The Panel How-to guides provide step by step recipes for solving essential problems and tasks that arise during your work. They assume that you've completed the Getting Started material and therefore already have some knowledge of how Panel works. There is no order to the guides, other than any potential prerequisites listed at the top of a page. Jump to the topic that is relevant to you now.
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:::{grid-item-card} {octicon}book;2.5em;sd-mr-1 sd-animate-grow50 Develop in a notebook
:link: notebook/index
:link-type: doc
How to effectively develop apps in a notebook environment. :::
:::{grid-item-card} {octicon}file-code;2.5em;sd-mr-1 sd-animate-grow50 Develop in an editor
:link: editor/index
:link-type: doc
How to effectively develop apps in a Python or Markdown file. :::
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:::{grid-item-card} {octicon}rows;2.5em;sd-mr-1 sd-animate-grow50 Construct components
:link: components/index
:link-type: doc
How to construct and customize individual components like an image or slider widget. :::
:::{grid-item-card} {octicon}rows;2.5em;sd-mr-1 sd-animate-grow50 Arrange Components
:link: layout/index
:link-type: doc
How to arrange and size components on the page. :::
:::{grid-item-card} {octicon}paintbrush;2.5em;sd-mr-1 sd-animate-grow50 Style components
:link: styling/index
:link-type: doc
How to apply designs, themes and custom styling to components to achieve a polished look and feel. :::
:::{grid-item-card} {octicon}pulse;2.5em;sd-mr-1 sd-animate-grow50 Add interactivity
:link: interactivity/index
:link-type: doc
How to link add interactivity to your applications using reactive APIs. :::
:::{grid-item-card} {octicon}repo-template;2.5em;sd-mr-1 sd-animate-grow50 Apply templates
:link: templates/index
:link-type: doc
How to use a Template to customize the look and feel of a deployed Panel app. :::
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:::{grid-item-card} {octicon}git-branch;2.5em;sd-mr-1 sd-animate-grow50 Build a sequential UI
:link: pipeline/index
:link-type: doc
How to build a Panel Pipeline that connects multiple panels into a sequential user interface. :::
:::{grid-item-card} {octicon}plus-circle;2.5em;sd-mr-1 sd-animate-grow50 Build custom components
:link: custom_components/index
:link-type: doc
How to extend Panel by building custom components. :::
:::{grid-item-card} {octicon}codespaces;2.5em;sd-mr-1 sd-animate-grow50 Generate UIs from declared parameters (Declarative API)
:link: param/index
:link-type: doc
How to use Parameterized classes with Panel to generate UIs without writing GUI code. :::
:::{grid-item-card} {octicon}link;2.5em;sd-mr-1 sd-animate-grow50 Explicitly link parameters (Callbacks API)
:link: links/index
:link-type: doc
How to link the parameters of Panel components in Python and Javascript. :::
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:::{grid-item-card} {octicon}zap;2.5em;sd-mr-1 sd-animate-grow50 Register session callbacks
:link: callbacks/index
:link-type: doc
How to set up callbacks on session related events (e.g. on page load or when a session is destroyed) and define periodic tasks. :::
:::{grid-item-card} {octicon}note;2.5em;sd-mr-1 sd-animate-grow50 Access session state
:link: state/index
:link-type: doc
How to access and manipulate state related to the user session, HTTP request and URL arguments. :::
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:::{grid-item-card} {octicon}meter;2.5em;sd-mr-1 sd-animate-grow50 Enable profiling and debugging
:link: profiling/index
:link-type: doc
How to profile and debug your application using the admin dashboard and other tools. :::
:::{grid-item-card} {octicon}codescan-checkmark;2.5em;sd-mr-1 sd-animate-grow50 Set up testing for an application
:link: test/index
:link-type: doc
How to set up unit tests, UI tests and load testing to ensure your applications are (and stay) robust and scalable. :::
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:::{grid-item-card} {octicon}hourglass;2.5em;sd-mr-1 sd-animate-grow50 Improve performance
:link: performance/index
:link-type: doc
Discover some tips and tricks instructing you on how you can improve the performance of your application. :::
:::{grid-item-card} {octicon}versions;2.5em;sd-mr-1 sd-animate-grow50 Cache data
:link: caching/index
:link-type: doc
How to cache data across sessions and memoize the output of functions. :::
:::{grid-item-card} {octicon}duplicate;2.5em;sd-mr-1 sd-animate-grow50 Improve scalability
:link: concurrency/index
:link-type: doc
How to improve the scalability of your Panel application. :::
:::{grid-item-card} {octicon}shield-check;2.5em;sd-mr-1 sd-animate-grow50 Add authentication
:link: authentication/index
:link-type: doc
How to configure OAuth to add authentication to a server deployment. :::
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:::{grid-item-card} {octicon}server;2.5em;sd-mr-1 sd-animate-grow50 Configure the server
:link: server/index
:link-type: doc
How to configure the Panel server. :::
:::{grid-item-card} {octicon}package-dependencies;2.5em;sd-mr-1 sd-animate-grow50 Integrate with other servers
:link: integrations/index
:link-type: doc
How to integrate Panel in other application based on Flask, FastAPI or Django. :::
:::{grid-item-card} {octicon}share;2.5em;sd-mr-1 sd-animate-grow50 Deploy applications
:link: deployment/index
:link-type: doc
How to deploy Panel applications to various cloud providers (e.g. Azure, GCP, AWS etc.) :::
:::{grid-item-card} {octicon}file;2.5em;sd-mr-1 sd-animate-grow50 Export apps
:link: export/index
:link-type: doc
How to export and save Panel applications as static files. :::
:::{grid-item-card} {octicon}browser;2.5em;sd-mr-1 sd-animate-grow50 Run panel in WebAssembly
:link: wasm/index
:link-type: doc
How to run Panel applications entirely in the browser using WebAssembly (Wasm), Pyodide, and PyScript. :::
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:::{grid-item-card} Migrate from Streamlit :link: streamlit_migration/index :link-type: doc
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:align: center
:name: Streamlit
How to migrate existing Streamlit applications to Panel. :::
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:titlesonly:
:hidden:
:maxdepth: 1
prepare_to_develop
build_apps
use_specialized_uis
manage_session_tasks
test_and_debug
prepare_to_share
share_your_work
migrate_to_panel