoreCase	boolean	Whether to ignore case sensitivity during pattern matching.	True
table_pattern	AllowDenyPattern	Regex patterns for tables to filter in ingestion. Specify regex to match the entire table name in database.schema.table format. e.g. to match all tables starting with customer in Customer database and public schema, use the regex 'Customer.public.customer.*'	{'allow': ['.*'], 'deny': [], 'ignoreCase': True}
table_pattern.allow	array(string)		None
table_pattern.deny	array(string)		None
table_pattern.ignoreCase	boolean	Whether to ignore case sensitivity during pattern matching.	True
tag_pattern	AllowDenyPattern	List of regex patterns for tags to include in ingestion. Only used if extract_tags is enabled.	{'allow': ['.*'], 'deny': [], 'ignoreCase': True}
tag_pattern.allow	array(string)		None
tag_pattern.deny	array(string)		None
tag_pattern.ignoreCase	boolean	Whether to ignore case sensitivity during pattern matching.	True
user_email_pattern	AllowDenyPattern	regex patterns for user emails to filter in usage.	{'allow': ['.*'], 'deny': [], 'ignoreCase': True}
user_email_pattern.allow	array(string)		None
user_email_pattern.deny	array(string)		None
user_email_pattern.ignoreCase	boolean	Whether to ignore case sensitivity during pattern matching.	True
view_pattern	AllowDenyPattern	Regex patterns for views to filter in ingestion. Note: Defaults to table_pattern if not specified. Specify regex to match the entire view name in database.schema.view format. e.g. to match all views starting with customer in Customer database and public schema, use the regex 'Customer.public.customer.*'	{'allow': ['.*'], 'deny': [], 'ignoreCase': True}
view_pattern.allow	array(string)		None
view_pattern.deny	array(string)		None
view_pattern.ignoreCase	boolean	Whether to ignore case sensitivity during pattern matching.	True
profiling	GEProfilingConfig		{'enabled': False, 'limit': None, 'offset': None, 'report_dropped_profiles': False, 'turn_off_expensive_profiling_metrics': False, 'profile_table_level_only': False, 'include_field_null_count': True, 'include_field_distinct_count': True, 'include_field_min_value': True, 'include_field_max_value': True, 'include_field_mean_value': True, 'include_field_median_value': True, 'include_field_stddev_value': True, 'include_field_quantiles': False, 'include_field_distinct_value_frequencies': False, 'include_field_histogram': False, 'include_field_sample_values': True, 'field_sample_values_limit': 20, 'max_number_of_fields_to_profile': None, 'profile_if_updated_since_days': None, 'profile_table_size_limit': 5, 'profile_table_row_limit': 5000000, 'profile_table_row_count_estimate_only': False, 'max_workers': 20, 'query_combiner_enabled': True, 'catch_exceptions': True, 'partition_profiling_enabled': True, 'partition_datetime': None}
profiling.catch_exceptions	boolean		True
profiling.enabled	boolean	Whether profiling should be done.	None
profiling.field_sample_values_limit	integer	Upper limit for number of sample values to collect for all columns.	20
profiling.include_field_distinct_count	boolean	Whether to profile for the number of distinct values for each column.	True
profiling.include_field_distinct_value_frequencies	boolean	Whether to profile for distinct value frequencies.	None
profiling.include_field_histogram	boolean	Whether to profile for the histogram for numeric fields.	None
profiling.include_field_max_value	boolean	Whether to profile for the max value of numeric columns.	True
profiling.include_field_mean_value	boolean	Whether to profile for the mean value of numeric columns.	True
profiling.include_field_median_value	boolean	Whether to profile for the median value of numeric columns.	True
profiling.include_field_min_value	boolean	Whether to profile for the min value of numeric columns.	True
profiling.include_field_null_count	boolean	Whether to profile for the number of nulls for each column.	True
profiling.include_field_quantiles	boolean	Whether to profile for the quantiles of numeric columns.	None
profiling.include_field_sample_values	boolean	Whether to profile for the sample values for all columns.	True
profiling.include_field_stddev_value	boolean	Whether to profile for the standard deviation of numeric columns.	True
profiling.limit	integer	Max number of documents to profile. By default, profiles all documents.	None
profiling.max_number_of_fields_to_profile	integer	A positive integer that specifies the maximum number of columns to profile for any table. None implies all columns. The cost of profiling goes up significantly as the number of columns to profile goes up.	None
profiling.max_workers	integer	Number of worker threads to use for profiling. Set to 1 to disable.	20
profiling.offset	integer	Offset in documents to profile. By default, uses no offset.	None
profiling.partition_datetime	string(date-time)	For partitioned datasets profile only the partition which matches the datetime or profile the latest one if not set. Only Bigquery supports this.	None
profiling.partition_profiling_enabled	boolean		True
