From 5297b16eb81cb62350bf1f82fd66bd177ef31bfd Mon Sep 17 00:00:00 2001 From: RounakDhillon <162090200+RounakDhillon@users.noreply.github.com> Date: Thu, 2 Jan 2025 13:30:54 +0530 Subject: [PATCH] Docs: Auto Classification Doc Addition (#19148) Co-authored-by: Rounak Dhillon --- .../content/v1.6.x/collate-menu.md | 8 +- .../Auto Classification}/auto-pii-tagging.md | 2 +- .../Auto Classification/external-workflow.md | 129 ++++++++++++++++++ .../{auto.md => Auto Classification/index.md} | 2 +- .../Auto Classification/workflow.md | 70 ++++++++++ .../profiler/index.md | 6 - .../user-guide-data-users/tags.md | 2 +- openmetadata-docs/content/v1.6.x/menu.md | 8 +- .../content/v1.7.x-SNAPSHOT/collate-menu.md | 8 +- .../Auto Classification/auto-pii-tagging.md | 47 +++++++ .../Auto Classification/external-workflow.md | 129 ++++++++++++++++++ .../{auto.md => Auto Classification/index.md} | 8 +- .../Auto Classification/workflow.md | 70 ++++++++++ .../profiler/index.md | 6 - .../user-guide-data-users/tags.md | 2 +- .../content/v1.7.x-SNAPSHOT/menu.md | 8 +- .../v1.6/how-to-guides/governance/ac-1.1.png | Bin 0 -> 356971 bytes .../v1.6/how-to-guides/governance/ac-1.png | Bin 0 -> 393966 bytes .../v1.6/how-to-guides/governance/ac-2.png | Bin 0 -> 462671 bytes .../v1.6/how-to-guides/governance/ac-3.png | Bin 0 -> 664282 bytes .../v1.6/how-to-guides/governance/ac-4.png | Bin 0 -> 189224 bytes .../v1.6/how-to-guides/governance/ac-5.png | Bin 0 -> 253428 bytes .../v1.6/how-to-guides/governance/ac-6.png | Bin 0 -> 552859 bytes .../v1.7/how-to-guides/governance/ac-1.1.png | Bin 0 -> 356971 bytes .../v1.7/how-to-guides/governance/ac-1.png | Bin 0 -> 393966 bytes .../v1.7/how-to-guides/governance/ac-2.png | Bin 0 -> 462671 bytes .../v1.7/how-to-guides/governance/ac-3.png | Bin 0 -> 664282 bytes .../v1.7/how-to-guides/governance/ac-4.png | Bin 0 -> 189224 bytes .../v1.7/how-to-guides/governance/ac-5.png | Bin 0 -> 253428 bytes .../v1.7/how-to-guides/governance/ac-6.png | Bin 0 -> 552859 bytes 30 files changed, 477 insertions(+), 28 deletions(-) rename openmetadata-docs/content/v1.6.x/how-to-guides/{data-quality-observability/profiler => data-governance/classification/Auto Classification}/auto-pii-tagging.md (97%) create mode 100644 openmetadata-docs/content/v1.6.x/how-to-guides/data-governance/classification/Auto Classification/external-workflow.md rename openmetadata-docs/content/v1.6.x/how-to-guides/data-governance/classification/{auto.md => Auto Classification/index.md} (94%) create mode 100644 openmetadata-docs/content/v1.6.x/how-to-guides/data-governance/classification/Auto Classification/workflow.md create mode 100644 openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-governance/classification/Auto Classification/auto-pii-tagging.md create mode 100644 openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-governance/classification/Auto Classification/external-workflow.md rename openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-governance/classification/{auto.md => Auto Classification/index.md} (87%) create mode 100644 openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-governance/classification/Auto Classification/workflow.md create mode 100644 openmetadata-docs/images/v1.6/how-to-guides/governance/ac-1.1.png create mode 100644 openmetadata-docs/images/v1.6/how-to-guides/governance/ac-1.png create mode 100644 openmetadata-docs/images/v1.6/how-to-guides/governance/ac-2.png create mode 100644 openmetadata-docs/images/v1.6/how-to-guides/governance/ac-3.png create mode 100644 openmetadata-docs/images/v1.6/how-to-guides/governance/ac-4.png create mode 100644 openmetadata-docs/images/v1.6/how-to-guides/governance/ac-5.png create mode 100644 openmetadata-docs/images/v1.6/how-to-guides/governance/ac-6.png create mode 100644 openmetadata-docs/images/v1.7/how-to-guides/governance/ac-1.1.png create mode 100644 openmetadata-docs/images/v1.7/how-to-guides/governance/ac-1.png create mode 100644 openmetadata-docs/images/v1.7/how-to-guides/governance/ac-2.png create mode 100644 openmetadata-docs/images/v1.7/how-to-guides/governance/ac-3.png create mode 100644 openmetadata-docs/images/v1.7/how-to-guides/governance/ac-4.png create mode 100644 openmetadata-docs/images/v1.7/how-to-guides/governance/ac-5.png create mode 100644 openmetadata-docs/images/v1.7/how-to-guides/governance/ac-6.png diff --git a/openmetadata-docs/content/v1.6.x/collate-menu.md b/openmetadata-docs/content/v1.6.x/collate-menu.md index bdd64bf777c3..98d8f35f5321 100644 --- a/openmetadata-docs/content/v1.6.x/collate-menu.md +++ b/openmetadata-docs/content/v1.6.x/collate-menu.md @@ -686,8 +686,6 @@ site_menu: url: /how-to-guides/data-quality-observability/profiler/external-sample-data - category: How-to Guides / Data Quality and Observability / Data Profiler / External Workflow url: /how-to-guides/data-quality-observability/profiler/external-workflow - - category: How-to Guides / Data Quality