Data and AI releases

548 this month · 176 companies

Tailnet list API pagination

UpdateNot yet verified

- Changed: The list tailnets endpoint paginates results. By default, organizations with more than 100 tailnets now receive only the first 100 results, with totalCount and cursor parameters to retrieve additional results. New: limit and cursor query parameters are supported on the list tailnets endpoint.

SQLDeveloper toolsCoding agents

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Also shipped Aug 18, 2026Tailscale in August 2026 →

User skills in Snowflake CoWork (Preview)

User skills are now available in public preview in Snowflake CoWork. Business users can create reusable workflows conversationally, from the UI ( + menu > Skills > Create new ), or by uploading a skill folder on Capabilities > Skills , then run them explicitly with / or from the Skills menus, or implicitly when a conversation matches the skill.

Preview
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Tailscale v1.102.3

All Platforms Changed: Go is updated to version 1.26.6. Fixed: Tailscale refuses host-scoped IPv4 destinations at every point that acts on an unmapped 4via6 address. This fix addresses a security vulnerability described in TS-2026-011 . Fixed: When MagicDNS is disabled, unqualified hostnames are correctly forwarded to the configured nameservers.

Update
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Tailscale container image v1.102.3

A new release of the Tailscale container image is available. You can download it from Docker Hub or from our GitHub packages repository . New: The container waits longer for its initial connection to the coordination server when you set the new TS_BOOT_TIMEOUT environment variable. It accepts a duration, such as 90s or 3m , and defaults to 60s .

Update
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Tailscale Kubernetes Operator v1.102.3

A new release of the Tailscale Kubernetes Operator is available. For guidance on installing and updating, refer to our installation instructions . Fixed: Peer relays on AWS are reachable regardless of the availability zone their pod is scheduled in. Pinning Elastic IPs also requires pinning the pods to the same zone using a ProxyClass .

Update
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Aperture by Tailscale GA

Use Aperture ( generally available ) to secure and manage AI agents and LLM sessions with cost controls, request and response hooks, guardrails, logging, MCP support, and API proxying. New: A promotional model token credit is included for use with new and existing Aperture gateways.

GA
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Tailscale Kubernetes Operator v1.102.2

A new release of the Tailscale Kubernetes Operator is available. For guidance on installing and updating, refer to our installation instructions . New: PeerRelays are deployable in-cluster via a custom resource . New: Annotations can now be applied to the operator's deployment resource via Helm.

Update
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Tailscale PAM

Use Tailscale Privileged Access Management (PAM) ( beta ) to provide application-aware access to resources in your Tailscale network. New: Services can be defined for privileged access, including SSH , database , RDP , HTTPS , Kubernetes , and Amazon S3 types. New: Sessions can be recorded for SSH, database, HTTPS, and Kubernetes Service types.

Beta
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Tailscale container image v1.102.2

A new release of the Tailscale container image is available. You can download it from Docker Hub or from our GitHub packages repository . This version contains no changes except for library updates.

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