Connect Soda to Snowflake
Last modified on 20-Nov-24
For Soda to run quality scans on your data, you must configure it to connect to your data source.
To learn how to set up Soda and configure it to connect to your data sources, see Get started.
Configuration
Private key authentication
Use a values file to store private key authenticaion values
Test the data source connection
Supported data types
Troubleshoot
Connection configuration reference
Install package: soda-snowflake
data_source my_datasource_name:
type: snowflake
host: localhost
port: 5432
username: ${SNOWFLAKE_USER}
password: ${SNOWFLAKE_PASSWORD}
account: ${SNOWFLAKE_ACCOUNT}
database: soda
warehouse: soda_wh
connection_timeout: 240
role: PUBLIC
client_session_keep_alive: true
authenticator: externalbrowser
session_params:
QUERY_TAG: soda-queries
QUOTED_IDENTIFIERS_IGNORE_CASE: false
schema: public
Property | Required | Notes |
---|---|---|
type | required | Identify the type of data source for Soda. |
host | optional | Provide host at which to connect to the data source. |
port | optional | Provide the port through which to connect to the data source. |
username | required | Consider using system variables to retrieve this value securely using, for example, ${SNOWFLAKE_USER} . |
password | required | Consider using system variables to retrieve this value securely using, for example, ${SNOWFLAKE_PASSWORD} . |
account | required | Provide the unique value that identifies your account. Consider using system variables to retrieve this value securely using, for example, ${SNOWFLAKE_ACCOUNT} . Note: Account sometimes needs to take the form of <account_identifier>.<region> . |
database | required | Provide an idenfier for your database. |
warehouse | required | Provide an identifier for the cluster of resources that is a Snowflake virtual warehouse. See Overview of Warehouses. |
connection_timeout | required | Set the timeout period in minutes for an inactive login session. |
role1 | optional | Specify a Snowflake role that has permission to access the database and schema of your data source. |
client_session_keep_alive | optional | Use this parameter to keep the session active, even with no user activity. Provide a boolean value: true or false |
authenticator2 | optional | Add an authenticator paramater with value externalbrowser to authenticate the connection to your Snowflake data source using any SAML 2.0-compliant identity provider (IdP) such as Okta or OneLogin. |
other params | optional | You can pass any other Snowflake paramters you wish by adding the key:value pairs to your Snowflake connection configuration. See Snowflake Python Connector API documentation for a list of passable parameters. |
QUERY_TAG | optional | See QUERY_TAG in Snowflake documentation. |
QUOTED_IDENTIFIERS_ IGNORE_CASE | optional | See QUOTED_IDENTIFIERS_IGNORE_CASE in Snowflake documentation. |
schema | required | Identify the schema in the data source in which your tables exist. |
1 Though optional, best practice dictates that you provide a value for role
. If you do not provide a role, and Snowflake has not assigned a Snowflake System-Defined Role to the user account, Snowflake may, confusingly, deny access to the data source.
2 Use this parameter when adding Snowflake connection configurations to a configuration.yml
file. However, if you are adding connection configuration details directly in Soda Cloud (connecting to your Snowflake data source via a Soda Agent) to authenticate using Okta, you must follow the instructions documented by Snowflake for Native SSO - Okta Only.
Private key authentication
You can use the private_key
and private_key_passphrase
parameters to specify for key pair authentication. In you configuration YML file, add the parameters as per the following example.
data_source snowflake:
type: snowflake
username: xxxyyyzzz
...
client_session_keep_alive: true
Authenticator: SNOWFLAKE_JWT
schema: TPCH_SF1
private_key_passphrase: "123xxx"
private_key: |
-----BEGIN ENCRYPTED PRIVATE KEY-----
-----END ENCRYPTED PRIVATE KEY-----
Use a values file to store private key authentication values
If you use a private key authentication with Snowflake and have deployed a Soda Agent, you can provide the required private key values in a values.yml
file when you deploy or redeploy the agent.
You can also use the values.yml
file to store other environment variables for the Soda Agent to use, such as SNOFLAKE_USER
, SNOWFLAKE_ACCOUNT
, SNOWFLAKE_PASSPHRASE
, etc.