and Observability / Data Profiler / Auto PII Tagging - url: /how-to-guides/data-quality-observability/profiler/auto-pii-tagging - category: How-to Guides / Data Quality and Observability / Data Observability url: /how-to-guides/data-quality-observability/observability - category: How-to Guides / Data Quality and Observability / Data Observability / Observability Alerts @@ -773,6 +771,12 @@ site_menu: url: /how-to-guides/data-governance/classification/request-tags - category: How-to Guides / Data Governance / Classification / Auto-Classification in OpenMetadata url: /how-to-guides/data-governance/classification/auto + - category: How-to Guides / Data Governance / Classification / Auto-Classification in OpenMetadata / Workflow + url: /how-to-guides/data-governance/classification/auto/workflow + - category: How-to Guides / Data Governance / Classification / Auto-Classification in OpenMetadata / External Workflow + url: /how-to-guides/data-governance/classification/auto/external-workflow + - category: How-to Guides / Data Governance / Classification / Auto-Classification in OpenMetadata / Auto PII Tagging + url: /how-to-guides/data-governance/classification/auto/auto-pii-tagging - category: How-to Guides / Data Governance / Classification / What are Tiers url: /how-to-guides/data-governance/classification/tiers - category: How-to Guides / Data Governance / Classification / Best Practices for Classification diff --git a/openmetadata-docs/content/v1.6.x/how-to-guides/data-quality-observability/profiler/auto-pii-tagging.md b/openmetadata-docs/content/v1.6.x/how-to-guides/data-governance/classification/Auto Classification/auto-pii-tagging.md similarity index 97% rename from openmetadata-docs/content/v1.6.x/how-to-guides/data-quality-observability/profiler/auto-pii-tagging.md rename to openmetadata-docs/content/v1.6.x/how-to-guides/data-governance/classification/Auto Classification/auto-pii-tagging.md index 038a4728b41e..9bf30da68f38 100644 --- a/openmetadata-docs/content/v1.6.x/how-to-guides/data-quality-observability/profiler/auto-pii-tagging.md +++ b/openmetadata-docs/content/v1.6.x/how-to-guides/data-governance/classification/Auto Classification/auto-pii-tagging.md @@ -1,6 +1,6 @@ --- title: Auto PII Tagging -slug: /how-to-guides/data-quality-observability/profiler/auto-pii-tagging +slug: /how-to-guides/data-governance/classification/auto/auto-pii-tagging --- # Auto PII Tagging diff --git a/openmetadata-docs/content/v1.6.x/how-to-guides/data-governance/classification/Auto Classification/external-workflow.md b/openmetadata-docs/content/v1.6.x/how-to-guides/data-governance/classification/Auto Classification/external-workflow.md new file mode 100644 index 000000000000..2d82baac5abe --- /dev/null +++ b/openmetadata-docs/content/v1.6.x/how-to-guides/data-governance/classification/Auto Classification/external-workflow.md @@ -0,0 +1,129 @@ +--- +title: External Auto Classification Workflow +slug: /how-to-guides/data-governance/classification/auto/external-workflow +--- + +# Auto Classification Workflow Configuration + +The Auto Classification Workflow enables automatic tagging of sensitive information within databases. Below are the configuration parameters available in the **Service Classification Pipeline JSON**. + +## Pipeline Configuration Parameters + +| **Parameter** | **Description** | **Type** | **Default Value** | +|-------------------------------|---------------------------------------------------------------------------------|-----------|-------------------------| +| `type` | Specifies the pipeline type. | String | `AutoClassification` | +| `classificationFilterPattern`| Regex to compute metrics for tables matching specific tags, tiers, or glossary patterns. | Object | N/A | +| `schemaFilterPattern` | Regex to fetch schemas matching the specified pattern. | Object | N/A | +| `tableFilterPattern` | Regex to exclude tables matching the specified pattern. | Object | N/A | +| `databaseFilterPattern` | Regex to fetch databases matching the specified pattern. | Object | N/A | +| `includeViews` | Option to include or exclude views during metadata ingestion. | Boolean | `true` | +| `useFqnForFiltering` | Determines whether filtering is applied to the Fully Qualified Name (FQN) instead of raw names. | Boolean | `false` | +| `storeSampleData` | Option to enable or disable storing sample data for each table. | Boolean | `true` | +| `enableAutoClassification` | Enables automatic tagging of columns that might contain sensitive information. | Boolean | `false` | +| `confidence` | Confidence level for tagging columns as sensitive. Value ranges from 0 to 100. | Number | `80` | +| `sampleDataCount` | Number of sample rows to ingest when Store Sample Data is enabled. | Integer | `50` | + +## Key Parameters Explained + +### `enableAutoClassification` +- Set this to `true` to enable automatic detection of sensitive columns (e.g., PII). +- Applies pattern recognition