GetDataQualityRule

Updated at:

Queries the details of a data quality rule.

Note

This API has been deprecated. We recommend migrating to dataworks-public(2024-05-18) - GetDataQualityScan for enhanced functionality and continued support. While the deprecated API remains temporarily accessible, no further updates or bug fixes will be provided.

Operation description

You must purchase DataWorks Basic Edition or a higher edition to use this feature.

Try it now

Try this API in OpenAPI Explorer, no manual signing needed. Successful calls auto-generate SDK code matching your parameters. Download it with built-in credential security for local usage.

Test

RAM authorization

The table below describes the authorization required to call this API. You can define it in a Resource Access Management (RAM) policy. The table's columns are detailed below:

  • Action: The actions can be used in the Action element of RAM permission policy statements to grant permissions to perform the operation.

  • API: The API that you can call to perform the action.

  • Access level: The predefined level of access granted for each API. Valid values: create, list, get, update, and delete.

  • Resource type: The type of the resource that supports authorization to perform the action. It indicates if the action supports resource-level permission. The specified resource must be compatible with the action. Otherwise, the policy will be ineffective.

    • For APIs with resource-level permissions, required resource types are marked with an asterisk (*). Specify the corresponding Alibaba Cloud Resource Name (ARN) in the Resource element of the policy.

    • For APIs without resource-level permissions, it is shown as All Resources. Use an asterisk (*) in the Resource element of the policy.

  • Condition key: The condition keys defined by the service. The key allows for granular control, applying to either actions alone or actions associated with specific resources. In addition to service-specific condition keys, Alibaba Cloud provides a set of common condition keys applicable across all RAM-supported services.

  • Dependent action: The dependent actions required to run the action. To complete the action, the RAM user or the RAM role must have the permissions to perform all dependent actions.

Action

Access level

Resource type

Condition key

Dependent action

dataworks:*

get

*All Resource

*

None None

Request parameters

Parameter

Type

Required

Description

Example

Id

integer

Yes

The rule ID.

19715

Response elements

Element

Type

Description

Example

object

The response.

RequestId

string

The API request ID.

691CA452-D37A-4ED0-****

DataQualityRule

object

The rule details.

Id

integer

The rule ID.

16033

Name

string

The rule name.

The table cannot be empty.

ProjectId

integer

The DataWorks workspace ID.

1948

Enabled

boolean

Indicates whether the rule is enabled.

true

Severity

string

The severity level of the rule for business (corresponding to strong and weak rules on the page). Valid values:

  • Normal

  • High

High

Description

string

The rule description. The description can be up to 500 characters in length.

this is a odps _sql task

Target

object

The object monitored by the rule.

Type

string

The monitored object type. Valid values:

  • Table

Table

DatabaseType

string

The database type of the table for a table-type dataset. Valid values:

  • maxcompute

  • emr

  • cdh

  • hologres

  • analyticdb_for_postgresql

  • analyticdb_for_mysql

  • starrocks

maxcompute

TableGuid

string

The unique ID of the table in Data Map that the rule applies to.

odps.unit_test.tb_unit_test

PartitionSpec

string

The partition settings of the partitioned table.

ds=$[yyyymmdd-1]

TemplateCode

string

The unique identifier of the rule template referenced by the rule.

SYSTEM:table:table_count:fixed

SamplingConfig

object

The settings required for sample collection.

Metric

string

The name of the sampling metric. Valid values:

  • Count: the number of table rows.

  • Min: the minimum value of a field.

  • Max: the maximum value of a field.

  • Avg: the average value of a field.

  • DistinctCount: the number of unique values of a field.

  • DistinctPercent: the ratio of the number of unique values of a field to the number of data rows.

  • DuplicatedCount: the number of duplicate values of a field.

  • DuplicatedPercent: the ratio of the number of duplicate values of a field to the number of data rows.

  • TableSize: the table size.

  • NullValueCount: the number of rows in which the field is null.

  • NullValuePercent: the ratio of rows in which the field is null.

  • GroupCount: the number of data rows for each value after aggregation by field value.

  • CountNotIn: the number of rows with mismatched enumeration values.

  • CountDistinctNotIn: the number of unique values with mismatched enumeration values.

  • UserDefinedSql: sample collection through custom SQL.

