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class=breadcrumbs><li class=breadcrumbs__item><a aria-label="Home page" class=breadcrumbs__link href=/><svg viewBox="0 0 24 24" class=breadcrumbHomeIcon_YNFT><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill=currentColor /></svg></a><li class=breadcrumbs__item><a class=breadcrumbs__link href=/docs/for-developers><span>Developers & Technical Users</span></a><li class=breadcrumbs__item><span class=breadcrumbs__link>Deployment</span><li class="breadcrumbs__item breadcrumbs__item--active"><span class=breadcrumbs__link>Databricks Apps Deployment Guide</span></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type=button class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>Databricks Apps Deployment Guide</h1></header>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=overview>Overview<a href=#overview class=hash-link aria-label="Direct link to Overview" title="Direct link to Overview" translate=no></a></h2>
<p>The Oral Health Policy Pulse application has been refactored as a <strong>React + FastAPI Databricks App</strong>, providing:</p>
<ul>
<li class="">🎨 <strong>Modern React UI</strong> with TypeScript, Tailwind CSS, and interactive visualizations</li>
<li class="">⚡ <strong>FastAPI Backend</strong> serving both API and static frontend</li>
<li class="">☁️ <strong>Databricks Apps Deployment</strong> with Unity Catalog integration</li>
<li class="">🔒 <strong>Enterprise Security</strong> via Databricks secrets and authentication</li>
<li class="">📊 <strong>Real-time Analytics</strong> powered by Delta Lake and Model Serving</li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=architecture>Architecture<a href=#architecture class=hash-link aria-label="Direct link to Architecture" title="Direct link to Architecture" translate=no></a></h2>
<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-text codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">┌─────────────────────────────────────────────────────────┐</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ Databricks Workspace │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">├─────────────────────────────────────────────────────────┤</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ ┌─────────────────────────────────────────────────┐ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │ Databricks App (This Application) │ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │ │ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │ ┌──────────────┐ ┌──────────────────┐ │ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │ │ React │ ───▶ │ FastAPI Backend │ │ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │ │ Frontend │ │ │ │ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │ │ (TypeScript) │ │ • REST API │ │ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │ │ │ │ • Static Serving │ │ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │ └──────────────┘ └──────────────────┘ │ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │ │ │ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ └───────────────────────────────┼─────────────────┘ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ ┌───────────────────────────────▼─────────────────┐ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │ Unity Catalog & Delta Lake │ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │ • raw_documents │ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │ • classified_documents │ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │ • advocacy_opportunities │ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ └─────────────────────────────────────────────────┘ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ ┌─────────────────────────────────────────────────┐ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │ Model Serving Endpoints │ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │ • policy-classifier-prod │ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │ • sentiment-analyzer-prod │ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ └─────────────────────────────────────────────────┘ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">│ │</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">└─────────────────────────────────────────────────────────┘</span><br/></div></code></pre></div></div>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=prerequisites>Prerequisites<a href=#prerequisites class=hash-link aria-label="Direct link to Prerequisites" title="Direct link to Prerequisites" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=1-databricks-workspace>1. Databricks Workspace<a href=#1-databricks-workspace class=hash-link aria-label="Direct link to 1. Databricks Workspace" title="Direct link to 1. Databricks Workspace" translate=no></a></h3>
<ul>
<li class="">Databricks Runtime 14.3 LTS ML or higher</li>
<li class="">Unity Catalog enabled</li>
<li class="">Model Serving enabled</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=2-local-development-tools>2. Local Development Tools<a href=#2-local-development-tools class=hash-link aria-label="Direct link to 2. Local Development Tools" title="Direct link to 2. Local Development Tools" translate=no></a></h3>
<ul>
<li class="">Python 3.11+</li>
<li class="">Node.js 20+</li>
<li class="">Databricks CLI</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=3-api-keys>3. API Keys<a href=#3-api-keys class=hash-link aria-label="Direct link to 3. API Keys" title="Direct link to 3. API Keys" translate=no></a></h3>
