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href="https://github.com/langflow-ai/langflow/releases/latest" target="_blank" rel="noopener noreferrer" class="menu__link menu__link--sublist menu__link--sublist-caret" role="button" aria-expanded="false">Changelog</a></div></li></ul></nav></div></div></aside><main class="docMainContainer_TBSr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><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"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Integrations</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Apify</span><meta itemprop="position" content="2"></li></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>Integrate Apify with Langflow</h1></header>
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<p><a href="https://apify.com/" target="_blank" rel="noopener noreferrer">Apify</a> is a web scraping and data extraction platform. It provides an app store with more than three thousand ready-made cloud tools called Actors.</p>
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<p>The Apify components allow you to run Apify Actors in your flow to accomplish tasks such as:</p>
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<ul>
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<li>Crawling websites and extracting text content</li>
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<li>Scraping social media platforms like Instagram and Facebook</li>
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<li>Extracting data from Google Maps</li>
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<li>Inserting data into a PostgreSQL/MySQL/MSSQL database</li>
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<li>Running various other automation tasks</li>
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</ul>
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<p>More info about Apify:</p>
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<ul>
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<li><a href="https://apify.com/" target="_blank" rel="noopener noreferrer">Website</a></li>
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<li><a href="https://apify.com/store" target="_blank" rel="noopener noreferrer">Apify Actor Store</a></li>
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<li><a href="https://whitepaper.actor/" target="_blank" rel="noopener noreferrer">Actor Whitepaper</a></li>
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</ul>
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<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="prerequisites">Prerequisites<a href="#prerequisites" class="hash-link" aria-label="Direct link to Prerequisites" title="Direct link to Prerequisites"></a></h2>
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<p>You need an <strong>Apify API token</strong>. You can create a free account on <a href="https://apify.com/" target="_blank" rel="noopener noreferrer">Apify</a> and generate your API key in the Apify Console. <a href="https://docs.apify.com/platform/integrations/api" target="_blank" rel="noopener noreferrer">Get a Free API key here</a>.</p>
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<p>Enter the key in the <em>Apify Token</em> field in all components that require the key.</p>
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<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="example-flows">Example flows<a href="#example-flows" class="hash-link" aria-label="Direct link to Example flows" title="Direct link to Example flows"></a></h2>
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<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="extract-website-text-content-in-markdown-format">Extract website text content in Markdown format<a href="#extract-website-text-content-in-markdown-format" class="hash-link" aria-label="Direct link to Extract website text content in Markdown format" title="Direct link to Extract website text content in Markdown format"></a></h3>
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<p>Use the <a href="https://apify.com/apify/website-content-crawler" target="_blank" rel="noopener noreferrer">Website Content Crawler Actor</a> to extract text content in Markdown format from a website and process it in your flow.
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<img decoding="async" loading="lazy" alt="Apify Flow - Website Content Crawler" src="/assets/images/apify_flow_wcc-4be614102f62d74ea2e4eb4975d8b72e.png" width="699" height="643" class="img_ev3q"></p>
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<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="analyze-and-process-website-content-with-an-agent">Analyze and process website content with an Agent<a href="#analyze-and-process-website-content-with-an-agent" class="hash-link" aria-label="Direct link to Analyze and process website content with an Agent" title="Direct link to Analyze and process website content with an Agent"></a></h3>
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<p>Building on the previous example, this flow not only extracts website content using the <a href="https://apify.com/apify/website-content-crawler" target="_blank" rel="noopener noreferrer">Website Content Crawler Actor</a> but also processes and analyzes it with an agent. The agent takes the extracted data and transforms it into summaries, insights, or structured responses, making the information more actionable. Unlike simple extraction, this approach enables automated content understanding and contextual processing.
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<img decoding="async" loading="lazy" alt="Apify Agent Flow - Simple" src="/assets/images/apify_agent_flow_simple-6a14081c57b8328d7b225d80448e1793.png" width="919" height="713" class="img_ev3q"></p>
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<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="search-and-analyze-social-media-profiles-with-an-agent">Search and analyze social media profiles with an Agent<a href="#search-and-analyze-social-media-profiles-with-an-agent" class="hash-link" aria-label="Direct link to Search and analyze social media profiles with an Agent" title="Direct link to Search and analyze social media profiles with an Agent"></a></h3>
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<p>Perform comprehensive social media research with multiple Apify Actors. Start with the <a href="https://apify.com/apify/google-search-scraper" target="_blank" rel="noopener noreferrer">Google Search Results Scraper Actor</a> to find relevant social media profiles, then use the <a href="https://apify.com/clockworks/free-tiktok-scraper" target="_blank" rel="noopener noreferrer">TikTok Data Extractor Actor</a> to gather data and videos. The agent streamlines the process by collecting links from Google and retrieving content from TikTok, enabling deeper analysis of a person, brand, or topic.