profiling.profile_if_updated_since_days	number	Profile table only if it has been updated since these many number of days. If set to null, no constraint of last modified time for tables to profile. Supported only in snowflake and BigQuery.	None
profiling.profile_table_level_only	boolean	Whether to perform profiling at table-level only, or include column-level profiling as well.	None
profiling.profile_table_row_count_estimate_only	boolean	Use an approximate query for row count. This will be much faster but slightly less accurate. Only supported for Postgres.	None
profiling.profile_table_row_limit	integer	Profile tables only if their row count is less then specified count. If set to null, no limit on the row count of tables to profile. Supported only in snowflake and BigQuery	5000000
profiling.profile_table_size_limit	integer	Profile tables only if their size is less then specified GBs. If set to null, no limit on the size of tables to profile. Supported only in snowflake and BigQuery	5
profiling.query_combiner_enabled	boolean	This feature is still experimental and can be disabled if it causes issues. Reduces the total number of queries issued and speeds up profiling by dynamically combining SQL queries where possible.	True
profiling.report_dropped_profiles	boolean	Whether to report datasets or dataset columns which were not profiled. Set to True for debugging purposes.	None
profiling.turn_off_expensive_profiling_metrics	boolean	Whether to turn off expensive profiling or not. This turns off profiling for quantiles, distinct_value_frequencies, histogram & sample_values. This also limits maximum number of fields being profiled to 10.	None
stateful_ingestion	StatefulStaleMetadataRemovalConfig	Base specialized config for Stateful Ingestion with stale metadata removal capability.	None
stateful_ingestion.enabled	boolean	The type of the ingestion state provider registered with datahub.	None
stateful_ingestion.ignore_new_state	boolean	If set to True, ignores the current checkpoint state.	None
stateful_ingestion.ignore_old_state	boolean	If set to True, ignores the previous checkpoint state.	None
stateful_ingestion.remove_stale_metadata	boolean	Soft-deletes the entities present in the last successful run but missing in the current run with stateful_ingestion enabled.	True

Schema

The JSONSchema for this configuration is inlined below.

{
  "title": "SnowflakeV2Config",
  "description": "Base configuration class for stateful ingestion for source configs to inherit from.",
  "type": "object",
  "properties": {
    "store_last_profiling_timestamps": {
      "title": "Store Last Profiling Timestamps",
      "description": "Enable storing last profile timestamp in store.",
      "default": false,
      "type": "boolean"
    },
    "bucket_duration": {
      "description": "Size of the time window to aggregate usage stats.",
      "default": "DAY",
      "allOf": [
        {
          "$ref": "#/definitions/BucketDuration"
        }
      ]
    },
    "end_time": {
      "title": "End Time",
      "description": "Latest date of usage to consider. Default: Current time in UTC",
      "type": "string",
      "format": "date-time"
    },
    "start_time": {
      "title": "Start Time",
      "description": "Earliest date of usage to consider. Default: Last full day in UTC (or hour, depending on `bucket_duration`)",
      "type": "string",
      "format": "date-time"
    },
    "store_last_usage_extraction_timestamp": {
      "title": "Store Last Usage Extraction Timestamp",
      "description": "Enable checking last usage timestamp in store.",
      "default": true,
      "type": "boolean"
    },
    "top_n_queries": {
      "title": "Top N Queries",
      "description": "Number of top queries to save to each table.",
      "default": 10,
      "exclusiveMinimum": 0,
      "type": "integer"
    },
    "user_email_pattern": {
      "title": "User Email Pattern",
      "description": "regex patterns for user emails to filter in usage.",
      "default": {
        "allow": [
          ".*"
        ],
        "deny": [],
        "ignoreCase": true
      },
      "allOf": [
        {
          "$ref": "#/definitions/AllowDenyPattern"
        }
      ]
    },
    "include_operational_stats": {
      "title": "Include Operational Stats",
      "description": "Whether to display operational stats.",
      "default": true,
      "type": "boolean"
    },
    "include_read_operational_stats": {
      "title": "Include Read Operational Stats",
      "description": "Whether to report read operational stats. Experimental.",
      "default": false,
      "type": "boolean"
    },
    "format_sql_queries": {
      "title": "Format Sql Queries",
      "description": "Whether to format sql queries",
      "default": false,
      "type": "boolean"
    },
    "include_top_n_queries": {
      "title": "Include Top N Queries",
      "description": "Whether to ingest the top_n_queries.",
      "default": true,
      "type": "boolean"