<ul>
<li class="">OpenAI API key (for LLM-based classification)</li>
<li class="">Anthropic API key (optional)</li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=local-development>Local Development<a href=#local-development class=hash-link aria-label="Direct link to Local Development" title="Direct link to Local Development" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=setup>Setup<a href=#setup class=hash-link aria-label="Direct link to Setup" title="Direct link to Setup" translate=no></a></h3>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain"># Clone and setup</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">cd open-navigator</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">./scripts/setup-local.sh</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=run-development-server>Run Development Server<a href=#run-development-server class=hash-link aria-label="Direct link to Run Development Server" title="Direct link to Run Development Server" translate=no></a></h3>
<p><strong>Option 1: Separate Frontend + Backend (Hot Reload)</strong></p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain"># Terminal 1 - Backend</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">source venv/bin/activate</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">uvicorn api.app:app --reload</span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Terminal 2 - Frontend </span><br/></div><div class=token-line style=color:#393A34><span class="token plain">cd frontend</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">npm run dev</span><br/></div></code></pre></div></div>
<p>Visit: <a href=http://localhost:3000 target=_blank rel="noopener noreferrer" class="">http://localhost:3000</a></p>
<p><strong>Option 2: Production Mode (Serves Built Frontend)</strong></p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain"># Build frontend first</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">cd frontend</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">npm run build</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">cd ..</span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Run app</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">source venv/bin/activate</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python scripts/test-app.py</span><br/></div></code></pre></div></div>
<p>Visit: <a href=http://localhost:8000 target=_blank rel="noopener noreferrer" class="">http://localhost:8000</a></p>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=deploying-to-databricks-apps>Deploying to Databricks Apps<a href=#deploying-to-databricks-apps class=hash-link aria-label="Direct link to Deploying to Databricks Apps" title="Direct link to Deploying to Databricks Apps" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=step-1-configure-environment>Step 1: Configure Environment<a href=#step-1-configure-environment class=hash-link aria-label="Direct link to Step 1: Configure Environment" title="Direct link to Step 1: Configure Environment" translate=no></a></h3>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain"># Set Databricks credentials</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">export DATABRICKS_HOST=https://your-workspace.cloud.databricks.com</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">export DATABRICKS_TOKEN=dapi1234567890abcdef</span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Set API keys</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">export OPENAI_API_KEY=sk-...</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">export ANTHROPIC_API_KEY=sk-ant-...</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=step-2-deploy>Step 2: Deploy<a href=#step-2-deploy class=hash-link aria-label="Direct link to Step 2: Deploy" title="Direct link to Step 2: Deploy" translate=no></a></h3>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain"># One-command deployment</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">./scripts/deploy-databricks-app.sh</span><br/></div></code></pre></div></div>
<p>This script will:</p>
<ol>
<li class="">✅ Build React frontend (optimized production build)</li>
<li class="">✅ Create Databricks secrets for credentials</li>
<li class="">✅ Deploy app to Databricks Apps</li>
<li class="">✅ Configure Model Serving endpoints</li>
<li class="">✅ Provide access URL</li>
</ol>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=step-3-access-your-app>Step 3: Access Your App<a href=#step-3-access-your-app class=hash-link aria-label="Direct link to Step 3: Access Your App" title="Direct link to Step 3: Access Your App" translate=no></a></h3>
<p>Once deployed, access at:</p>
<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-text codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">https://your-workspace.cloud.databricks.com/apps/open-navigator</span><br/></div></code></pre></div></div>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=configuration>Configuration<a href=#configuration class=hash-link aria-label="Direct link to Configuration" title="Direct link to Configuration" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=appyaml>app.yaml<a href=#appyaml class=hash-link aria-label="Direct link to app.yaml" title="Direct link to app.yaml" translate=no></a></h3>
<p>The main configuration file for Databricks Apps:</p>
