Dashboard login: Microsoft Entra SSO
Oxylabs dashboard login now supports Microsoft Entra ID (formerly Azure AD) for single sign-on (SSO) in addition to Google and Okta. To set up Entra SSO, contact your Oxylabs account manager and authenticate the users in your organization to sign in through Entra ID instead of using email and password. Head to dashboard login page to start.
Also shipped Jun 29, 2026Oxylabs in June 2026 →
Dynamic Iceberg table replication (General availability)
Snowflake now supports replication of dynamic Iceberg tables as part of replication and failover groups. Previously, dynamic Iceberg tables were skipped during replication refresh operations. For more information, see Configure replication for Snowflake-managed Iceberg tables .
Databricks SQL version 2026.20 is now available in Preview
Databricks SQL version 2026.20 is now available in the Preview channel. Review the following section to learn about new features, behavioral changes, and bug fixes.
SQL alert task in Lakeflow Jobs is now generally available
The SQL alert task in Lakeflow Jobs is now generally available. Use the task to evaluate a Databricks SQL alert as part of a Lakeflow Job. The task returns its evaluation state as a task output value, so downstream tasks can branch on the result. See SQL alert task for jobs .
Govern LLMs in Unity Catalog with model services (Beta)
You can now govern Databricks-hosted LLMs in Unity Catalog using model services , currently in Beta. A model service is a Unity Catalog securable that represents a governed LLM endpoint, so you can define an endpoint once and share it across workspaces using Unity Catalog privileges, instead of duplicating endpoints per workspace.
Custom Docker images for AI Runtime CLI workloads (Beta)
You can now bring your own Docker container image to AI Runtime CLI ( air ) workloads. This feature is in Beta . Use a custom image when you need specific system library versions, complex dependencies, or a reproducible environment. See Use custom Docker images .
Parquet v2 for Delta Lake tables is generally available
Parquet v2 is now generally available for Delta Lake tables in Databricks Runtime 18.1 and above. Parquet v2 uses advanced encodings, v2 data page headers, and INT64 timestamps to improve query performance and reduce table sizes. To use, set the delta.parquet.format.version table property to 2.12.0 or enable automatic upgrades.
More from OxylabsEvery Oxylabs release →
New and updated LLM sources for Web Scraper API
Web Scraper API LLM & AI sources now offers a dedicated gemini source together with updated chatgpt and perplexity scrapers. All LLM sources now share a more consistent request structure, streamlined output envelope, and include new response fields (citations, shopping, ads, etc.)
Partial download (trimming) for Video Data API
YouTube Downloader can now download a specific segment of a video instead of the full file by adding start_at and end_at to the context array. Both parameters take an hh:mm:ss timestamp format.
Video Data API: video quality selection
YouTube Downloader now supports resolution selection for downloaded videos using the context: video_quality parameter with specific resolution from 144p all the way up to 8K.
Error codes for Video Data API
Web Scraper API youtube_download source now returns specific error codes in job status response for easier troubleshooting when a video can't be downloaded.
Batch requests for LLM targets
LLM sources now support up to 5,000 prompts within a single batch request for chatgpt, gemini, and perplexity sources. Every prompt runs as its own job, so you get one job ID back per prompt. Learn more about batch requests here.
Citation retries for ChatGPT web search
ChatGPT source requests with search set to true now retry citation extraction automatically, roughly doubling citation coverage in the parsed citations field. The overall request success rate is unchanged, and no payload changes are needed for requests already using search: true.
Oxylabs Agent Skills
Oxylabs now offers official Agent Skills – structured skill files that teach AI agents and coding assistants work with Oxylabs products with significantly more accurate code and fewer hallucinations.
Improved fingerprint validation and device-memory alignment
Headless Browser now offers more realistic browser fingerprints and continues to align device-memory values with the rest of the emulated fingerprint to lower detection risk for all users. This change applies automatically to all Headless Browser sessions.