and tagging based on predefined criteria. + +### `confidence` +- Confidence level for tagging sensitive columns: + - A higher confidence value (e.g., `90`) reduces false positives but may miss some sensitive data. + - A lower confidence value (e.g., `70`) identifies more sensitive columns but may result in false positives. + +### `storeSampleData` +- Controls whether sample rows are stored during ingestion. +- If enabled, the specified number of rows (`sampleDataCount`) will be fetched for each table. + +### `useFqnForFiltering` +- When set to `true`, filtering patterns will be applied to the Fully Qualified Name of a table (e.g., `service_name.db_name.schema_name.table_name`). +- When set to `false`, filtering applies only to raw table names. + +## Sample Auto Classification Workflow yaml + +```yaml +source: + type: bigquery + serviceName: local_bigquery + serviceConnection: + config: + type: BigQuery + credentials: + gcpConfig: + type: service_account + projectId: my-project-id-1234 + privateKeyId: privateKeyID + privateKey: "-----BEGIN PRIVATE KEY-----\nmySuperSecurePrivateKey==\n-----END PRIVATE KEY-----\n" + clientEmail: client@email.secure + clientId: "1234567890" + authUri: https://accounts.google.com/o/oauth2/auth + tokenUri: https://oauth2.googleapis.com/token + authProviderX509CertUrl: https://www.googleapis.com/oauth2/v1/certs + clientX509CertUrl: https://www.googleapis.com/oauth2/v1/certs + sourceConfig: + config: + type: AutoClassification + storeSampleData: true + enableAutoClassification: true + databaseFilterPattern: + includes: + - hello-world-1234 + schemaFilterPattern: + includes: + - super_schema + tableFilterPattern: + includes: + - abc + +processor: + type: "orm-profiler" + config: + tableConfig: + - fullyQualifiedName: local_bigquery.hello-world-1234.super_schema.abc + profileSample: 85 + partitionConfig: + partitionQueryDuration: 180 + columnConfig: + excludeColumns: + - a + - b + +sink: + type: metadata-rest + config: {} +workflowConfig: +# loggerLevel: INFO # DEBUG, INFO, WARN or ERROR + openMetadataServerConfig: + hostPort: http://localhost:8585/api + authProvider: openmetadata + securityConfig: + jwtToken: "eyJraWQiOiJHYjM4OWEtOWY3Ni1nZGpzLWE5MmotMDI0MmJrOTQzNTYiLCJ0eXAiOiJKV1QiLCJhbGciOiJSUzI1NiJ9.eyJzdWIiOiJhZG1pbiIsImlzQm90IjpmYWxzZSwiaXNzIjoib3Blbi1tZXRhZGF0YS5vcmciLCJpYXQiOjE2NjM5Mzg0NjIsImVtYWlsIjoiYWRtaW5Ab3Blbm1ldGFkYXRhLm9yZyJ9.tS8um_5DKu7HgzGBzS1VTA5uUjKWOCU0B_j08WXBiEC0mr0zNREkqVfwFDD-d24HlNEbrqioLsBuFRiwIWKc1m_ZlVQbG7P36RUxhuv2vbSp80FKyNM-Tj93FDzq91jsyNmsQhyNv_fNr3TXfzzSPjHt8Go0FMMP66weoKMgW2PbXlhVKwEuXUHyakLLzewm9UMeQaEiRzhiTMU3UkLXcKbYEJJvfNFcLwSl9W8JCO_l0Yj3ud-qt_nQYEZwqW6u5nfdQllN133iikV4fM5QZsMCnm8Rq1mvLR0y9bmJiD7fwM1tmJ791TUWqmKaTnP49U493VanKpUAfzIiOiIbhg" +``` + +## Workflow Execution + +### To Execute the Auto Classification Workflow: + +1. **Create a Pipeline** + - Configure the Auto Classification JSON as demonstrated in the provided configuration example. + +2. **Run the Ingestion Pipeline** + - Use OpenMetadata or an external scheduler like Argo to trigger the pipeline execution. + +3. **Validate Results** + - Verify the metadata and tags applied to sensitive columns in the OpenMetadata UI. + +### Expected Outcomes + +- **Automatic Tagging:** + Columns containing sensitive information (e.g., names, emails, SSNs) are automatically tagged based on predefined confidence levels. + +- **Enhanced Visibility:** + Gain improved visibility and classification of sensitive data within your databases. + +- **Sample Data Integration:** + Store sample data to provide better insights during profiling and testing workflows. + diff --git a/openmetadata-docs/content/v1.6.x/how-to-guides/data-governance/classification/auto.md b/openmetadata-docs/content/v1.6.x/how-to-guides/data-governance/classification/Auto Classification/index.md similarity index 94% rename from openmetadata-docs/content/v1.6.x/how-to-guides/data-governance/classification/auto.md rename to openmetadata-docs/content/v1.6.x/how-to-guides/data-governance/classification/Auto Classification/index.md index 5f80e49d4d9d..16d81380a8d3 100644 --- a/openmetadata-docs/content/v1.6.x/how-to-guides/data-governance/classification/auto.md +++ b/openmetadata-docs/content/v1.6.x/how-to-guides/data-governance/classification/Auto Classification/index.md @@ -31,7 +31,7 @@ alt="Column Data provides information" caption="Column Data provides information" /%} -You can read more about [Auto PII Tagging](/how-to-guides/data-quality-observability/profiler/auto-pii-tagging) here. +You can read more about [Auto PII Tagging](/how-to-guides/data-governance/classification/auto/auto-pii-tagging) here. ## Tag Mapping diff --git a/openmetadata-docs/content/v1.6.x/how-to-guides/data-governance/classification/Auto Classification/workflow.md b/openmetadata-docs/content/v1.6.x/how-to-guides/data-governance/classification/Auto Classification/workflow.md new file mode 100644 