<div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-yaml codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token key atrule" style=color:#00a4db>command</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>-</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"uvicorn"</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>-</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"api.app:app"</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>-</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"--host"</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>-</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"0.0.0.0"</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>-</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"--port"</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>-</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"8000"</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token key atrule" style=color:#00a4db>env</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>-</span><span class="token plain"> </span><span class="token key atrule" style=color:#00a4db>name</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> DATABRICKS_HOST</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token key atrule" style=color:#00a4db>valueFrom</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token key atrule" style=color:#00a4db>databricksSecret</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token key atrule" style=color:#00a4db>key</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> host</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token key atrule" style=color:#00a4db>scope</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> oral</span><span class="token punctuation" style=color:#393A34>-</span><span class="token plain">health</span><span class="token punctuation" style=color:#393A34>-</span><span class="token plain">app</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>-</span><span class="token plain"> </span><span class="token key atrule" style=color:#00a4db>name</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> OPENAI_API_KEY</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token key atrule" style=color:#00a4db>valueFrom</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token key atrule" style=color:#00a4db>databricksSecret</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token key atrule" style=color:#00a4db>key</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> openai_key</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token key atrule" style=color:#00a4db>scope</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> oral</span><span class="token punctuation" style=color:#393A34>-</span><span class="token plain">health</span><span class="token punctuation" style=color:#393A34>-</span><span class="token plain">app</span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token key atrule" style=color:#00a4db>resources</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>-</span><span class="token plain"> </span><span class="token key atrule" style=color:#00a4db>name</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> policy</span><span class="token punctuation" style=color:#393A34>-</span><span class="token plain">classifier</span><span class="token punctuation" style=color:#393A34>-</span><span class="token plain">endpoint</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token key atrule" style=color:#00a4db>modelServing</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token key atrule" style=color:#00a4db>endpoint</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> policy</span><span class="token punctuation" style=color:#393A34>-</span><span class="token plain">classifier</span><span class="token punctuation" style=color:#393A34>-</span><span class="token plain">prod</span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token key atrule" style=color:#00a4db>port</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> </span><span class="token number" style=color:#36acaa>8000</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=environment-variables>Environment Variables<a href=#environment-variables class=hash-link aria-label="Direct link to Environment Variables" title="Direct link to Environment Variables" translate=no></a></h3>
<table><thead><tr><th>Variable<th>Description<th>Required<tbody><tr><td><code>DATABRICKS_HOST</code><td>Workspace URL<td>Yes<tr><td><code>DATABRICKS_TOKEN</code><td>Access token<td>Yes<tr><td><code>DATABRICKS_WAREHOUSE_ID</code><td>SQL warehouse ID<td>Yes<tr><td><code>OPENAI_API_KEY</code><td>OpenAI API key<td>Yes<tr><td><code>ANTHROPIC_API_KEY</code><td>Anthropic API key<td>No<tr><td><code>CATALOG_NAME</code><td>Unity Catalog name<td>Yes<tr><td><code>SCHEMA_NAME</code><td>Schema name<td>Yes</table>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=frontend-features>Frontend Features<a href=#frontend-features class=hash-link aria-label="Direct link to Frontend Features" title="Direct link to Frontend Features" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=dashboard>Dashboard<a href=#dashboard class=hash-link aria-label="Direct link to Dashboard" title="Direct link to Dashboard" translate=no></a></h3>
<ul>
<li class="">📊 Real-time statistics</li>
<li class="">📈 Topic distribution charts</li>
