Run a scan and view results

Run a scan for a no-code check

✖️ Requires Soda Core Scientific ✖️ Requires Soda Core ✖️ Requires Soda Library + Soda Cloud ✔️ Requires Soda Agent + Soda Cloud

If you wish to run a scan immediately to see the scan results for a no-code check, you can execute an ad hoc scan for a single check.

1. As a user with the permission to do so, navigate to the dataset associated with the no-code check you wish to execute.

2. In the table of checks, locate the check you wish to execute and click the stacked dots, then select Execute Check. Alternatively, click the check and in the check's page, click Execute. You can only execute an individual check if it was first created as a no-code check, as indicated by the cloud icon in the Origin column of the table of checks.

3. Soda executes only your check.

You can also run an ad hoc scan to execute all checks associated with a scan definition.

1. In Soda Cloud, navigate to Scans.

2. In the list of scan definitions, click the one that is associated with the checks you wish to execute.

3. In the scan definition page, click Run Scan to immediately execute all checks that use this scan definition.

Run a scan in an agreement

✖️ Requires Soda Core Scientific ✖️ Requires Soda Core ✖️ Requires Soda Library + Soda Cloud ✔️ Requires Soda Agent + Soda Cloud

If you wish to run a scan immediately to see the scan results for the checks you included in your agreement, you can run an ad hoc scan from the scan definition.

1. As a user with the permission to do so in your Soda Cloud account, navigate to Scans.

2. In the list of scan definitions, click the one that is associated with your agreement. If you don’t know which scan definition your agreement uses, navigate to Agreements, select your agreement, then find the name of the scan definition in the upper-left tile.

3. In the scan definition page, click Run Scan to immediately execute all agreements and checks that use this scan definition.

Run a scan from the command-line

✖️ Requires Soda Core Scientific ✔️ Supported in Soda Core ✔️ Supported in Soda Library + Soda Cloud ✖️ Requires Soda Agent + Soda Cloud

Each scan requires the following as input:

• the name of the data source that contains the dataset you wish to scan, identified using the -d option

• a configuration.yml file, which contains details about how Soda Library can connect to your data source, identified using the -c option

• a checks.yml file which contains the checks you write using SodaCL

Scan command:

soda scan -d postgres_retail -c configuration.yml checks.yml

Note that you can use the -c option to include multiple configuration YAML files in one scan execution. Include the filepath of each YAML file if you stored them in a directory other than the one in which you installed Soda Library.

soda scan -d postgres_retail -c other-directory/configuration.yml other-directory/checks.yml

You can also include multiple checks YAML files in one scan execution. Use multiple checks YAML files to execute different sets of checks during a single scan.

soda scan -d postgres_retail -c configuration.yml checks_stats1.yml checks_stats2.yml

Use the soda soda scan --help command to review options you can include to customize the scan. See also: Add scan options.

Input scan-time variables

✖️ Requires Soda Core Scientific ✔️ Supported in Soda Core ✔️ Supported in Soda Library + Soda Cloud ✖️ Requires Soda Agent + Soda Cloud

There are several ways you can use variables in checks, filters, and in your data source configuration to pass values at scan time; a few examples follow.

Refer to the comprehensive Filters and variables documentation for details.

# Dataset filter with variables
filter CUSTOMERS [daily]:
  where: TIMESTAMP '${ts_start}' <= "ts" AND "ts" < TIMESTAMP '${ts_end}'

checks for CUSTOMERS [daily]:
  - row_count = 6
  - missing(cat) = 2

# In-check variable
checks for ${DATASET}:
  - invalid_count(last_name) = 0:
      valid length: 10

To provide a variable at scan time, as with dynamic dataset filters or with in-check values, add a -v option to the scan command and specify the key:value pair for the variable, as in the following example.

soda scan -d aws_postgres_retail -c configuration.yml -v TODAY=2022-03-31 checks.yml

If you wish, you can provide the value more than one variable at scan time, as in the following example.

soda scan -d aws_postgres_retail duplicate_count_filter.yml -c configuration.yml -v date=2022-07-25 -v name='rowcount check'

Prevent pushing scan results to Soda Cloud

If you wish, you can execute a scan using the Soda Library CLI and avoid sending any scan results to Soda Cloud. This is useful if, for example, you are testing checks locally and do not wish to muddy the measurements in your Soda Cloud account with test run metadata.

