We’re excited to announce the Public Preview of credential merchandising for Unity Catalog’s open APIs, permitting exterior purchasers to securely entry Unity Catalog exterior and managed tables by way of open supply Unity REST APIs, and UniForm-enabled tables via the Iceberg REST catalog APIs. This function facilitates seamless interoperability throughout a variety of engines and instruments akin to Apache Spark™, DuckDB, Daft, PuppyGraph, StarRocks, Spice AI, Microsoft Material, Salesforce Information Cloud, and Iceberg REST catalog engines like Trino and Dremio.
Because the trade’s solely unified and open governance resolution for information and AI property, Unity Catalog continues to evolve with a give attention to interoperability throughout the fashionable information and AI stack. This open strategy empowers organizations to undertake best-in-class options for his or her information and AI use circumstances whereas avoiding vendor lock-in. Credential merchandising for open APIs is a key a part of our complete open supply roadmap, following the announcement of the open-sourcing Unity Catalog on the 2024 Information and AI Summit. Credential merchandising can also be out there within the open supply Unity Catalog 0.2 launch.
Unified governance throughout any engine with credential merchandising
Governance challenges with out credential merchandising
Question execution in cloud environments trusted static, broad entry insurance policies for each metadata and information retrieval, making it tough to scale. Question engines, like Apache Spark™, are given broad entry to the metadata catalog and depend on cloud storage entry insurance policies to fetch information from cloud storage. For instance, when a person runs a question, the engine must entry metadata from the catalog and the precise information from the cloud storage like AWS S3, Azure ADLS and GCS. Directors usually grant the engine full entry to the metadata catalog (akin to Hive metastore) and create Occasion Profiles/Managed Service Identities to outline which cloud storage places the engine can entry based mostly on the person’s permissions. These occasion profiles map user-level entry to particular information storage insurance policies.
Whereas this mannequin works for small environments with few customers and datasets, it breaks down when scaling to giant organizations with 1000’s of customers, completely different instruments/compute engines, and a whole bunch of 1000’s of knowledge objects. Directors want to make sure that catalog and storage permissions are in sync, which might be difficult because the variety of customers and information property grows. This static strategy turns into more and more complicated, error-prone, and tough to maintain, resulting in inefficiencies, safety dangers, and governance challenges at scale.
Scalable governance with credential merchandising
Credential merchandising permits a catalog to grant short-term entry to storage for an engine performing information processing. That is achieved via time-limited, downscoped storage credentials generated on demand. These credentials are restricted to the precise storage wanted for a higher-level object, like a desk. The catalog manages each metadata and governance, that means it has everlasting entry to all information, whereas the engine solely will get just-in-time entry. For instance, if an engine must entry a particular desk saved at a path on AWS S3, the catalog generates a credential restricted to that path and supplies it to the engine, permitting entry. Credential merchandising leverages the downscoping mechanisms provided by cloud suppliers like AWS session tokens or Azure delegation SAS credentials.
Key advantages:
- Centralized entry management: Permits for centralized administration of knowledge entry permissions via the catalog, fairly than having to configure entry controls individually for every underlying information supply.
- Non permanent, scoped entry: Offers short-term, scoped-down credentials to entry information, enhancing safety by limiting the lifetime and permissions of entry tokens.
- Simplified permissions administration: Admins need not replace particular person storage bucket insurance policies or IAM roles – permissions might be managed centrally via the catalog.
- Basis for superior governance options: This supplies the foundational constructing blocks for implementing higher-level entry insurance policies. These might embody primary entry controls or extra superior insurance policies like RBAC (Position-Based mostly Entry Management) or ABAC (Attribute-Based mostly Entry Management) which might be dynamic in nature.
Implement insurance policies as soon as in Unity Catalog, and implement them in all places
How credential merchandising permits safe entry for exterior purchasers
Unity Catalog supplies open supply REST APIs, permitting exterior purchasers to securely entry objects akin to tables. Admins can outline entry insurance policies for these objects in Unity Catalog, with Unity Catalog retaining everlasting storage entry. When an exterior engine, like Apache Spark™, requests entry to a desk via the REST APIs utilizing UC credentials like PAT or OAuth tokens, Unity Catalog points short-term credentials and URLs to manage storage entry based mostly on the person’s particular IAM roles or managed identities, enabling information retrieval and question execution. This simplifies administration, enhances interoperability throughout engines and instruments, and lays the muse for superior governance options like RBAC and ABAC to scale entry administration.Â
This functionality additionally extends to Iceberg tables managed in Unity Catalog via Iceberg REST Catalog interface, leveraging the identical short-term credential merchandising course of to learn Iceberg tables. By enhancing accessibility for a variety of exterior engines built-in via Unity REST APIs—akin to Apache Spark™, DuckDB, Daft, PuppyGraph, StarRocks, Spice AI, Microsoft Material, Salesforce Information Cloud, and Iceberg REST catalog engines like Trino and Dremio—organizations can leverage the instruments of their selection whereas sustaining constant discovery and governance experiences throughout platforms. We additionally plan to increase credential merchandising help to different Unity Catalog property, together with volumes (unstructured information, arbitrary information). Keep tuned!
See it in motion with Apache Spark™ and Unity Catalog
Unity Catalog Open APIs enable exterior purchasers, like Apache Spark™, to work together with the catalog with unified governance. You’ll be able to fulfill operations like creating, studying, and writing to your Delta tables via merchandising short-term credentials. You not want to substantiate and handle IAM permissions on your workloads and maintain them in sync throughout completely different techniques.
The instance beneath reveals find out how to configure your Spark Session to connect with your Unity Catalog on Databricks to entry tables in S3.
Entry to learn tables is ruled by Catalog/Schema/Desk privileges. Customers require USE CATALOG, USE SCHEMA, EXTERNAL USE SCHEMA, SELECT
privileges to learn a desk.
To create a desk customers require CREATE EXTERNAL TABLE
on the exterior storage location, in addition to the catalog privileges USE CATALOG, USE SCHEMA and EXTERNAL USE SCHEMA
.
Equally, you question your UniForm Iceberg tables from the Unity Catalog via the Iceberg REST API. This lets you entry these tables from any shopper that helps Iceberg REST with out introducing new dependencies!
Subsequent steps
That is simply the beginning of our ongoing roadmap to ship open entry and unified governance for any information or AI asset, in any format, throughout any workload, and appropriate with any compute engine or device. Credential merchandising is a strong constructing block for governance, and look out for additional updates to help safe exterior entry to volumes (Unstructured information, arbitrary information).
- To study extra about credential merchandising in Unity Catalog and necessities, consult with the documentation for AWS, Azure, GCP.
- To get began with the Unity Catalog, discover the setup guides out there for  AWS, Azure, and GCP.Â
- You can too learn concerning the open supply 0.2 launch of Unity Catalog for extra particulars