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style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/lightbulb.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/lightbulb.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Introduction</div></div></a></li><li id="/docs/en/getting-started/installation" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/getting-started/installation"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/wrench.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/wrench.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Installation</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Quick Start</h5><ul><li id="/docs/en/quickstart/building-app" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/quickstart/building-app"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/rocket.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/rocket.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Building AI App</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/link.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/link.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="">How to Deploy</div><svg width="8" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 -mr-0.5"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Customize App</h5><ul><li id="/docs/en/develop/guides/framework" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/framework"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/brackets-curly.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/brackets-curly.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Framework Overview</div></div></a></li><li id="/docs/en/develop/guides/environment-variables" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/environment-variables"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/square-terminal.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/square-terminal.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Environment Variables</div></div></a></li><li id="/docs/en/develop/guides/integration" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/integration"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/database.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/database.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Data Connector</div></div></a></li><li id="/docs/en/develop/guides/variables" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/variables"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/code.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/code.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Variables</div></div></a></li><li id="/docs/en/develop/guides/user-role" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/user-role"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/user.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/user.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Role-based Access Control</div></div></a></li><li id="/docs/en/develop/guides/updating-project" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/updating-project"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/rotate.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/rotate.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Updating the Project</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Customize Deployment</h5><ul><li id="/docs/en/deploy/customize-dockerfile" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/deploy/customize-dockerfile"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/server.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/server.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Customizing the Runtime Environment</div></div></a></li><li id="/docs/en/deploy/environment-variables" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/deploy/environment-variables"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/square-terminal.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/square-terminal.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Environment Variables</div></div></a></li><li id="/docs/en/deploy/public" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/deploy/public"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/link.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/link.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Enable Public Access</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Tutorials: Data Analysis</h5><ul><li id="/docs/en/develop/tutorials/pygwalker" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/tutorials/pygwalker"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/chart-user.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/chart-user.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Build a BI app using Pygwalker</div></div></a></li><li id="/docs/en/develop/tutorials/plotly" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/tutorials/plotly"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/chart-bar.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/chart-bar.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Build a sophisticated dashboard using Plotly</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Tutorials: LLM Apps</h5><ul><li id="/docs/en/develop/tutorials/chatbot" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/tutorials/chatbot"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/message-dots.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/message-dots.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Create a chat app</div></div></a></li><li id="/docs/en/develop/tutorials/chat_sidebyside" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/tutorials/chat_sidebyside"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/code.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/code.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>AI Chat generates and executes code</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Advanced</h5><ul><li id="/docs/en/advanced/api_key" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/advanced/api_key"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/key.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/key.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>API Key</div></div></a></li><li id="/docs/en/advanced/builtin-postgres" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/advanced/builtin-postgres"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/database.