To do so, add a --local option to your scan command in the CLI, as in the following example.

soda scan -d aws_postgres_retail -c configuration.yml checks.yml --local

Configure the same scan to run in multiple environments

When you want to run a scan that executes the same checks on different environments or schemas, such as development, production, and staging, you must apply the following configurations to ensure that Soda Cloud does not incomprehensibly merge the checks results from scans of multiple environments.

1. In your configuration.yml file, provide separate connection configurations for each environment, as in the following example.

data_source nyc_dev:
  type: postgres
  host: host
  port: '5432'
  username: ${POSTGRES_USER}
  password: ${POSTGRES_PASSWORD}
  database: postgres
  schema: staging
data_source nyc_prod:
  type: postgres
  host: host
  port: '5432'
  username: ${POSTGRES_USER}
  password: ${POSTGRES_PASSWORD}
  database: postgres
  schema: public

1. Provide a scan definition name at scan time using the -s option. The scan definition helps Soda Cloud to distinguish different scan contexts and therefore plays a crucial role when the checks.yml file names and the checks themselves are the same.

# for NYC data source for dev
soda scan -d nyc_dev -c configuration.yml -s nyc_a checks.yml
# for NYC data source for prod
soda scan -d nyc_prod -c configuration.yml -s nyc_b checks.yml

See also: Troubleshoot missing check results

See also: Add a check identity

Add scan options

When you run a scan in Soda Library, you can specify some options that modify the scan actions or output. Add one or more of the following options to a soda scan command.

Troubleshoot

Problem: When you run a scan, you get an error that reads, Exception while exporting Span batch.

Solution: Without an internet connection, Soda Library is unable to communicate with soda.connect.io to transmit anonymous usage statistics about the software. If you are using Soda Library offline, you can resolve the issue by setting send_anonymous_usage_stats: false in your configuration.yml file. Refer to Soda Library usage statistics for further details.

Problem: Check results to be missing in Soda Cloud.

Solution: Because Soda Library pushes scan results to Soda Cloud, you may not want to change the scan definition name with each scan. Soda Cloud uses the scan definition name to correlate subsequent scan results, thus retaining a historical record of the measurements over time. Sometimes, changing the name is useful, like when you wish to Configure a single scan to run in multiple environments. Be aware, however, that if you change the scan definition name with each scan for the same environment, Soda Cloud recognizes each set of scan results as independent from previous scan results, thereby making it appear as though it records a new, separate check result with each scan and archives or "disappears" previous results. See also: Missing check results in Soda Cloud

Problem: In a Windows environment, you see an error that reads [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (ssl_c:997).

Solution: Use pip install pip-system-certs to potentially resolve the issue. This install works to resolve the issue only on Windows machines where the Ops team installs all the certificates needed through Group Policy Objects, or similar.

Run a basic programmatic scan using Python

✖️ Requires Soda Core Scientific ✔️ Supported in Soda Core ✔️ Supported in Soda Library + Soda Cloud ✖️ Requires Soda Agent + Soda Cloud

Based on a set of conditions or a specific event schedule, you can programmatically invoke Soda Library to automatically scan a data source. For example, you may wish to scan your data at several points along your data pipeline, perhaps when new data enters a data source, after it is transformed, and before it is exported to another data source.

Refer to Soda Library Python API reference for more information.

• You can save Soda Library scan results anywhere in your system; the scan_result object contains all the scan result information. To import Soda Library in Python so you can utilize the Scan() object, install a Soda Library package, then use from soda.scan import Scan.

• If you provide a name for the scan definition to identify inline checks in a programmatic scan as independent of other inline checks in a different programmatic scan or pipeline, be sure to set a unique scan definition name for each programmatic scan. Using the same scan definition name in multiple programmatic scans results in confused check results in Soda Cloud.

• If you wish to collect samples of failed rows when a check fails, you can employ a custom sampler; see Configure a failed row sampler.