    },
    "email_domain": {
      "title": "Email Domain",
      "description": "Email domain of your organisation so users can be displayed on UI appropriately.",
      "type": "string"
    },
    "apply_view_usage_to_tables": {
      "title": "Apply View Usage To Tables",
      "description": "Allow/deny patterns for views in snowflake dataset names.",
      "default": false,
      "type": "boolean"
    },
    "env": {
      "title": "Env",
      "description": "The environment that all assets produced by this connector belong to",
      "default": "PROD",
      "type": "string"
    },
    "platform_instance": {
      "title": "Platform Instance",
      "description": "The instance of the platform that all assets produced by this recipe belong to",
      "type": "string"
    },
    "stateful_ingestion": {
      "$ref": "#/definitions/StatefulStaleMetadataRemovalConfig"
    },
    "options": {
      "title": "Options",
      "description": "Any options specified here will be passed to SQLAlchemy's create_engine as kwargs. See https://docs.sqlalchemy.org/en/14/core/engines.html#sqlalchemy.create_engine for details.",
      "type": "object"
    },
    "schema_pattern": {
      "title": "Schema Pattern",
      "description": "Regex patterns for schemas to filter in ingestion. Specify regex to only match the schema name. e.g. to match all tables in schema analytics, use the regex 'analytics'",
      "default": {
        "allow": [
          ".*"
        ],
        "deny": [],
        "ignoreCase": true
      },
      "allOf": [
        {
          "$ref": "#/definitions/AllowDenyPattern"
        }
      ]
    },
    "table_pattern": {
      "title": "Table Pattern",
      "description": "Regex patterns for tables to filter in ingestion. Specify regex to match the entire table name in database.schema.table format. e.g. to match all tables starting with customer in Customer database and public schema, use the regex 'Customer.public.customer.*'",
      "default": {
        "allow": [
          ".*"
        ],
        "deny": [],
        "ignoreCase": true
      },
      "allOf": [
        {
          "$ref": "#/definitions/AllowDenyPattern"
        }
      ]
    },
    "view_pattern": {
      "title": "View Pattern",
      "description": "Regex patterns for views to filter in ingestion. Note: Defaults to table_pattern if not specified. Specify regex to match the entire view name in database.schema.view format. e.g. to match all views starting with customer in Customer database and public schema, use the regex 'Customer.public.customer.*'",
      "default": {
        "allow": [
          ".*"
        ],
        "deny": [],
        "ignoreCase": true
      },
      "allOf": [
        {
          "$ref": "#/definitions/AllowDenyPattern"
        }
      ]
    },
    "profile_pattern": {
      "title": "Profile Pattern",
      "description": "Regex patterns to filter tables (or specific columns) for profiling during ingestion. Note that only tables allowed by the `table_pattern` will be considered.",
      "default": {
        "allow": [
          ".*"
        ],
        "deny": [],
        "ignoreCase": true
      },
      "allOf": [
        {
          "$ref": "#/definitions/AllowDenyPattern"
        }
      ]
    },
    "domain": {
      "title": "Domain",
      "description": "Attach domains to databases, schemas or tables during ingestion using regex patterns. Domain key can be a guid like *urn:li:domain:ec428203-ce86-4db3-985d-5a8ee6df32ba* or a string like \"Marketing\".) If you provide strings, then datahub will attempt to resolve this name to a guid, and will error out if this fails. There can be multiple domain keys specified.",
      "default": {},
      "type": "object",
      "additionalProperties": {
        "$ref": "#/definitions/AllowDenyPattern"
      }
    },
    "include_views": {
      "title": "Include Views",
      "description": "Whether views should be ingested.",
      "default": true,
      "type": "boolean"
    },
    "include_tables": {
      "title": "Include Tables",
      "description": "Whether tables should be ingested.",
      "default": true,
      "type": "boolean"
    },
    "include_table_location_lineage": {
      "title": "Include Table Location Lineage",
      "description": "If the source supports it, include table lineage to the underlying storage location.",
      "default": true,
      "type": "boolean"
    },
    "profiling": {
      "title": "Profiling",
      "default": {
        "enabled": false,
        "limit": null,
        "offset": null,
        "report_dropped_profiles": false,
        "turn_off_expensive_profiling_metrics": false,
        "profile_table_level_only": false,
        "include_field_null_count": true,
        "include_field_distinct_count": true,
        "include_field_min_value": true,
        "include_field_max_value": true,
        "include_field_mean_value": true,
        "include_field_median_value": true,
        "include_field_stddev_value": true,