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/database.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Built-in PostgreSQL</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/plug.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/plug.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="">Connectors</div><svg width="8" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 -mr-0.5"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li></ul></div></div></div></div></div><div class="" id="content-container"><div class="flex flex-row gap-12 box-border w-full pt-40 lg:pt-10"><div class="relative grow box-border flex-col w-full mx-auto px-1 lg:pl-[23.7rem] lg:-ml-12 xl:w-[calc(100%-28rem)]" id="content-area"><header id="header" class="relative"><div class="mt-0.5 space-y-2.5"><div class="flex items-center"><h1 class="inline-block text-2xl sm:text-3xl font-bold text-gray-900 tracking-tight dark:text-gray-200">Connectors: DB / DWH / SaaS</h1></div></div></header><div class="flex flex-col gap-8"></div><div class="relative mt-8 prose prose-gray dark:prose-invert"><p>Morph provides an environment where users can manage and analyse data centrally by working with a variety of data sources. This section presents the main data sources supported by Morph.</p> <h2 class="flex whitespace-pre-wrap group font-semibold" id="sql-databases"><div class="absolute"><a href="#sql-databases" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">SQL databases</span></h2> <p>Morph allows users to work with a variety of external data sources. This allows users to query directly from the following databases and data warehouses using SQL.</p> <ol> <li><strong>MySQL</strong>: Open source relational database management system, widely used in many applications worldwide.</li> <li><strong>PostgreSQL</strong>: A powerful open source object-relational database system, characterised by reliability, feature richness and performance.</li> <li><strong>BigQuery</strong>: Google Cloud’s serverless, highly scalable data warehouse supports rapid SQL queries on large volumes of data.</li> <li><strong>Snowflake</strong>: Cloud-based data warehousing service with excellent data sharing and scalability to support diverse data workloads.</li> <li><strong>Redshift</strong>: Cloud data warehousing with Amazon Web Services, for fast analysis of large data sets.</li> </ol> <p>By connecting these data sources to Morph, data can be integrated across different platforms and tools to efficiently perform data analysis and business intelligence tasks. Morph’s interface allows you to easily set up connections and query data directly.</p> <p>You can start analysing the data in the database immediately by creating an SQL Connection from the Connections tab, as shown below. The connection name can be obtained from the list, and it can be changed if necessary.</p>  <p>Use the connection name created in SQL to retrieve data.</p> <div class="mt-5 mb-8 not-prose rounded-2xl relative text-gray-50 bg-[#0F1117] dark:bg-codeblock border border-transparent dark:border-gray-800/50 codeblock-dark"><div class="min-w-full relative text-sm leading-6 children:!my-0 children:!shadow-none children:!bg-transparent transition-[height] duration-300 ease-in-out" style="font-variant-ligatures:none;height:auto"><div class="overflow-x-auto h-full p-5 overflow-y-hidden scrollbar-thin scrollbar-thumb-rounded scrollbar-thumb-white/20 dark:scrollbar-thumb-white/20 hover:scrollbar-thumb-white/25 dark:hover:scrollbar-thumb-white/25 active:scrollbar-thumb-white/25 dark:active:scrollbar-thumb-white/25"><pre class="language-sql"><code class="language-sql"><span class="">{{</span> <span class=""> config<span class="token punctuation">(</span></span> <span class=""> connection<span class="token operator">=</span><span class="token string">"connection_name"</span></span> <span class=""> <span class="token punctuation">)</span></span> <span class="">}}</span>  <span class=""><span class="token keyword">select</span> <span class="token operator">*</span> <span class="token keyword">from</span> table_name<span class="token punctuation">;</span></span> </code></pre></div></div></div> <h2 class="flex whitespace-pre-wrap group font-semibold" id="saas"><div class="absolute"><a href="#saas" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">SaaS</span></h2> <p>Morph provides integration with many SaaS. This allows users to concentrate on implementing the necessary business logic, leaving the setup to Morph.</p> <p>You can start analysing the data in SaaS immediately by creating an Integration from the Connections tab, as shown below:</p>  <p>Get the <code>access_token</code> from the Integration created in Python.</p> <div class="mt-5 mb-8 not-prose rounded-2xl relative text-gray-50 bg-[#0F1117] dark:bg-codeblock border border-transparent dark:border-gray-800/50 codeblock-dark"><div class="min-w-full relative text-sm leading-6 children:!my-0 children:!shadow-none children:!bg-transparent transition-[height] duration-300 ease-in-out" style="font-variant-ligatures:none;height:auto"><div class="overflow-x-auto h-full p-5 overflow-y-hidden scrollbar-thin scrollbar-thumb-rounded scrollbar-thumb-white/20 dark:scrollbar-thumb-white/20 hover:scrollbar-thumb-white/25 dark:hover:scrollbar-thumb-white/25 active:scrollbar-thumb-white/25 dark:active:scrollbar-thumb-white/25"><pre class="language-python"><code class="language-python"><span class=""><span class="token keyword">import</span> pandas <span class="token keyword">as</span> pd</span>  <span class=""><span class="token keyword">import</span> morph</span> <span class=""><span class="token keyword">from</span> morph <span class="token keyword">import</span> MorphGlobalContext</span> <span class=""><span class="token keyword">from</span> morph_lib<span class="token punctuation">.</span>api <span class="token keyword">import</span> get_auth_token <span class="token comment"># ← access_tokenを取得する関数</span></span>  <span class=""><span class="token decorator annotation punctuation">@morph<span class="token punctuation">.