<li class="">📋 Recent opportunities list</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=interactive-heatmap>Interactive Heatmap<a href=#interactive-heatmap class=hash-link aria-label="Direct link to Interactive Heatmap" title="Direct link to Interactive Heatmap" translate=no></a></h3>
<ul>
<li class="">🗺️ Geographic visualization</li>
<li class="">🎯 Filterable by state, topic, urgency</li>
<li class="">💡 Click markers for details</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=documents-browser>Documents Browser<a href=#documents-browser class=hash-link aria-label="Direct link to Documents Browser" title="Direct link to Documents Browser" translate=no></a></h3>
<ul>
<li class="">🔍 Full-text search</li>
<li class="">📄 Paginated results</li>
<li class="">🏷️ Topic tags</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=opportunities-manager>Opportunities Manager<a href=#opportunities-manager class=hash-link aria-label="Direct link to Opportunities Manager" title="Direct link to Opportunities Manager" translate=no></a></h3>
<ul>
<li class="">🚨 Urgency-based filtering</li>
<li class="">✉️ One-click email generation</li>
<li class="">📅 Meeting calendar integration</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=settings-panel>Settings Panel<a href=#settings-panel class=hash-link aria-label="Direct link to Settings Panel" title="Direct link to Settings Panel" translate=no></a></h3>
<ul>
<li class="">⚙️ Configure target states</li>
<li class="">📝 Select policy topics</li>
<li class="">🔔 Email notifications</li>
<li class="">📊 Agent status monitoring</li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=api-endpoints>API Endpoints<a href=#api-endpoints class=hash-link aria-label="Direct link to API Endpoints" title="Direct link to API Endpoints" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=core-endpoints>Core Endpoints<a href=#core-endpoints class=hash-link aria-label="Direct link to Core Endpoints" title="Direct link to Core Endpoints" translate=no></a></h3>
<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-text codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">GET /api/health - Health check</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">GET /api/dashboard - Dashboard statistics</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">GET /api/opportunities - List opportunities (filterable)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">GET /api/documents - List documents (searchable)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">POST /api/workflow/start - Start analysis workflow</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">GET /api/workflow/{id}/status - Check workflow status</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">POST /api/advocacy/email/{id} - Generate advocacy email</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">GET /api/settings - Get settings</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">PUT /api/settings - Update settings</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">GET /api/agents/status - Agent health status</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=api-documentation>API Documentation<a href=#api-documentation class=hash-link aria-label="Direct link to API Documentation" title="Direct link to API Documentation" translate=no></a></h3>
<p>Once deployed, access interactive API docs at:</p>
<ul>
<li class="">Swagger UI: <code>https://your-app-url/api/docs</code></li>
<li class="">ReDoc: <code>https://your-app-url/api/redoc</code></li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=monitoring>Monitoring<a href=#monitoring class=hash-link aria-label="Direct link to Monitoring" title="Direct link to Monitoring" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=view-app-logs>View App Logs<a href=#view-app-logs class=hash-link aria-label="Direct link to View App Logs" title="Direct link to View App Logs" translate=no></a></h3>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">databricks apps logs open-navigator</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=check-app-status>Check App Status<a href=#check-app-status class=hash-link aria-label="Direct link to Check App Status" title="Direct link to Check App Status" translate=no></a></h3>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">databricks apps get open-navigator</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=monitor-model-serving>Monitor Model Serving<a href=#monitor-model-serving class=hash-link aria-label="Direct link to Monitor Model Serving" title="Direct link to Monitor Model Serving" translate=no></a></h3>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">databricks serving-endpoints get policy-classifier-prod</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">databricks serving-endpoints get sentiment-analyzer-prod</span><br/></div></code></pre></div></div>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=troubleshooting>Troubleshooting<a href=#troubleshooting class=hash-link aria-label="Direct link to Troubleshooting" title="Direct link to Troubleshooting" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=issue-frontend-not-built>Issue: "Frontend not built"<a href=#issue-frontend-not-built class=hash-link aria-label='Direct link to Issue: "Frontend not built"' title='Direct link to Issue: "Frontend not built"' translate=no></a></h3>