        "include_field_quantiles": false,
        "include_field_distinct_value_frequencies": false,
        "include_field_histogram": false,
        "include_field_sample_values": true,
        "field_sample_values_limit": 20,
        "max_number_of_fields_to_profile": null,
        "profile_if_updated_since_days": null,
        "profile_table_size_limit": 5,
        "profile_table_row_limit": 5000000,
        "profile_table_row_count_estimate_only": false,
        "max_workers": 20,
        "query_combiner_enabled": true,
        "catch_exceptions": true,
        "partition_profiling_enabled": true,
        "partition_datetime": null
      },
      "allOf": [
        {
          "$ref": "#/definitions/GEProfilingConfig"
        }
      ]
    },
    "scheme": {
      "title": "Scheme",
      "default": "snowflake",
      "type": "string"
    },
    "username": {
      "title": "Username",
      "description": "Snowflake username.",
      "type": "string"
    },
    "password": {
      "title": "Password",
      "description": "Snowflake password.",
      "type": "string",
      "writeOnly": true,
      "format": "password"
    },
    "private_key": {
      "title": "Private Key",
      "description": "Private key in a form of '-----BEGIN PRIVATE KEY-----\\nprivate-key\\n-----END PRIVATE KEY-----\\n' if using key pair authentication. Encrypted version of private key will be in a form of '-----BEGIN ENCRYPTED PRIVATE KEY-----\\nencrypted-private-key\\n-----END ECNCRYPTED PRIVATE KEY-----\\n' See: https://docs.snowflake.com/en/user-guide/key-pair-auth.html",
      "type": "string"
    },
    "private_key_path": {
      "title": "Private Key Path",
      "description": "The path to the private key if using key pair authentication. Ignored if `private_key` is set. See: https://docs.snowflake.com/en/user-guide/key-pair-auth.html",
      "type": "string"
    },
    "private_key_password": {
      "title": "Private Key Password",
      "description": "Password for your private key. Required if using key pair authentication with encrypted private key.",
      "type": "string",
      "writeOnly": true,
      "format": "password"
    },
    "oauth_config": {
      "title": "Oauth Config",
      "description": "oauth configuration - https://docs.snowflake.com/en/user-guide/python-connector-example.html#connecting-with-oauth",
      "allOf": [
        {
          "$ref": "#/definitions/OauthConfiguration"
        }
      ]
    },
    "authentication_type": {
      "title": "Authentication Type",
      "description": "The type of authenticator to use when connecting to Snowflake. Supports \"DEFAULT_AUTHENTICATOR\", \"EXTERNAL_BROWSER_AUTHENTICATOR\" and \"KEY_PAIR_AUTHENTICATOR\".",
      "default": "DEFAULT_AUTHENTICATOR",
      "type": "string"
    },
    "host_port": {
      "title": "Host Port",
      "description": "DEPRECATED: Snowflake account. e.g. abc48144",
      "type": "string"
    },
    "account_id": {
      "title": "Account Id",
      "description": "Snowflake account identifier. e.g. xy12345,  xy12345.us-east-2.aws, xy12345.us-central1.gcp, xy12345.central-us.azure, xy12345.us-west-2.privatelink. Refer [Account Identifiers](https://docs.snowflake.com/en/user-guide/admin-account-identifier.html#format-2-legacy-account-locator-in-a-region) for more details.",
      "type": "string"
    },
    "warehouse": {
      "title": "Warehouse",
      "description": "Snowflake warehouse.",
      "type": "string"
    },
    "role": {
      "title": "Role",
      "description": "Snowflake role.",
      "type": "string"
    },
    "include_table_lineage": {
      "title": "Include Table Lineage",
      "description": "If enabled, populates the snowflake table-to-table and s3-to-snowflake table lineage. Requires appropriate grants given to the role and Snowflake Enterprise Edition or above.",
      "default": true,
      "type": "boolean"
    },
    "include_view_lineage": {
      "title": "Include View Lineage",
      "description": "If enabled, populates the snowflake view->table and table->view lineages (no view->view lineage yet). Requires appropriate grants given to the role, and include_table_lineage to be True. view->table lineage requires Snowflake Enterprise Edition or above.",
      "default": true,
      "type": "boolean"
    },
    "connect_args": {
      "title": "Connect Args",
      "description": "Connect args to pass to Snowflake SqlAlchemy driver",
      "type": "object"
    },
    "check_role_grants": {
      "title": "Check Role Grants",
      "description": "Not supported",
      "default": false,
      "type": "boolean"
    },
    "database_pattern": {
      "title": "Database Pattern",
      "default": {
        "allow": [
          ".*"
        ],
        "deny": [
          "^UTIL_DB$",
          "^SNOWFLAKE$",
          "^SNOWFLAKE_SAMPLE_DATA$"
        ],
        "ignoreCase": true
      },
      "allOf": [
        {
          "$ref": "#/definitions/AllowDenyPattern"
        }