index 000000000000..ed4e4c7312bc --- /dev/null +++ b/openmetadata-docs/content/v1.6.x/how-to-guides/data-governance/classification/Auto Classification/workflow.md @@ -0,0 +1,70 @@ +--- +title: Adding Auto Classification Workflow through UI +slug: /how-to-guides/data-governance/classification/auto/workflow +--- + +# Adding Auto Classification Ingestion through the UI + +Follow these steps to configure Auto Classification ingestion via the OpenMetadata UI: + +## 1. Navigate to the Database Service +- Go to **Settings > Services > Databases** in the OpenMetadata UI. +- Select the database for which you want to configure Auto Classification ingestion. + +{% image +src="/images/v1.6/how-to-guides/governance/ac-1.png" +alt="Settings" +caption="Settings" +/%} + +{% image +src="/images/v1.6/how-to-guides/governance/ac-1.1.png" +alt="Services" +caption="Services" +/%} + +{% image +src="/images/v1.6/how-to-guides/governance/ac-2.png" +alt="Databases" +caption="Databases" +/%} + +## 2. Access the Ingestion Tab +- In the selected database, navigate to the **Ingestion** tab. +- Click on the option to **Add Auto Classification Ingestion**, as shown in the example image. + +{% image +src="/images/v1.6/how-to-guides/governance/ac-3.png" +alt="Access the Ingestion Tab" +caption="Access the Ingestion Tab" +/%} + +## 3. Configure Auto Classification Details +- Fill in the details for your Auto Classification ingestion workflow. +- Each field's purpose is explained directly in the UI, allowing you to customize the configuration based on your requirements. + +{% image +src="/images/v1.6/how-to-guides/governance/ac-4.png" +alt="Configure Auto Classification Details" +caption="Configure Auto Classification Details" +/%} + +## 4. Set the Schedule +- Specify the time interval at which the Auto Classification ingestion should run. + +{% image +src="/images/v1.6/how-to-guides/governance/ac-5.png" +alt="Set the Schedule" +caption="Set the Schedule" +/%} + +## 5. Add the Ingestion Workflow +- Once all details are configured, click **Add Auto Classification Ingestion** to save and activate the workflow. + +{% image +src="/images/v1.6/how-to-guides/governance/ac-6.png" +alt="Add the Ingestion Workflow" +caption="Add the Ingestion Workflow" +/%} + +By following these steps, you can set up an Auto Classification ingestion workflow to automatically identify and tag sensitive data in your databases. diff --git a/openmetadata-docs/content/v1.6.x/how-to-guides/data-quality-observability/profiler/index.md b/openmetadata-docs/content/v1.6.x/how-to-guides/data-quality-observability/profiler/index.md index 58c5c5bb4310..dac03c77d23d 100644 --- a/openmetadata-docs/content/v1.6.x/how-to-guides/data-quality-observability/profiler/index.md +++ b/openmetadata-docs/content/v1.6.x/how-to-guides/data-quality-observability/profiler/index.md @@ -43,10 +43,4 @@ Watch the video to understand OpenMetadata’s native Data Profiler and Data Qua href="/how-to-guides/data-quality-observability/profiler/external-workflow"%} Run a single workflow profiler for the entire source externally. {%/inlineCallout%} - {%inlineCallout - icon="MdOutlinePersonPin" - bold="Auto PII Tagging" - href="/how-to-guides/data-quality-observability/profiler/auto-pii-tagging"%} - Auto tag data as PII Sensitive/NonSensitive at the column level. - {%/inlineCallout%} {%/inlineCalloutContainer%} \ No newline at end of file diff --git a/openmetadata-docs/content/v1.6.x/how-to-guides/user-guide-data-users/tags.md b/openmetadata-docs/content/v1.6.x/how-to-guides/user-guide-data-users/tags.md index b0be69ac6e15..90233a8194e9 100644 --- a/openmetadata-docs/content/v1.6.x/how-to-guides/user-guide-data-users/tags.md +++ b/openmetadata-docs/content/v1.6.x/how-to-guides/user-guide-data-users/tags.md @@ -66,7 +66,7 @@ alt="Column Data provides information" caption="Column Data provides information" /%} -You can read more about [Auto PII Tagging](/how-to-guides/data-quality-observability/profiler/auto-pii-tagging) here. +You can read more about [Auto PII Tagging](/how-to-guides/data-governance/classification/auto/auto-pii-tagging) here. {%inlineCallout color="violet-70" diff --git a/openmetadata-docs/content/v1.6.x/menu.md b/openmetadata-docs/content/v1.6.x/menu.md index 7df814301256..7500fe5f0192 100644 --- a/openmetadata-docs/content/v1.6.x/menu.md +++ b/openmetadata-docs/content/v1.6.x/menu.md @@ -849,8 +849,6 @@ site_menu: url: /how-to-guides/data-quality-observability/profiler/external-sample-data - category: How-to Guides / Data Quality and Observability / Data Profiler / External Workflow url: /how-to-guides/data-quality-observability/profiler/external-workflow - - category: How-to Guides / Data Quality and Observability / Data Profiler / Auto PII Tagging - url: /how-to-guides/data-quality-observability/profiler/auto-pii-tagging - category: How-to Guides / Data Quality and Observability / Data Observability url: /how-to-guides/data-quality-observability/observability - category: How-to Guides / Data Quality and Observability / Data Observability / Observability Alerts @@ -922,6 +920,12 @@ site_menu: url: /how-to-guides/data-governance/classification/request-tags - category: How-to Guides / Data Governance / Classification / Auto-Classification in OpenMetadata url: /how-to-guides/data-governance/classification/auto + - category: How-to Guides / Data Governance / Classification / Auto-Classification in OpenMetadata / Workflow + url: /how-to-guides/data-governance/classification/auto/workflow + - category: How-to Guides / Data Governance / Classification / Auto-Classification in OpenMetadata / External Workflow + url: /how-to-guides/data-governance/classification/auto/external-workflow + - category: How-to Guides / Data Governance / Classification / Auto-Classification in OpenMetadata / Auto PII Tagging + url: /how-to-guides/data-governance/classification/auto/auto-pii-taggings - category: How-to Guides / Data Governance / Classification / What are Tiers url: /how-to-guides/data-governance/classification/tiers - category: How-to Guides / Data Governance / Classification / Best Practices for Classification diff --git a/openmetadata-docs/content/v1.7.x-SNAPSHOT/collate-menu.md b/openmetadata-docs/content/v1.7.x-SNAPSHOT/collate-menu.md index f0384f6c2810..bc8fdc00a222 100644 --- a/openmetadata-docs/content/v1.7.x-SNAPSHOT/collate-menu.md +++ b/openmetadata-docs/content/v1.7.x-SNAPSHOT/collate-menu.md @@ -689,8 +689,6 @@ site_menu: - category: How-to Guides / Data Quality and Observability / Data Profiler / Sample Data url: /how-to-guides/data-quality-observability/profiler/external-sample-data - category: How-to Guides / Data Quality and Observability / Data Profiler / External Workflow - url: /how-to-guides/data-quality-observability/profiler/external-workflow - - category: How-to Guides / Data Quality and Observability / Data Profiler / Auto PII Tagging url: /how-to-guides/data-quality-observability/profiler/auto-pii-tagging - category: How-to Guides / Data Quality and Observability / Data Observability url: /how-to-guides/data-quality-observability/observability @@ -777,6 +775,12 @@ site_menu: url: /how-to-guides/data-governance/classification/request-tags - category: How-to Guides / Data Governance / Classification / Auto-Classification in OpenMetadata url: /how-to-guides/data-governance/classification/auto + - category: How-to Guides / Data Governance / Classification / Auto-Classification in OpenMetadata / Workflow + url: /how-to-guides/data-governance/classification/auto/workflow + - category: How-to Guides / Data Governance / Classification / Auto-Classification in OpenMetadata / External Workflow + url: /how-to-guides/data-governance/classification/auto/external-workflow + - category: How-to Guides / Data Governance / Classification / Auto-Classification in OpenMetadata / Auto PII Tagging + url: /how-to-guides/data-governance/classification/auto/auto-pii-tagging - category: How-to Guides / Data Governance / Classification / What are Tiers url: /how-to-guides/data-governance/classification/tiers - category: How-to Guides / Data Governance / Classification / Best Practices for Classification diff --git a/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-governance/classification/Auto Classification/auto-pii-tagging.md b/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-governance/classification/Auto Classification/auto-pii-tagging.md new file mode 100644 index 000000000000..9bf30da68f38 --- /dev/null +++ b/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-governance/classification/Auto Classification/auto-pii-tagging.md @@ -0,0 +1,47 @@ +--- +title: Auto PII Tagging +slug: /how-to-guides/data-governance/classification/auto/auto-pii-tagging +--- + +# Auto PII Tagging + +Auto PII tagging for Sensitive/NonSensitive at the column level is performed based on the two approaches described below. + +{% note %} +PII Tagging is only available during `Profiler Ingestion`. +{% /note %} + + +## Tagging logic + +1. **Column Name Scanner**: We validate the column names of the table against a set of regex rules that help us identify + common English patterns to identify email addresses, SSN, bank accounts, etc. +2. **Entity Recognition**: If the sample data ingestion is enabled, we'll validate the sample rows against an Entity + Recognition engine that will bring up any sensitive information from a list of [supported entities](https://microsoft.github.io/presidio/supported_entities/). + In that case, the `confidence` parameter lets you tune the minimum score required to tag a column as `PII.Sensitive`. + +Note that if a column is already tagged as `PII`, we will ignore its execution. + +## Troubleshooting + +### SSL: CERTIFICATE_VERIFY_FAILED + +If you see an error similar to: + +``` +Unexpected error while processing sample data for auto pii tagging - HTTPSConnectionPool(host='raw.githubusercontent.com', port=443): +Max retries exceeded with url: /explosion/spacy-models/master/compatibility.json +(Caused by SSLError(SSLCertVerificationError(1, '[SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to +get local issuer certificate (_ssl.c:1129)'))) +``` + +This is a scenario that we identified on some corporate Windows laptops. The bottom-line here is that the profiler +is trying to download the Entity Recognition model but having certificate issues when trying the request. + +A solution here is to manually download the model on the ingestion container / Airflow host by running: + +``` +pip --trusted-host github.com --trusted-host objects.githubusercontent.com install https://github.com/explosion/spacy-models/releases/download/en_core_web_md-3.5.0/en_core_web_md-3.5.0.tar.gz +``` + +If using Docker, you might want to customize the `openmetadata-ingestion` image to have this command run there by default. diff --git a/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-governance/classification/Auto Classification/external-workflow.md b/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-governance/classification/Auto Classification/external-workflow.md new file mode 100644 index 000000000000..2d82baac5abe --- /dev/null +++ b/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-governance/classification/Auto Classification/external-workflow.md @@ -0,0 +1,129 @@ +--- +title: External Auto Classification Workflow +slug: /how-to-guides/data-governance/classification/auto/external-workflow +--- + +# Auto Classification Workflow Configuration + +The Auto Classification Workflow enables automatic tagging of sensitive information within databases. Below are the configuration parameters available in the **Service Classification Pipeline JSON**. + +## Pipeline Configuration Parameters + +| **Parameter** | **Description** | **Type** | **Default Value** | +|-------------------------------|---------------------------------------------------------------------------------|-----------|-------------------------| +| `type` | Specifies the pipeline type. | String | `AutoClassification` | +| `classificationFilterPattern`| Regex to compute metrics for tables matching specific tags, tiers, or glossary patterns. | Object | N/A | +| `schemaFilterPattern` | Regex to fetch schemas matching the specified pattern. | Object | N/A | +| `tableFilterPattern` | Regex to exclude tables matching the specified pattern. | Object | N/A | +| `databaseFilterPattern` | Regex to fetch databases matching the specified pattern. | Object | N/A | +| `includeViews` | Option to include or exclude views during metadata ingestion. | Boolean | `true` | +| `useFqnForFiltering` | Determines whether filtering is applied to the Fully Qualified Name (FQN) instead of raw names. | Boolean | `false` | +| `storeSampleData` | Option to enable or disable storing sample data for each table. | Boolean | `true` | +| `enableAutoClassification` | Enables automatic tagging of columns that might contain sensitive information. | Boolean | `false` | +| `confidence` | Confidence level for tagging columns as sensitive. Value ranges from 0 to 100. | Number | `80` | +| `sampleDataCount` | Number of sample rows to ingest when Store Sample Data is enabled. | Integer | `50` | + +## Key Parameters Explained + +### `enableAutoClassification` +- Set this to `true` to enable automatic detection of sensitive columns (e.g., PII). +- Applies pattern recognition and tagging based on predefined criteria. + +### `confidence` +- Confidence level for tagging sensitive columns: + - A higher confidence value (e.g., `90`) reduces false positives but may miss some sensitive data. + - A lower confidence value (e.g., `70`) identifies more sensitive columns but may result in false positives. + +### `storeSampleData` +- Controls whether sample rows are stored during ingestion. +- If enabled, the specified number of rows (`sampleDataCount`) will be fetched for each table. + +### `useFqnForFiltering` +- When set to `true`, filtering patterns will be applied to the Fully Qualified Name of a table (e.g., `service_name.db_name.schema_name.table_name`). +- When set to `false`, filtering applies only to raw table names. + +## Sample Auto Classification Workflow yaml + +```yaml +source: + type: bigquery + serviceName: local_bigquery + serviceConnection: + config: + type: BigQuery + credentials: + gcpConfig: + type: service_account + projectId: my-project-id-1234 + privateKeyId: privateKeyID + privateKey: "-----BEGIN PRIVATE KEY-----\nmySuperSecurePrivateKey==\n-----END PRIVATE KEY-----\n" + clientEmail: client@email.secure + clientId: "1234567890" + authUri: https://accounts.google.com/o/oauth2/auth + tokenUri: https://oauth2.googleapis.com/token + authProviderX509CertUrl: https://www.googleapis.com/oauth2/v1/certs + clientX509CertUrl: https://www.googleapis.com/oauth2/v1/certs + sourceConfig: + config: + type: AutoClassification + storeSampleData: true + enableAutoClassification: true + databaseFilterPattern: + includes: + - hello-world-1234 + schemaFilterPattern: + includes: + - super_schema + tableFilterPattern: + includes: + - abc + +processor: + type: "orm-profiler" + config: + tableConfig: + - fullyQualifiedName: local_bigquery.hello-world-1234.super_schema.abc + profileSample: 85 + partitionConfig: + partitionQueryDuration: 180 + columnConfig: + excludeColumns: + - a + - b + +sink: + type: metadata-rest + config: {} +workflowConfig: +# loggerLevel: INFO # DEBUG, INFO, WARN or ERROR + openMetadataServerConfig: + hostPort: http://localhost:8585/api + authProvider: openmetadata + securityConfig: + jwtToken: "eyJraWQiOiJHYjM4OWEtOWY3Ni1nZGpzLWE5MmotMDI0MmJrOTQzNTYiLCJ0eXAiOiJKV1QiLCJhbGciOiJSUzI1NiJ9.eyJzdWIiOiJhZG1pbiIsImlzQm90IjpmYWxzZSwiaXNzIjoib3Blbi1tZXRhZGF0YS5vcmciLCJpYXQiOjE2NjM5Mzg0NjIsImVtYWlsIjoiYWRtaW5Ab3Blbm1ldGFkYXRhLm9yZyJ9.tS8um_5DKu7HgzGBzS1VTA5uUjKWOCU0B_j08WXBiEC0mr0zNREkqVfwFDD-d24HlNEbrqioLsBuFRiwIWKc1m_ZlVQbG7P36RUxhuv2vbSp80FKyNM-Tj93FDzq91jsyNmsQhyNv_fNr3TXfzzSPjHt8Go0FMMP66weoKMgW2PbXlhVKwEuXUHyakLLzewm9UMeQaEiRzhiTMU3UkLXcKbYEJJvfNFcLwSl9W8JCO_l0Yj3ud-qt_nQYEZwqW6u5nfdQllN133iikV4fM5QZsMCnm8Rq1mvLR0y9bmJiD7fwM1tmJ791TUWqmKaTnP49U493VanKpUAfzIiOiIbhg" +``` + +## Workflow Execution + +### To Execute the Auto Classification Workflow: + +1. **Create a Pipeline** + - Configure the Auto Classification JSON as demonstrated in the provided configuration example. + +2. **Run the Ingestion Pipeline** + - Use OpenMetadata or an external scheduler like Argo to trigger the pipeline execution. + +3. **Validate Results** + - Verify the metadata and tags applied to sensitive columns in the OpenMetadata UI. + +### Expected Outcomes + +- **Automatic Tagging:** + Columns containing sensitive information (e.g., names, emails, SSNs) are automatically tagged based on predefined confidence levels. + +- **Enhanced Visibility:** + Gain improved visibility and classification of sensitive data within your databases. + +- **Sample Data Integration:** + Store sample data to provide better insights during profiling and testing workflows. + diff --git a/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-governance/classification/auto.md b/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-governance/classification/Auto Classification/index.md similarity index 87% rename from openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-governance/classification/auto.md rename to openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-governance/classification/Auto Classification/index.md index b861dba26f64..16d81380a8d3 100644 --- a/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-governance/classification/auto.md +++ b/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-governance/classification/Auto Classification/index.md @@ -10,7 +10,7 @@ OpenMetadata identifies PII data and auto tags or suggests the tags. The data pr In the example below, the columns ‘last_name’ and ‘social security number’ are auto-tagged as PII-sensitive. This works using NLP as part of the profiler during ingestion. {% image -src="/images/v1.7/how-to-guides/governance/auto1.png" +src="/images/v1.6/how-to-guides/governance/auto1.png" alt="User_name and Social Security Number are Auto-Classified as PII Sensitive" caption="User_name and Social Security Number are Auto-Classified as PII Sensitive" /%} @@ -18,7 +18,7 @@ caption="User_name and Social Security Number are Auto-Classified as PII Sensiti In the below example, the column ‘number_of_orders’ is also auto-tagged as Sensitive, even though the column name does not provide much information. {% image -src="/images/v1.7/how-to-guides/governance/auto2.png" +src="/images/v1.6/how-to-guides/governance/auto2.png" alt="Column Name does not provide much information" caption="Column Name does not provide much information" /%} @@ -26,12 +26,12 @@ caption="Column Name does not provide much information" When we look at the content of the column ‘number_of_orders’ in the Sample Data tab, it becomes clear that the auto-classification is based on the data in the column. {% image -src="/images/v1.7/how-to-guides/governance/auto3.png" +src="/images/v1.6/how-to-guides/governance/auto3.png" alt="Column Data provides information" caption="Column Data provides information" /%} -You can read more about [Auto PII Tagging](/how-to-guides/data-quality-observability/profiler/auto-pii-tagging) here. +You can read more about [Auto PII Tagging](/how-to-guides/data-governance/classification/auto/auto-pii-tagging) here. ## Tag Mapping diff --git a/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-governance/classification/Auto Classification/workflow.md b/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-governance/classification/Auto Classification/workflow.md new file mode 100644 index 000000000000..445b1feb3d5d --- /dev/null +++ b/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-governance/classification/Auto Classification/workflow.md @@ -0,0 +1,70 @@ +--- +title: Adding Auto Classification Workflow through UI +slug: /how-to-guides/data-governance/classification/auto/workflow +--- + +# Adding Auto Classification Ingestion through the UI + +Follow these steps to configure Auto Classification ingestion via the OpenMetadata UI: + +## 1. Navigate to the Database Service +- Go to **Settings > Services > Databases** in the OpenMetadata UI. +- Select the database for which you want to configure Auto Classification ingestion. + +{% image +src="/images/v1.7/how-to-guides/governance/ac-1.png" +alt="Settings" +caption="Settings" +/%} + +{% image +src="/images/v1.7/how-to-guides/governance/ac-1.1.png" +alt="Services" +caption="Services" +/%} + +{% image +src="/images/v1.7/how-to-guides/governance/ac-2.png" +alt="Databases" +caption="Databases" +/%} + +## 2. Access the Ingestion Tab +- In the selected database, navigate to the **Ingestion** tab. +- Click on the option to **Add Auto Classification Ingestion**, as shown in the example image. + +{% image +src="/images/v1.7/how-to-guides/governance/ac-3.png" +alt="Access the Ingestion Tab" +caption="Access the Ingestion Tab" +/%} + +## 3. Configure Auto Classification Details +- Fill in the details for your Auto Classification ingestion workflow. +- Each field's purpose is explained directly in the UI, allowing you to customize the configuration based on your requirements. + +{% image +src="/images/v1.7/how-to-guides/governance/ac-4.png" +alt="Configure Auto Classification Details" +caption="Configure Auto Classification Details" +/%} + +## 4. Set the Schedule +- Specify the time interval at which the Auto Classification ingestion should run. + +{% image +src="/images/v1.7/how-to-guides/governance/ac-5.png" +alt="Set the Schedule" +caption="Set the Schedule" +/%} + +## 5. Add the Ingestion Workflow +- Once all details are configured, click **Add Auto Classification Ingestion** to save and activate the workflow. + +{% image +src="/images/v1.7/how-to-guides/governance/ac-6.png" +alt="Add the Ingestion Workflow" +caption="Add the Ingestion Workflow" +/%} + +By following these steps, you can set up an Auto Classification ingestion workflow to automatically identify and tag sensitive data in your databases. diff --git a/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-quality-observability/profiler/index.md b/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-quality-observability/profiler/index.md index 58c5c5bb4310..dac03c77d23d 100644 --- a/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-quality-observability/profiler/index.md +++ b/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/data-quality-observability/profiler/index.md @@ -43,10 +43,4 @@ Watch the video to understand OpenMetadata’s native Data Profiler and Data Qua href="/how-to-guides/data-quality-observability/profiler/external-workflow"%} Run a single workflow profiler for the entire source externally. {%/inlineCallout%} - {%inlineCallout - icon="MdOutlinePersonPin" - bold="Auto PII Tagging" - href="/how-to-guides/data-quality-observability/profiler/auto-pii-tagging"%} - Auto tag data as PII Sensitive/NonSensitive at the column level. - {%/inlineCallout%} {%/inlineCalloutContainer%} \ No newline at end of file diff --git a/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/user-guide-data-users/tags.md b/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/user-guide-data-users/tags.md index d0a4eabb0698..812cd4412feb 100644 --- a/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/user-guide-data-users/tags.md +++ b/openmetadata-docs/content/v1.7.x-SNAPSHOT/how-to-guides/user-guide-data-users/tags.md @@ -66,7 +66,7 @@ alt="Column Data provides information" caption="Column Data provides information" /%} -You can read more about [Auto PII Tagging](/how-to-guides/data-quality-observability/profiler/auto-pii-tagging) here. +You can read more about [Auto PII Tagging](/how-to-guides/data-governance/classification/auto/auto-pii-tagging) here. {%inlineCallout color="violet-70" diff --git a/openmetadata-docs/content/v1.7.x-SNAPSHOT/menu.md b/openmetadata-docs/content/v1.7.x-SNAPSHOT/menu.md index ef90246f584c..d52320600830 100644 --- a/openmetadata-docs/content/v1.7.x-SNAPSHOT/menu.md +++ b/openmetadata-docs/content/v1.7.x-SNAPSHOT/menu.md @@ -853,8 +853,6 @@ site_menu: url: /how-to-guides/data-quality-observability/profiler/external-sample-data - category: How-to Guides / Data Quality and Observability / Data Profiler / External Workflow url: /how-to-guides/data-quality-observability/profiler/external-workflow - - category: How-to Guides / Data Quality and Observability / Data Profiler / Auto PII Tagging - url: /how-to-guides/data-quality-observability/profiler/auto-pii-tagging - category: How-to Guides / Data 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