<p><strong>Solution:</strong></p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">cd frontend</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">npm install</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">npm run build</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=issue-databricks-cli-not-found>Issue: "Databricks CLI not found"<a href=#issue-databricks-cli-not-found class=hash-link aria-label='Direct link to Issue: "Databricks CLI not found"' title='Direct link to Issue: "Databricks CLI not found"' translate=no></a></h3>
<p><strong>Solution:</strong></p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">pip install databricks-cli</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">databricks configure --token</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=issue-secrets-not-accessible>Issue: "Secrets not accessible"<a href=#issue-secrets-not-accessible class=hash-link aria-label='Direct link to Issue: "Secrets not accessible"' title='Direct link to Issue: "Secrets not accessible"' translate=no></a></h3>
<p><strong>Solution:</strong></p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain"># Recreate secrets scope</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">databricks secrets create-scope --scope oral-health-app</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">databricks secrets put --scope oral-health-app --key host --string-value "$DATABRICKS_HOST"</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">databricks secrets put --scope oral-health-app --key openai_key --string-value "$OPENAI_API_KEY"</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=issue-app-deployment-failed>Issue: "App deployment failed"<a href=#issue-app-deployment-failed class=hash-link aria-label='Direct link to Issue: "App deployment failed"' title='Direct link to Issue: "App deployment failed"' translate=no></a></h3>
<p><strong>Check logs:</strong></p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">databricks apps logs open-navigator --follow</span><br/></div></code></pre></div></div>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=cost-optimization>Cost Optimization<a href=#cost-optimization class=hash-link aria-label="Direct link to Cost Optimization" title="Direct link to Cost Optimization" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=databricks-apps-pricing>Databricks Apps Pricing<a href=#databricks-apps-pricing class=hash-link aria-label="Direct link to Databricks Apps Pricing" title="Direct link to Databricks Apps Pricing" translate=no></a></h3>
<table><thead><tr><th>Component<th>Cost Estimate<tbody><tr><td>App hosting<td>$0.10-0.30/hour<tr><td>Model Serving (Small)<td>$0.10-0.50/hour<tr><td>Delta Lake storage<td>$0.023/GB/month<tr><td>SQL Warehouse<td>Pay per query</table>
<p><strong>Total estimated cost:</strong> ~$50-150/month for moderate usage</p>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=cost-savings-tips>Cost Savings Tips<a href=#cost-savings-tips class=hash-link aria-label="Direct link to Cost Savings Tips" title="Direct link to Cost Savings Tips" translate=no></a></h3>
<ol>
<li class=""><strong>Scale-to-zero</strong>: Model serving endpoints automatically scale down when idle</li>
<li class=""><strong>Batch processing</strong>: Process documents in batches rather than real-time</li>
<li class=""><strong>Hybrid classification</strong>: Use keyword matching before LLM calls (saves ~70% LLM costs)</li>
<li class=""><strong>Delta Lake optimization</strong>: Enable auto-compaction and Z-ordering</li>
</ol>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=security>Security<a href=#security class=hash-link aria-label="Direct link to Security" title="Direct link to Security" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=authentication>Authentication<a href=#authentication class=hash-link aria-label="Direct link to Authentication" title="Direct link to Authentication" translate=no></a></h3>
<p>Databricks Apps automatically integrate with:</p>
<ul>
<li class="">✅ Workspace SSO</li>
<li class="">✅ OAuth 2.0</li>
<li class="">✅ SCIM user provisioning</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=data-access>Data Access<a href=#data-access class=hash-link aria-label="Direct link to Data Access" title="Direct link to Data Access" translate=no></a></h3>
<p>All data access is governed by:</p>
<ul>
<li class="">✅ Unity Catalog permissions</li>
<li class="">✅ Row-level security</li>
<li class="">✅ Column-level masking</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=secrets-management>Secrets Management<a href=#secrets-management class=hash-link aria-label="Direct link to Secrets Management" title="Direct link to Secrets Management" translate=no></a></h3>
<p>Sensitive credentials stored in:</p>
<ul>
<li class="">✅ Databricks Secrets</li>
<li class="">✅ Never in code or logs</li>
<li class="">✅ Automatic rotation support</li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=next-steps>Next Steps<a href=#next-steps class=hash-link aria-label="Direct link to Next Steps" title="Direct link to Next Steps" translate=no></a></h2>
<ol>
<li class="">
<p><strong>Deploy Model Serving Endpoints</strong></p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">python -m databricks.deployment</span><br/></div></code></pre></div></div>
</li>
<li class="">
<p><strong>Initialize Delta Lake Tables</strong></p>