      ]
    },
    "provision_role": {
      "title": "Provision Role",
      "description": "Not supported",
      "allOf": [
        {
          "$ref": "#/definitions/SnowflakeProvisionRoleConfig"
        }
      ]
    },
    "ignore_start_time_lineage": {
      "title": "Ignore Start Time Lineage",
      "default": false,
      "type": "boolean"
    },
    "upstream_lineage_in_report": {
      "title": "Upstream Lineage In Report",
      "default": false,
      "type": "boolean"
    },
    "convert_urns_to_lowercase": {
      "title": "Convert Urns To Lowercase",
      "default": true,
      "type": "boolean"
    },
    "include_usage_stats": {
      "title": "Include Usage Stats",
      "description": "If enabled, populates the snowflake usage statistics. Requires appropriate grants given to the role.",
      "default": true,
      "type": "boolean"
    },
    "include_technical_schema": {
      "title": "Include Technical Schema",
      "description": "If enabled, populates the snowflake technical schema and descriptions.",
      "default": true,
      "type": "boolean"
    },
    "include_column_lineage": {
      "title": "Include Column Lineage",
      "description": "If enabled, populates the column lineage. Supported only for snowflake table-to-table and view-to-table lineage edge (not supported in table-to-view or view-to-view lineage edge yet). Requires appropriate grants given to the role.",
      "default": true,
      "type": "boolean"
    },
    "extract_tags": {
      "description": "Optional. Allowed values are `without_lineage`, `with_lineage`, and `skip` (default). `without_lineage` only extracts tags that have been applied directly to the given entity. `with_lineage` extracts both directly applied and propagated tags, but will be significantly slower. See the [Snowflake documentation](https://docs.snowflake.com/en/user-guide/object-tagging.html#tag-lineage) for information about tag lineage/propagation. ",
      "default": "skip",
      "allOf": [
        {
          "$ref": "#/definitions/TagOption"
        }
      ]
    },
    "classification": {
      "title": "Classification",
      "description": "For details, refer [Classification](../../../../metadata-ingestion/docs/dev_guides/classification.md).",
      "allOf": [
        {
          "$ref": "#/definitions/ClassificationConfig"
        }
      ]
    },
    "include_external_url": {
      "title": "Include External Url",
      "description": "Whether to populate Snowsight url for Snowflake Objects",
      "default": true,
      "type": "boolean"
    },
    "match_fully_qualified_names": {
      "title": "Match Fully Qualified Names",
      "description": "Whether `schema_pattern` is matched against fully qualified schema name `<catalog>.<schema>`.",
      "default": false,
      "type": "boolean"
    },
    "tag_pattern": {
      "title": "Tag Pattern",
      "description": "List of regex patterns for tags to include in ingestion. Only used if `extract_tags` is enabled.",
      "default": {
        "allow": [
          ".*"
        ],
        "deny": [],
        "ignoreCase": true
      },
      "allOf": [
        {
          "$ref": "#/definitions/AllowDenyPattern"
        }
      ]
    }
  },
  "additionalProperties": false,
  "definitions": {
    "BucketDuration": {
      "title": "BucketDuration",
      "description": "An enumeration.",
      "enum": [
        "DAY",
        "HOUR"
      ],
      "type": "string"
    },
    "AllowDenyPattern": {
      "title": "AllowDenyPattern",
      "description": "A class to store allow deny regexes",
      "type": "object",
      "properties": {
        "allow": {
          "title": "Allow",
          "description": "List of regex patterns to include in ingestion",
          "default": [
            ".*"
          ],
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "deny": {
          "title": "Deny",
          "description": "List of regex patterns to exclude from ingestion.",
          "default": [],
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "ignoreCase": {
          "title": "Ignorecase",
          "description": "Whether to ignore case sensitivity during pattern matching.",
          "default": true,
          "type": "boolean"
        }
      },
      "additionalProperties": false
    },
    "DynamicTypedStateProviderConfig": {
      "title": "DynamicTypedStateProviderConfig",
      "type": "object",
      "properties": {
        "type": {
          "title": "Type",
          "description": "The type of the state provider to use. For DataHub use `datahub`",
          "type": "string"
        },
        "config": {
          "title": "Config",
          "description": "The configuration required for initializing the state provider. Default: The datahub_api config if set at pipeline level. Otherwise, the default DatahubClientConfig. See the defaults (https://github.com/datahub-project/datahub/blob/master/metadata-ingestion/src/datahub/ingestion/graph/client.py#L19)."