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<img decoding="async" loading="lazy" alt="Apify Agent Flow" src="/assets/images/apify_agent_flow-4893aed54213b8b79d760ff091cbf467.png" width="964" height="864" class="img_ev3q"></p>
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<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="components">Components<a href="#components" class="hash-link" aria-label="Direct link to Components" title="Direct link to Components"></a></h2>
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<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="apify-actors">Apify Actors<a href="#apify-actors" class="hash-link" aria-label="Direct link to Apify Actors" title="Direct link to Apify Actors"></a></h3>
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<p>This component allows you to run Apify Actors in your flow. It can be used manually by providing run input or integrated as a tool for an AI Agent. When used with an AI Agent, the agent can leverage the Apify Actors to perform various tasks.</p>
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<ul>
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<li>
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<p><strong>Input</strong>:</p>
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<ul>
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<li>Apify Token: Your API key.</li>
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<li>Actor: The Apify Actor to run. Example: <code>apify/website-content-crawler</code>.</li>
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<li>Run Input: The JSON input for configuring the Actor run.</li>
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</ul>
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</li>
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<li>
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<p><strong>Output</strong>:</p>
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<ul>
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<li>Actor Run Result: The JSON response containing the output of the Actor run.</li>
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</ul>
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</li>
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</ul>
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<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="how-to-use-apify-actors-in-langflow">How to use Apify Actors in Langflow<a href="#how-to-use-apify-actors-in-langflow" class="hash-link" aria-label="Direct link to How to use Apify Actors in Langflow" title="Direct link to How to use Apify Actors in Langflow"></a></h2>
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<p>First, you need to pick an Actor that you want to use in your flow from the <a href="https://apify.com/store" target="_blank" rel="noopener noreferrer">Apify Actor Store</a>. Then, create the <strong>Apify Actors</strong> component and input your Apify API token and the Actor ID. You can find the Actor ID in the Apify Actor Store, for instance, the <a href="https://apify.com/apify/website-content-crawler" target="_blank" rel="noopener noreferrer">Website Content Crawler</a> has Actor ID <code>apify/website-content-crawler</code>. Now you can either connect the <strong>Tool</strong> output to an AI Agent or configure the Run input JSON manually and run the component to retrieve data from the <strong>Output Data</strong>. Example Run input can be obtained from the Actor details page in the Apify Actor Store. See the <strong>JSON Example</strong> in the input schema section <a href="https://apify.com/apify/website-content-crawler/input-schema" target="_blank" rel="noopener noreferrer">here</a>.</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/api-reference-api-examples"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">API examples</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/integrations-assemblyai"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">AssemblyAI</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="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#example-flows" class="table-of-contents__link toc-highlight">Example flows</a><ul><li><a href="#extract-website-text-content-in-markdown-format" class="table-of-contents__link toc-highlight">Extract website text content in Markdown format</a></li><li><a href="#analyze-and-process-website-content-with-an-agent" class="table-of-contents__link toc-highlight">Analyze and process website content with an Agent</a></li><li><a href="#search-and-analyze-social-media-profiles-with-an-agent" class="table-of-contents__link toc-highlight">Search and analyze social media profiles with an Agent</a></li></ul></li><li><a href="#components" class="table-of-contents__link toc-highlight">Components</a><ul><li><a href="#apify-actors" class="table-of-contents__link toc-highlight">Apify Actors</a></li></ul></li><li><a href="#how-to-use-apify-actors-in-langflow" class="table-of-contents__link toc-highlight">How to use Apify Actors in Langflow</a></li></ul></div></div></div></div></main></div></div></div><div style="position:fixed;right:20px;bottom:20px;z-index:100;display:flex;align-items:center;gap:10px;cursor:pointer"><div style="background-color:#f6f6f6;border-radius:50%;width:48px;height:48px;display:flex;align-items:center;justify-content:center;box-shadow:0 2px 4px rgba(0,0,0,0.1)"><img src="/img/langflow-icon-black-transparent.svg" style="width:40px" alt="Search"></div></div></div>
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