<div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-sql codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token comment" style=color:#999988;font-style:italic>-- Run in Databricks SQL</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token keyword" style=color:#00009f>CREATE</span><span class="token plain"> </span><span class="token keyword" style=color:#00009f>SCHEMA</span><span class="token plain"> </span><span class="token keyword" style=color:#00009f>IF</span><span class="token plain"> </span><span class="token operator" style=color:#393A34>NOT</span><span class="token plain"> </span><span class="token keyword" style=color:#00009f>EXISTS</span><span class="token plain"> main</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">agents</span><span class="token punctuation" style=color:#393A34>;</span><br/></div></code></pre></div></div>
</li>
<li class="">
<p><strong>Start Data Ingestion</strong></p>
<ul>
<li class="">Configure target municipalities</li>
<li class="">Run initial scraping workflow</li>
<li class="">Monitor agent status</li>
</ul>
</li>
<li class="">
<p><strong>Customize UI</strong></p>
<ul>
<li class="">Edit frontend components in <code>frontend/src/</code></li>
<li class="">Rebuild: <code>npm run build</code></li>
<li class="">Redeploy: <code>./scripts/deploy-databricks-app.sh</code></li>
</ul>
</li>
</ol>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=support>Support<a href=#support class=hash-link aria-label="Direct link to Support" title="Direct link to Support" translate=no></a></h2>
<ul>
<li class="">📖 <strong>Documentation</strong>: See README.md and DATABRICKS_MIGRATION.md</li>
<li class="">🐛 <strong>Issues</strong>: Report via GitHub Issues</li>
<li class="">💬 <strong>Community</strong>: Join discussions</li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=license>License<a href=#license class=hash-link aria-label="Direct link to License" title="Direct link to License" translate=no></a></h2>
<p>MIT License - See LICENSE file for details</div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="row margin-top--sm theme-doc-footer-edit-meta-row"><div class="col noPrint_WFHX"><a href=https://github.com/getcommunityone/open-navigator-for-engagement/tree/main/website/docs/deployment/databricks-apps.md target=_blank rel="noopener noreferrer" class=theme-edit-this-page><svg fill=currentColor height=20 width=20 viewBox="0 0 40 40" class=iconEdit_Z9Sw aria-hidden=true><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"/></g></svg>Edit this page</a></div><div class="col lastUpdated_JAkA"></div></div></footer></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href=/docs/integrations/overview><div class=pagination-nav__sublabel>Previous</div><div class=pagination-nav__label>Integration Guide: Reusing Open-Source Municipal Scraping Logic</div></a><a class="pagination-nav__link pagination-nav__link--next" href=/docs/deployment/databricks-migration><div class=pagination-nav__sublabel>Next</div><div class=pagination-nav__label>Databricks Agent Bricks Refactoring - Summary</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href=#overview class="table-of-contents__link toc-highlight">Overview</a><li><a href=#architecture class="table-of-contents__link toc-highlight">Architecture</a><li><a href=#prerequisites class="table-of-contents__link toc-highlight">Prerequisites</a><ul><li><a href=#1-databricks-workspace class="table-of-contents__link toc-highlight">1. Databricks Workspace</a><li><a href=#2-local-development-tools class="table-of-contents__link toc-highlight">2. Local Development Tools</a><li><a href=#3-api-keys class="table-of-contents__link toc-highlight">3. API Keys</a></ul><li><a href=#local-development class="table-of-contents__link toc-highlight">Local Development</a><ul><li><a href=#setup class="table-of-contents__link toc-highlight">Setup</a><li><a href=#run-development-server class="table-of-contents__link toc-highlight">Run Development Server</a></ul><li><a href=#deploying-to-databricks-apps class="table-of-contents__link toc-highlight">Deploying to Databricks Apps</a><ul><li><a href=#step-1-configure-environment class="table-of-contents__link toc-highlight">Step 1: Configure Environment</a><li><a href=#step-2-deploy class="table-of-contents__link toc-highlight">Step 2: Deploy</a><li><a href=#step-3-access-your-app class="table-of-contents__link toc-highlight">Step 3: Access Your App</a></ul><li><a href=#configuration class="table-of-contents__link toc-highlight">Configuration</a><ul><li><a href=#appyaml class="table-of-contents__link toc-highlight">app.yaml</a><li><a href=#environment-variables class="table-of-contents__link toc-highlight">Environment Variables</a></ul><li><a href=#frontend-features class="table-of-contents__link toc-highlight">Frontend Features</a><ul><li><a href=#dashboard class="table-of-contents__link toc-highlight">Dashboard</a><li><a href=#interactive-heatmap class="table-of-contents__link toc-highlight">Interactive Heatmap</a><li><a href=#documents-browser class="table-of-contents__link toc-highlight">Documents Browser</a><li><a href=#opportunities-manager class="table-of-contents__link toc-highlight">Opportunities Manager</a><li><a href=#settings-panel class="table-of-contents__link toc-highlight">Settings Panel</a></ul><li><a href=#api-endpoints class="table-of-contents__link toc-highlight">API Endpoints</a><ul><li><a href=#core-endpoints class="table-of-contents__link toc-highlight">Core Endpoints</a><li><a href=#api-documentation class="table-of-contents__link toc-highlight">API Documentation</a></ul><li><a href=#monitoring class="table-of-contents__link 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