        }
      },
      "required": [
        "type"
      ],
      "additionalProperties": false
    },
    "StatefulStaleMetadataRemovalConfig": {
      "title": "StatefulStaleMetadataRemovalConfig",
      "description": "Base specialized config for Stateful Ingestion with stale metadata removal capability.",
      "type": "object",
      "properties": {
        "enabled": {
          "title": "Enabled",
          "description": "The type of the ingestion state provider registered with datahub.",
          "default": false,
          "type": "boolean"
        },
        "ignore_old_state": {
          "title": "Ignore Old State",
          "description": "If set to True, ignores the previous checkpoint state.",
          "default": false,
          "type": "boolean"
        },
        "ignore_new_state": {
          "title": "Ignore New State",
          "description": "If set to True, ignores the current checkpoint state.",
          "default": false,
          "type": "boolean"
        },
        "remove_stale_metadata": {
          "title": "Remove Stale Metadata",
          "description": "Soft-deletes the entities present in the last successful run but missing in the current run with stateful_ingestion enabled.",
          "default": true,
          "type": "boolean"
        }
      },
      "additionalProperties": false
    },
    "GEProfilingConfig": {
      "title": "GEProfilingConfig",
      "type": "object",
      "properties": {
        "enabled": {
          "title": "Enabled",
          "description": "Whether profiling should be done.",
          "default": false,
          "type": "boolean"
        },
        "limit": {
          "title": "Limit",
          "description": "Max number of documents to profile. By default, profiles all documents.",
          "type": "integer"
        },
        "offset": {
          "title": "Offset",
          "description": "Offset in documents to profile. By default, uses no offset.",
          "type": "integer"
        },
        "report_dropped_profiles": {
          "title": "Report Dropped Profiles",
          "description": "Whether to report datasets or dataset columns which were not profiled. Set to `True` for debugging purposes.",
          "default": false,
          "type": "boolean"
        },
        "turn_off_expensive_profiling_metrics": {
          "title": "Turn Off Expensive Profiling Metrics",
          "description": "Whether to turn off expensive profiling or not. This turns off profiling for quantiles, distinct_value_frequencies, histogram & sample_values. This also limits maximum number of fields being profiled to 10.",
          "default": false,
          "type": "boolean"
        },
        "profile_table_level_only": {
          "title": "Profile Table Level Only",
          "description": "Whether to perform profiling at table-level only, or include column-level profiling as well.",
          "default": false,
          "type": "boolean"
        },
        "include_field_null_count": {
          "title": "Include Field Null Count",
          "description": "Whether to profile for the number of nulls for each column.",
          "default": true,
          "type": "boolean"
        },
        "include_field_distinct_count": {
          "title": "Include Field Distinct Count",
          "description": "Whether to profile for the number of distinct values for each column.",
          "default": true,
          "type": "boolean"
        },
        "include_field_min_value": {
          "title": "Include Field Min Value",
          "description": "Whether to profile for the min value of numeric columns.",
          "default": true,
          "type": "boolean"
        },
        "include_field_max_value": {
          "title": "Include Field Max Value",
          "description": "Whether to profile for the max value of numeric columns.",
          "default": true,
          "type": "boolean"
        },
        "include_field_mean_value": {
          "title": "Include Field Mean Value",
          "description": "Whether to profile for the mean value of numeric columns.",
          "default": true,
          "type": "boolean"
        },
        "include_field_median_value": {
          "title": "Include Field Median Value",
          "description": "Whether to profile for the median value of numeric columns.",
          "default": true,
          "type": "boolean"
        },
        "include_field_stddev_value": {
          "title": "Include Field Stddev Value",
          "description": "Whether to profile for the standard deviation of numeric columns.",
          "default": true,
          "type": "boolean"
        },
        "include_field_quantiles": {
          "title": "Include Field Quantiles",
          "description": "Whether to profile for the quantiles of numeric columns.",
          "default": false,
          "type": "boolean"
        },
        "include_field_distinct_value_frequencies": {
          "title": "Include Field Distinct Value Frequencies",
          "description": "Whether to profile for distinct value frequencies.",
          "default": false,
          "type": "boolean"
        },
        "include_field_histogram": {
          "title": "Include Field Histogram",
          "description": "Whether to profile for the histogram for numeric fields.",
          "default": false,
          "type": "boolean"
        },
