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Merge pull request #3382 from consideRatio/pr/add-changelog-for-3.3.5
Add changelog for 3.3.5
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docs/source/administrator/security.md

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| `autohttps` | From pods labelled `hub.jupyter.org/network-access-proxy-http=true` (http(s) proxy ports) |
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| `singleuser` | From pods labelled `hub.jupyter.org/network-access-singleuser=true` (notebook-port) |
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````{warning} Not all functionality summarized above
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````{admonition} Not all functionality summarized above
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:class: warning
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It has been tricky to document the full behavior of these network policies. For
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in depth details, please for now refer to inspecting the Helm chart's templates
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and the rendered result given your configuration.

docs/source/changelog.md

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## 3.3
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### 3.3.5 - 2024-03-26
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#### Maintenance and upkeep improvements
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- Update jupyterhub from 4.1.2 to 4.1.3 [#3381](https://github.com/jupyterhub/zero-to-jupyterhub-k8s/pull/3381) ([@jupyterhub-bot](https://github.com/jupyterhub-bot), [@consideRatio](https://github.com/consideRatio))
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### 3.3.4 - 2024-03-25
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#### Maintenance and upkeep improvements
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### 3.3.0 - 2024-03-20
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```{admonition} If you are upgrading from 3.0.x
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:class: warning
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A bug in KubeSpawner 5.0-6.0 present in z2jh 3.0.0-3.0.3 made user server pods
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risk be orphaned by JupyterHub, making them run indefinitely and cause
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unnecessary cloud costs.
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Read more about how to clean up these user server pods in [this forum post].
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```
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This release updates JupyterHub from 4.0.2 to 4.1.0 and OAuthenticator from
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16.2.1 to 16.3.0. Both updates provide security patches. For more information,
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see [JupyterHub's changelog] and [OAuthenticator's changelog].
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### 3.2.0 - 2023-11-27
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```{warning} If you are upgrading from 3.0.x
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```{admonition} If you are upgrading from 3.0.x
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:class: warning
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A bug in KubeSpawner 5.0-6.0 present in z2jh 3.0.0-3.0.3 made user server pods
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risk be orphaned by JupyterHub, making them run indefinitely and cause
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unnecessary cloud costs.
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### 3.1.0 - 2023-09-29
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```{warning} Post-upgrade action recommended
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```{admonition} Post-upgrade action recommended
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:class: warning
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A bug in KubeSpawner 5.0-6.0 present in z2jh 3.0.0-3.0.3 made user server pods
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risk be orphaned by JupyterHub, making them run indefinitely and cause
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unnecessary cloud costs.
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Read more about how to clean up these user server pods in [this forum post].
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```
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[this forum post]: https://discourse.jupyter.org/t/how-to-cleanup-orphaned-user-pods-after-bug-in-z2jh-3-0-and-kubespawner-6-0/21677
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```
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#### Notable dependencies updated
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This release updates JupyterHub itself and several dependencies to a new major
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version, please read the breaking changes below before upgrading.
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```{warning} Breaking changes since beta releases
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```{admonition} Breaking changes since beta releases
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:class: warning
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Since 3.0.0-beta.1 OAuthenticator was upgraded, and since 3.0.0-beta.3 default
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networking rules related to establishing connections to DNS ports changed
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slightly.

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