• Be sure to include any variables in your programmatic scan before the check YAML files. Soda requires the variable input for any variables defined in the check YAML files.

from soda.scan import Scan

scan = Scan()
scan.set_data_source_name("events")

# Add configuration YAML files
#########################
# Choose one of the following to specify data source connection configurations :
# 1) From a file
scan.add_configuration_yaml_file(file_path="~/.soda/my_local_soda_environment.yml")
# 2) Inline in the code
scan.add_configuration_yaml_str(
    """
    data_source events:
      type: snowflake
      host: ${SNOWFLAKE_HOST}
      username: ${SNOWFLAKE_USERNAME}
      password: ${SNOWFLAKE_PASSWORD}
      database: events
      schema: public
"""
)

# Add variables
###############
scan.add_variables({"date": "2022-01-01"})


# Add check YAML files
##################
scan.add_sodacl_yaml_file("./my_programmatic_test_scan/sodacl_file_one.yml")
scan.add_sodacl_yaml_file("./my_programmatic_test_scan/sodacl_file_two.yml")
scan.add_sodacl_yaml_files("./my_scan_dir")
scan.add_sodacl_yaml_files("./my_scan_dir/sodacl_file_three.yml")

# OR

# Define checks using SodaCL
##################
checks = """
checks for cities:
    - row_count > 0
"""

# Add template YAML files, if used
##################
scan.add_template_files(template_path)

# Execute the scan
##################
scan.execute()

# Set logs to verbose mode, equivalent to CLI -V option
##################
scan.set_verbose(True)

# Set scan definition name, equivalent to CLI -s option
# The scan definition name MUST be unique to this scan, and
# not duplicated in any other programmatic scan
##################
scan.set_scan_definition_name("YOUR_SCHEDULE_NAME")

# Do not send results to Soda Cloud, equivalent to CLI -l option;
##################
scan.set_is_local(True)

# Inspect the scan result
#########################
scan.get_scan_results()

# Inspect the scan logs
#######################
scan.get_logs_text()

# Typical log inspection
##################
scan.assert_no_error_logs()
scan.assert_no_checks_fail()

# Advanced methods to inspect scan execution logs
#################################################
scan.has_error_logs()
scan.get_error_logs_text()

# Advanced methods to review check results details
########################################
scan.get_checks_fail()
scan.has_check_fails()
scan.get_checks_fail_text()
scan.assert_no_checks_warn_or_fail()
scan.get_checks_warn_or_fail()
scan.has_checks_warn_or_fail()
scan.get_checks_warn_or_fail_text()
scan.get_all_checks_text()

Trigger a scan via API

✖️ Requires Soda Core Scientific ✖️ Requires Soda Core ✖️ Requires Soda Library + Soda Cloud ✔️ Requires Soda Agent + Soda Cloud

You can programmatically initiate a scan your team defined in Soda Cloud using the Soda Cloud API.

If you have defined a scan definition in Soda Cloud, and the scan definition executes on a schedule via a self-hosted or Soda-hosted agent, and you have the permission to do so in your Soda Cloud account, you can use the API to:

• retrieve information about checks and datasets in your Soda Cloud account

• execute scans

• retrieve information about the state of a scan during execution

• access the scan logs of an executed scan

Access the Soda Cloud API documentation to get details about how to programmatically get info and execute Soda Cloud scans.

Run a Soda Cloud scan from the command-line

✖️ Requires Soda Core Scientific ✖️ Requires Soda Core ✔️ Requires Soda Library + Soda Cloud ✔️ Requires Soda Agent + Soda Cloud

You can initiate a scan your team defined in Soda Cloud using the Soda Library CLI.

If you have defined a scan definition in Soda Cloud, and the scan definition executes on a schedule via a self-hosted or Soda-hosted agent, and you have the permission to do so in your Soda Cloud account, you can use Soda Library CLI to:

• execute a remote scan and synchronously receive logs of the scan execution result

• execute a remote scan and asynchronously retrieve status and logs of the scan during, and after its execution

To execute a remote scan and synchonously receive scan results:

1. In Soda Cloud, navigate to Scans, then, from the list of scans, click to open the one which you wish to execute remotely.

2. To retrieve the scan definition ID that you need for the remote scan command, copy the scan definition identifier; see image below.

   
3. Run the following command to execute the Soda Cloud scan remotely, where the value of the -s option is the scan definition identifier you copied from the URL.

soda scan -c configuration.yml --remote -s paxstats_default_scan

1. The Soda Agent that executes your scan definition proceeds to run the scan and returns the result of the scan in the CLI output. A truncated example follows. Notice that the version of Soda Library that you use to execute the remote scan command may be different from the version of Soda Library that is deployed as an Agent in your environment and which performs the actual scan execution. This does not present any issues for remote scan execution.