        "include_field_sample_values": {
          "title": "Include Field Sample Values",
          "description": "Whether to profile for the sample values for all columns.",
          "default": true,
          "type": "boolean"
        },
        "field_sample_values_limit": {
          "title": "Field Sample Values Limit",
          "description": "Upper limit for number of sample values to collect for all columns.",
          "default": 20,
          "type": "integer"
        },
        "max_number_of_fields_to_profile": {
          "title": "Max Number Of Fields To Profile",
          "description": "A positive integer that specifies the maximum number of columns to profile for any table. `None` implies all columns. The cost of profiling goes up significantly as the number of columns to profile goes up.",
          "exclusiveMinimum": 0,
          "type": "integer"
        },
        "profile_if_updated_since_days": {
          "title": "Profile If Updated Since Days",
          "description": "Profile table only if it has been updated since these many number of days. If set to `null`, no constraint of last modified time for tables to profile. Supported only in `snowflake` and `BigQuery`.",
          "exclusiveMinimum": 0,
          "type": "number"
        },
        "profile_table_size_limit": {
          "title": "Profile Table Size Limit",
          "description": "Profile tables only if their size is less then specified GBs. If set to `null`, no limit on the size of tables to profile. Supported only in `snowflake` and `BigQuery`",
          "default": 5,
          "type": "integer"
        },
        "profile_table_row_limit": {
          "title": "Profile Table Row Limit",
          "description": "Profile tables only if their row count is less then specified count. If set to `null`, no limit on the row count of tables to profile. Supported only in `snowflake` and `BigQuery`",
          "default": 5000000,
          "type": "integer"
        },
        "profile_table_row_count_estimate_only": {
          "title": "Profile Table Row Count Estimate Only",
          "description": "Use an approximate query for row count. This will be much faster but slightly less accurate. Only supported for Postgres. ",
          "default": false,
          "type": "boolean"
        },
        "max_workers": {
          "title": "Max Workers",
          "description": "Number of worker threads to use for profiling. Set to 1 to disable.",
          "default": 20,
          "type": "integer"
        },
        "query_combiner_enabled": {
          "title": "Query Combiner Enabled",
          "description": "*This feature is still experimental and can be disabled if it causes issues.* Reduces the total number of queries issued and speeds up profiling by dynamically combining SQL queries where possible.",
          "default": true,
          "type": "boolean"
        },
        "catch_exceptions": {
          "title": "Catch Exceptions",
          "default": true,
          "type": "boolean"
        },
        "partition_profiling_enabled": {
          "title": "Partition Profiling Enabled",
          "default": true,
          "type": "boolean"
        },
        "partition_datetime": {
          "title": "Partition Datetime",
          "description": "For partitioned datasets profile only the partition which matches the datetime or profile the latest one if not set. Only Bigquery supports this.",
          "type": "string",
          "format": "date-time"
        }
      },
      "additionalProperties": false
    },
    "OauthConfiguration": {
      "title": "OauthConfiguration",
      "type": "object",
      "properties": {
        "provider": {
          "title": "Provider",
          "description": "Identity provider for oauth, e.g- microsoft",
          "type": "string"
        },
        "client_id": {
          "title": "Client Id",
          "description": "client id of your registered application",
          "type": "string"
        },
        "scopes": {
          "title": "Scopes",
          "description": "scopes required to connect to snowflake",
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "use_certificate": {
          "title": "Use Certificate",
          "description": "Do you want to use certificate and private key to authenticate using oauth",
          "default": false,
          "type": "boolean"
        },
        "client_secret": {
          "title": "Client Secret",
          "description": "client secret of the application if use_certificate = false",
          "type": "string"
        },
        "authority_url": {
          "title": "Authority Url",
          "description": "Authority url of your identity provider",
          "type": "string"
        },
        "encoded_oauth_public_key": {
          "title": "Encoded Oauth Public Key",
          "description": "base64 encoded certificate content if use_certificate = true",
          "type": "string"
        },
        "encoded_oauth_private_key": {
          "title": "Encoded Oauth Private Key",
          "description": "base64 encoded private key content if use_certificate = true",
          "type": "string"
        }
      },
      "additionalProperties": false
    },
    "SnowflakeProvisionRoleConfig": {
      "title": "SnowflakeProvisionRoleConfig",
      "type": "object",
      "properties": {
        "enabled": {
          "title": "Enabled",
