Data and AI releases

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Tailscale PAM

BetaNot yet verified

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.

GovernanceSecurityData integrationObservabilityDeveloper tools

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Also shipped Aug 26, 2026Tailscale in August 2026 →

Organization user types (General availability)

With this release, you can specify whether an organization user represents a person or a service. Set the TYPE property to SERVICE for a service or application that interacts with Snowflake without human interaction. If you don't specify a type, the organization user is a PERSON user, which matches the previous behavior.

GA
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Semantic Studio (Preview)

Semantic Studio is now available in public preview for all accounts. Semantic Studio is the authoring environment for semantic views in Workspaces, combining conversational authoring with CoCo, direct YAML editing, and deployment to the live Snowflake object in a single surface.

Preview
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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 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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Tailnet list API pagination

- 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.

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Tailscale v1.102.4

All Platforms Fixed: Resolved an issue that could cause a loss in connectivity when a netmap update occurs near the time of reauthentication. macOS Fixed: Resolved an issue that could prevent exit nodes from appearing when using a custom coordination server.

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