Max

MetricParameters

string

The parameters required for sample collection.

{ "Columns": [ "id", "name" ] , "SQL": "select count(1) from table;"}

SettingConfig

string

The runtime parameter setting statements that are executed before the sampling statement. The value can be up to 1,000 characters in length. Only MaxCompute is supported.

SET odps.sql.udf.timeout=600s; SET odps.sql.python.version=cp27;

SamplingFilter

string

The filter condition used to perform secondary filtering on irrelevant data during sampling. The value can be up to 16,777,215 characters in length.

id IS NULL

CheckingConfig

object

The sample check settings.

Type

string

The threshold calculation method. Valid values:

  • Fixed

  • Fluctation

  • FluctationDiscreate

  • Auto

  • Average

  • Variance

Fixed

ReferencedSamplesFilter

string

Some types of thresholds require querying reference samples and then aggregating the values of the reference samples to derive the threshold for comparison. This field uses an expression to specify how to query the reference samples.

{ "bizdate": [ "-1", "-7", "-1m" ] }

Thresholds

object

The threshold settings.

Expected

object

The expected threshold settings.

Operator

string

The comparison operator. Valid values:

  • >

  • >=

  • <

  • <=

  • !=

  • =

>

Value

string

The threshold value.

100.0

Expression

string

The threshold expression.

$checkValue <= 0.01

Warned

object

The threshold settings for normal warnings.

Operator

string

The comparison operator. Valid values:

  • >

  • >=

  • <

  • <=

  • !=

  • =

>

Value

string

The threshold value.

100.0

Expression

string

The threshold expression.

$checkValue > 0.01

Critical

object

The threshold settings for critical warnings.

Operator

string

The comparison operator. Valid values:

  • >

  • >=

  • <

  • <=

  • !=

  • =

>

Value

string

The threshold value.

100.0

Expression

string

The threshold expression.

$checkValue > 0.05

ErrorHandlers

array<object>

The list of quality rule check error handlers.

object

The quality rule check error handler.

Type

string

The handler type. Valid values:

  • SaveErrorData

SaveErrorData

ErrorDataFilter

string

The SQL statement specified by the user to filter error data. This is required for custom SQL rules.

SELECT * FROM tb_api_log WHERE id IS NULL

Examples

Success response

JSON format

{
  "RequestId": "691CA452-D37A-4ED0-****",
  "DataQualityRule": {
    "Id": 16033,
    "Name": "The table cannot be empty.\n",
    "ProjectId": 1948,
    "Enabled": true,
    "Severity": "High",
    "Description": "this is a odps _sql task\n",
    "Target": {
      "Type": "Table",
      "DatabaseType": "maxcompute",
      "TableGuid": "odps.unit_test.tb_unit_test\n",
      "PartitionSpec": "ds=$[yyyymmdd-1]\n"
    },
    "TemplateCode": "SYSTEM:table:table_count:fixed",
    "SamplingConfig": {
      "Metric": "Max",
      "MetricParameters": "{ \"Columns\": [ \"id\", \"name\" ] , \"SQL\": \"select count(1) from table;\"}",
      "SettingConfig": "SET odps.sql.udf.timeout=600s; \nSET odps.sql.python.version=cp27;\n",
      "SamplingFilter": "id IS NULL\n"
    },
    "CheckingConfig": {
      "Type": "Fixed",
      "ReferencedSamplesFilter": "{ \"bizdate\": [ \"-1\", \"-7\", \"-1m\" ] }\n",
      "Thresholds": {
        "Expected": {
          "Operator": ">",
          "Value": "100.0",
          "Expression": "$checkValue <= 0.01"
        },
        "Warned": {
          "Operator": ">",
          "Value": "100.0",
          "Expression": "$checkValue > 0.01"
        },
        "Critical": {
          "Operator": ">",
          "Value": "100.0",
          "Expression": "$checkValue > 0.05"
        }
      }
    },
    "ErrorHandlers": [
      {
        "Type": "SaveErrorData\n",
        "ErrorDataFilter": "SELECT * FROM tb_api_log WHERE id IS NULL\n"
      }
    ]
  }
}

Error codes

See Error Codes for a complete list.

Release notes

See Release Notes for a complete list.