- First, run the following command to create a local path to the Snowflake private key. Replace the
local path to the Snowflake private key
with your own value.kubectl create secret generic -n <soda-agent-namespace> snowflake-private-key --from-file=snowflake-private-key.pk8=<local path to the Snowflake private key>
- Then, add the following to the your
values.yml
file, adjusting the values to your own specific details.soda: scanlauncher: volumeMounts: - name: snowflake-private-key mountPath: /opt/soda/etc volumes: - name: snowflake-private-key secret: secretName: snowflake-private-key items: - key: snowflake-private-key.pk8 path: snowflake-private-key.pk8
- Adjust the
configuration.yml
file to include the new path in the connection details, as in the following example.data_source ltsnowflakecustomer: type: snowflake username: ${SNOWFLAKE_USER} password: password account: ${SNOWFLAKE_ACCOUNT} database: PUBLISH_DEV warehouse: ${SNOWFLAKE_WAREHOUSE} role: ${SNOWFLAKE_ROLE} client_session_keep_alive: true session_parameters: QUERY_TAG: soda-queries QUOTED_IDENTIFIERS_IGNORE_CASE: false schema: CUSTOMER private_key_passphrase: ${SNOWFLAKE_PASSPHRASE} private_key_path: /opt/soda/etc/snowflake-private-key.pk8
- Deploy, or redeploy, the agent for the changes to take effect.
Test the data source connection
To confirm that you have correctly configured the connection details for the data source(s) in your configuration YAML file, use the test-connection
command. If you wish, add a -V
option to the command to returns results in verbose mode in the CLI.
soda test-connection -d my_datasource -c configuration.yml -V
Supported data types
Category | Data type |
---|---|
text | CHAR, VARCHAR, CHARACTER, STRING, TEXT |
number | NUMBER, INT, INTEGER, BIGINT, SMALLINT, TINYINT, BYTEINT, FLOAT, FLOAT4, FLOAT8, DOUBLE, DOUBLE PRECISION, REAL |
time | DATE, DATETIME, TIME, TIMESTAMP, TIMESTAMPT_LTZ, TIMESTAMP_NTZ, TIMESTAMP_TZ |
Troubleshoot
Problem: When testing the connection to your Snowflake data source, Snowflake returns an error message about using the use database
command.
Solution: Use the role
parameter to specify a Snowflake role that has permission to access the database
and schema
of your data source.
Though optional, best practice dictates that you provide a value for role
. If you do not provide a role, and Snowflake has not assigned a Snowflake System-Defined Role to the user account, Snowflake may, confusingly, deny access to the data source.
Problem: When Soda attempts to connect to your Snowflake data source, it produces a connectivity error that includes something like RunteimError: Command failed with exit code 2: ..... ocsp_response_validation_cash.lock
.
Solution: Use Snowflake’s troubleshooting guide to triage OCSP-related connectivity issues.
Problem: You have defined a Group By check and the scan that executes the check yields an error.
Solution: Be aware that, by default, Snowflake returns columns names in uppercase. Therefore, when defining a Group By check, you must specify the custom name of the check in uppercase as in the following example.
checks for VOLUME:
- group by:
group_limit: 50
query: |
SELECT TRADER, count(*) as trader_row_count
FROM TRADEVOLUME
WHERE TRADE_DATE = '2023-01-01'
GROUP BY TRADER
fields:
- TRADER
checks:
- TRADER_ROW_COUNT > 40:
name: Trader row count
Problem: While attempting to connect Soda to a Snowflake data source using proxy parameters, you encounter an error that reads something similar to Could not connect to data source "name_db": 250001 (08001): Failed to connect to DB: mydb.eu-west-1.snowflakecomputing.com:443. Incoming request with IP/Token xx.xxx.xx.xxx is not allowed to access Snowflake.
data_source: my_data_source
type: snowflake
...
session_param:
QUERY_TAG: soda-test
QUOTED_IDENTIFIERS_IGNORE_CASE: false
proxy_http: http://a-proxy-o-dd-dddd-net:8000
proxy_https: https://a-proxy-o-dd-dddd-net:8000
Solution: When connecting to a Snowflake data source by proxyy, be sure to set the new proxy environment variables from the command-line using export statements, as in the following example.
export HTTP_PROXY=http://a-proxy-o-dd-dddd-net:8000
export HTTPS_PROXY=https://a-proxy-o-dd-dddd-net:8000
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Documentation always applies to the latest version of Soda products
Last modified on 20-Nov-24