          "description": "Whether provisioning of Snowflake role (used for ingestion) is enabled or not.",
          "default": false,
          "type": "boolean"
        },
        "dry_run": {
          "title": "Dry Run",
          "description": "If provision_role is enabled, whether to dry run the sql commands for system admins to see what sql grant commands would be run without actually running the grant commands.",
          "default": false,
          "type": "boolean"
        },
        "drop_role_if_exists": {
          "title": "Drop Role If Exists",
          "description": "Useful during testing to ensure you have a clean slate role. Not recommended for production use cases.",
          "default": false,
          "type": "boolean"
        },
        "run_ingestion": {
          "title": "Run Ingestion",
          "description": "If system admins wish to skip actual ingestion of metadata during testing of the provisioning of role.",
          "default": false,
          "type": "boolean"
        },
        "admin_role": {
          "title": "Admin Role",
          "description": "The Snowflake role of admin user used for provisioning of the role specified by role config. System admins can audit the open source code and decide to use a different role.",
          "default": "accountadmin",
          "type": "string"
        },
        "admin_username": {
          "title": "Admin Username",
          "description": "The username to be used for provisioning of role.",
          "type": "string"
        },
        "admin_password": {
          "title": "Admin Password",
          "description": "The password to be used for provisioning of role.",
          "type": "string",
          "writeOnly": true,
          "format": "password"
        }
      },
      "required": [
        "admin_username"
      ],
      "additionalProperties": false
    },
    "TagOption": {
      "title": "TagOption",
      "description": "An enumeration.",
      "enum": [
        "with_lineage",
        "without_lineage",
        "skip"
      ],
      "type": "string"
    },
    "DynamicTypedClassifierConfig": {
      "title": "DynamicTypedClassifierConfig",
      "type": "object",
      "properties": {
        "type": {
          "title": "Type",
          "description": "The type of the classifier to use. For DataHub,  use `datahub`",
          "type": "string"
        },
        "config": {
          "title": "Config",
          "description": "The configuration required for initializing the classifier. If not specified, uses defaults for classifer type."
        }
      },
      "required": [
        "type"
      ],
      "additionalProperties": false
    },
    "ClassificationConfig": {
      "title": "ClassificationConfig",
      "type": "object",
      "properties": {
        "enabled": {
          "title": "Enabled",
          "description": "Whether classification should be used to auto-detect glossary terms",
          "default": false,
          "type": "boolean"
        },
        "table_pattern": {
          "title": "Table Pattern",
          "description": "Regex patterns to filter tables for classification. This is used in combination with other patterns in parent config. Specify regex to match the entire table name in `database.schema.table` format. e.g. to match all tables starting with customer in Customer database and public schema, use the regex 'Customer.public.customer.*'",
          "default": {
            "allow": [
              ".*"
            ],
            "deny": [],
            "ignoreCase": true
          },
          "allOf": [
            {
              "$ref": "#/definitions/AllowDenyPattern"
            }
          ]
        },
        "column_pattern": {
          "title": "Column Pattern",
          "description": "Regex patterns to filter columns for classification. This is used in combination with other patterns in parent config. Specify regex to match the column name in `database.schema.table.column` format.",
          "default": {
            "allow": [
              ".*"
            ],
            "deny": [],
            "ignoreCase": true
          },
          "allOf": [
            {
              "$ref": "#/definitions/AllowDenyPattern"
            }
          ]
        },
        "info_type_to_term": {
          "title": "Info Type To Term",
          "description": "Optional mapping to provide glossary term identifier for info type",
          "default": {},
          "type": "object",
          "additionalProperties": {
            "type": "string"
          }
        },
        "classifiers": {
          "title": "Classifiers",
          "description": "Classifiers to use to auto-detect glossary terms. If more than one classifier, infotype predictions from the classifier defined later in sequence take precedance.",
          "default": [
            {
              "type": "datahub",
              "config": null
            }
          ],
          "type": "array",
          "items": {
            "$ref": "#/definitions/DynamicTypedClassifierConfig"
          }
        }
      },
      "additionalProperties": false
    }
  }
}

Code Coordinates

• Class Name: datahub.ingestion.source.snowflake.snowflake_v2.SnowflakeV2Source
• Browse on GitHub

Questions

If you've got any questions on configuring ingestion for Snowflake, feel free to ping us on our Slack