Soda Library 1.3.x
Soda Core 3.0.x
By downloading and using Soda Library, you agree to Sodas Terms & Conditions (https://go.soda.io/t&c) and Privacy Policy (https://go.soda.io/privacy). 
Remote scan sync mode
Remote Scan started.
Status URL: https://dev.sodadata.io/api/v1/scans/14b38f00-bc69-47dc-801b-676e676e676
Waiting for remote scan to complete.
Remote scan completed.
Fetching scan logs.
Scan logs fetched.
Soda Library 1.2.4
Soda Core 3.0.47
Reading configuration file "datasources/soda_cloud_configuration.yml"
Reading configuration file "datasources/configuration_paxstats.yml"
...
Scan summary:
48/48 queries OK
  paxstats.discover-tables-find-tables-and-row-counts [OK] 0:00:00.156126
  ...
2/2 checks PASSED: 
    paxstats in paxstats
      anomaly score for row_count < default [scan_definitions/paxstats_default_scan/automated_monitoring_paxstats.yml] [PASSED]
        check_value: None
      Schema Check [scan_definitions/paxstats_default_scan/automated_monitoring_paxstats.yml] [PASSED]
        schema_measured = [id integer, index integer, activity_period character varying, operating_airline character varying, ...]
All is good. No failures. No warnings. No errors.
Sending results to Soda Cloud
Soda Cloud Trace: 3015***

1. In your Soda Cloud account, refresh the scan definition page to display the results of the scan you ran remotely.

To execute a remote scan and asynchonously retrieve the status and results of the scan:

1. In Soda Cloud, navigate to Scans, then, from the list of scans, click to open the one which you wish to execute remotely.

2. To retrieve the scan definition ID that you need for the remote scan command, copy the scan definition identifier; see image below.

   
3. Run the following command to execute the Soda Cloud scan remotely, where the value of the -s option is the scan definition identifier you copied from the URL.

soda scan -c configuration.yml --remote -s paxstats_default_scan -rm async

1. The Soda Agent that executes your scan definition proceeds to run the scan. The agent does not automatically return scan status or logs to the CLI output. Instead, it returns a unique value for Status URL. Copy the last part of the URL that identifies the scan you started.

[10:38:36] Soda Library 1.3.3
[10:38:36] Soda Core 3.0.47
[10:38:36] By downloading and using Soda Library, you agree to Sodas Terms & Conditions (https://go.soda.io/t&c) and Privacy Policy (https://go.soda.io/privacy). 
[10:38:38] Remote scan async mode
[10:38:39] Remote Scan started.
[10:38:39] Status URL: https://cloud.soda.io/api/v1/scans/4651ba64-04ae-4b21-9fad-552314552314
[10:38:39] Remote scan started in async mode.

1. To retrieve the status of the scan as it executes and completes, use the following command, pasting the value you copied from the Status URL as the scan identifier. Refer to the Soda Cloud API documentation for the possible status messages the Soda Agent can return. Notice that the version of Soda Library that you use to execute the remote scan command may be different from the version of Soda Library that is deployed as an Agent in your environment and which performs the actual scan execution. This does not present any issues for remote scan execution.

soda scan-status -c configuration.yml -s 4651ba64-04ae-4b21-9fad-552314552314

Truncated output:

Soda Library 1.3.3
Soda Core 3.0.47
Retrieving state of the scan '4651ba64-04ae-4b21-9fad-552314552314'.
Current state of the scan: 'completed'.
Fetching scan logs.
Parsing scan logs.
Soda Library 1.2.4
Soda Core 3.0.47
Reading configuration file "datasources/soda_cloud_configuration.yml"
Reading configuration file "datasources/configuration_paxstats.yml"
...
Scan summary:
48/48 queries OK
  paxstats.discover-tables-find-tables-and-row-counts [OK] 0:00:00.156002
  ...
2/2 checks PASSED: 
    paxstats in paxstats
      anomaly score for row_count < default [scan_definitions/paxstats_default_scan/automated_monitoring_paxstats.yml] [PASSED]
        check_value: None
      Schema Check [scan_definitions/paxstats_default_scan/automated_monitoring_paxstats.yml] [PASSED]
        schema_measured = [id integer, index integer, activity_period character varying, ...]
All is good. No failures. No warnings. No errors.
Sending results to Soda Cloud
Soda Cloud Trace: 6974126***

1. In your Soda Cloud account, refresh the scan definition page to display the results of the scan you ran remotely.