</span>func</span></span> <span class=""><span class="token keyword">def</span> <span class="token function">freee_get_balance</span><span class="token punctuation">(</span>context<span class="token punctuation">:</span> MorphGlobalContext<span class="token punctuation">)</span> <span class="token operator">-</span><span class="token operator">></span> pd<span class="token punctuation">.</span>DataFrame<span class="token punctuation">:</span></span> <span class=""> access_token <span class="token operator">=</span> get_auth_token<span class="token punctuation">(</span><span class="token string">"Freee"</span><span class="token punctuation">)</span></span>  <span class=""> <span class="token comment"># ↓↓↓ call API with access_token ↓↓↓</span></span> </code></pre></div></div></div> <h2 class="flex whitespace-pre-wrap group font-semibold" id="non-sql-databases"><div class="absolute"><a href="#non-sql-databases" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Non-SQL databases</span></h2> <p>Morph can also work with NoSQL databases and other non-SQL databases, including MongoDB and Cassandra. Data can be retrieved and analysed against these databases using Python, which utilises powerful libraries to facilitate data manipulation and transformation — effectively extracting insights from non-SQL databases.</p> <h2 class="flex whitespace-pre-wrap group font-semibold" id="interfacing-via-api"><div class="absolute"><a href="#interfacing-via-api" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Interfacing via API</span></h2> <p>Morph can also be integrated with various external services and applications via API. This allows real-time data to be retrieved from web services or integrated with other cloud services, for example.</p> <p>Users can use Python scripts to retrieve data from the API and process and analyse it directly within Morph. This allows for flexible and customisable data integration.</p> <h2 class="flex whitespace-pre-wrap group font-semibold" id="file-upload"><div class="absolute"><a href="#file-upload" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">File upload</span></h2> <p>Morph also supports data upload from local files. Users can easily upload CSV, JSON, or Excel files and import them into your Workspace. Uploaded data is immediately available and can be analysed and visualised using Morph’s tools.</p></div><div class="leading-6 mt-14"><footer id="footer" class="flex gap-12 justify-between pt-10 border-t border-gray-100 sm:flex dark:border-gray-800/50 pb-28"><div class="flex gap-6 flex-wrap"><a href="https://x.com/morphdbHQ" target="_blank"><span class="sr-only">x</span><svg class="w-5 h-5 bg-gray-400 dark:bg-gray-500 hover:bg-gray-500 dark:hover:bg-gray-400" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/x-twitter.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/x-twitter.svg);mask-repeat:no-repeat;mask-position:center"></svg></a><a href="https://github.com/useMorph" target="_blank"><span class="sr-only">github</span><svg class="w-5 h-5 bg-gray-400 dark:bg-gray-500 hover:bg-gray-500 dark:hover:bg-gray-400" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/github.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/github.svg);mask-repeat:no-repeat;mask-position:center"></svg></a><a href="https://www.linkedin.com/company/morphdbhq" target="_blank"><span class="sr-only">linkedin</span><svg class="w-5 h-5 bg-gray-400 dark:bg-gray-500 hover:bg-gray-500 dark:hover:bg-gray-400" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/linkedin.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/linkedin.svg);mask-repeat:no-repeat;mask-position:center"></svg></a></div><div class="flex items-center justify-between"><div class="sm:flex"><a href="https://mintlify.com/preview-request?utm_campaign=poweredBy&utm_medium=docs&utm_source=docs.morph-data.io" target="_blank" rel="noreferrer" class="text-sm text-gray-500 dark:text-gray-400 hover:text-gray-700 dark:hover:text-gray-300 text-nowrap">Powered by Mintlify</a></div></div></footer></div></div><div class="hidden xl:flex self-start sticky h-[calc(100vh-8rem-1.5rem-1.5rem)] top-[calc(8rem+1.5rem)]" id="content-side-layout"><div class="z-10 hidden xl:flex pl-10 box-border w-[19rem]" id="table-of-contents"><div id="table-of-contents-content" class="text-gray-600 text-sm leading-6 w-[16.5rem] overflow-y-auto space-y-2"><div class="text-gray-700 dark:text-gray-300 font-medium flex items-center space-x-2"><svg width="16" height="16" viewBox="0 0 16 16" fill="none" stroke="currentColor" stroke-width="2" xmlns="http://www.w3.org/2000/svg" class="h-3 w-3"><path d="M2.44434 12.6665H13.5554" stroke-linecap="round" stroke-linejoin="round"></path><path d="M2.44434 3.3335H13.5554" stroke-linecap="round" stroke-linejoin="round"></path><path d="M2.44434 8H7.33323" stroke-linecap="round" stroke-linejoin="round"></path></svg><span>On this page</span></div><ul><li><a href="#sql-databases" class="py-1 block hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">SQL databases</a></li><li><a href="#saas" class="py-1 block hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">SaaS</a></li><li><a href="#non-sql-databases" class="py-1 block hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Non-SQL databases</a></li><li><a href="#interfacing-via-api" class="py-1 block hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Interfacing via API</a></li><li><a href="#file-upload" class="py-1 block hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">File upload</a></li></ul></div></div></div></div></div></div></div></main></div><script id="__NEXT_DATA__" type="application/json">{"props":{"pageProps":{"mdxSource":{"compiledSource":"\"use strict\";\nconst {Fragment: _Fragment, jsx: _jsx, jsxs: _jsxs} = arguments[0];\nconst {useMDXComponents: _provideComponents} = arguments[0];\nfunction _createMdxContent(props) {\n const _components = {\n code: \"code\",\n li: \"li\",\n ol: \"ol\",\n p: \"p\",\n pre: \"pre\",\n span: \"span\",\n strong: \"strong\",\n ..._provideComponents(),\n ...props.components\n }, {CodeBlock, Heading, ZoomImage} = _components;\n if (!CodeBlock) _missingMdxReference(\"CodeBlock\", true);\n if (!Heading) _missingMdxReference(\"Heading\", true);\n if (!ZoomImage) _missingMdxReference(\"ZoomImage\", true);\n return _jsxs(_Fragment, {\n children: [_jsx(_components.p, {\n children: \"Morph provides an environment where users can manage and analyse data centrally by working with a variety of data sources. 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