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<!DOCTYPE html><html><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0, viewport-fit=cover"/><style>:root{--nextra-primary-hue:212deg;--nextra-primary-saturation:100%;--nextra-navbar-height:64px;--nextra-menu-height:3.75rem;--nextra-banner-height:2.5rem;--nextra-bg:250,250,250;}.dark{--nextra-primary-hue:204deg;--nextra-primary-saturation:100%;--nextra-bg:17,17,17;}</style><title>Mixpanel SDKs: Python - Mixpanel Docs</title><meta property="og:url" content="https://docs.mixpanel.com/docs/tracking-methods/sdks/python"/><meta property="og:title" content="Mixpanel SDKs: Python - Mixpanel Docs"/><meta property="og:description" content="Read more about Mixpanel documentation"/><link rel="apple-touch-icon" sizes="180x180" href="https://cdn.mxpnl.com/marketing-site/static/favicons/apple-touch-icon.png"/><link rel="icon" sizes="16x16" href="https://cdn.mxpnl.com/marketing-site/static/favicons/favicon-16x16.png" type="image/png"/><link rel="icon" 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0.961091 11.9157 0.592901Z" fill="#B094FF"></path><path d="M9.42773 2.23535L6.76107 6.85415" stroke="#7856FF" stroke-linecap="round"></path><path d="M11.7373 3.5686L9.07064 8.18741" stroke="#7856FF" stroke-linecap="round"></path><path d="M13.2979 6.10181L11.2979 9.56591" stroke="#7856FF" stroke-linecap="round"></path><path d="M3.45117 7.25293L3.5789 8.57034C3.67239 9.53467 4.22585 10.3945 5.0649 10.8789L5.17126 10.9403C6.12784 11.4926 6.45559 12.7158 5.90331 13.6724L5.73664 13.961" stroke="#7856FF" stroke-linecap="round" stroke-linejoin="round"></path></svg> INTRO</div></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/what-is-mixpanel">What is Mixpanel?</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/what-to-track">What to Track</a></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 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contrast-more:dark:hover:_border-gray-50" href="/docs/quickstart/identify-users">Identify Users</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/quickstart/track-events">Track Events</a></li></ul></div></div></li><li class="[word-break:break-word] [&:not(:first-child)]:_mt-5 _mb-2 _px-2 _py-1.5 _text-sm _font-semibold _text-gray-900 dark:_text-gray-100"><div class="sidebar_titleContainer__MLEoO"><svg width="16" height="16" viewBox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg"><path fill-rule="evenodd" clip-rule="evenodd" d="M11 0C11.5523 0 12 0.447715 12 1V8H15C15.5523 8 16 8.44771 16 9V15C16 15.5523 15.5523 16 15 16H9C8.44772 16 8 15.5523 8 15V12H1C0.447716 12 0 11.5523 0 11V1C0 0.447715 0.447715 0 1 0H11Z" fill="#B094FF"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M8 12H11C11.5523 12 12 11.5523 12 11V8H9C8.44772 8 8 8.44772 8 9V12Z" fill="#7856FF"></path><path d="M3 3L6.5 6.5" stroke="#7856FF" stroke-linecap="round" stroke-linejoin="round"></path><path d="M6.5 3.5V6.5H3.5" stroke="#7856FF" stroke-linecap="round" stroke-linejoin="round"></path></svg> DATA IN</div></li><li class="open"><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods">Tracking Methods<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180 *:ltr:_rotate-90 *:rtl:_rotate-[-270deg]"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-100" style="transition-duration:500ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/choosing-the-right-method">Choosing the Right Method</a></li><li class="open"><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/sdks">SDKs<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180 *:ltr:_rotate-90 *:rtl:_rotate-[-270deg]"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-100" style="transition-duration:500ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/sdks/javascript">Javascript</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/sdks/react-native">React Native</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/sdks/android">Android</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/sdks/ios">iOS 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contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/sdks/flutter">Flutter</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/sdks/unity">Unity</a></li><li class="_flex _flex-col _gap-1 active"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _bg-primary-100 _font-semibold _text-primary-800 dark:_bg-primary-400/10 dark:_text-primary-600 contrast-more:_border-primary-500 contrast-more:dark:_border-primary-500" href="/docs/tracking-methods/sdks/python">Python</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/sdks/nodejs">Node.js</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/sdks/ruby">Ruby</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/sdks/php">PHP</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/sdks/go">Go</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/sdks/java">Java</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="https://github.com/mixpanel/mixpanel-utils" target="_blank" rel="noreferrer">Mixpanel-utils↗</a></li></ul></div></div></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/warehouse-connectors">Warehouse Connectors</a></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/integrations">Integrations<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/integrations/ad-spend">Ad Spend</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/integrations/amazon-s3">Amazon S3</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/integrations/aws-kafka">Amazon Kafka</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/integrations/cms-ecommerce">CMS & E-Commerce</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="https://customer.io/docs/cdp/destinations/connections/mixpanel?utm_source=mixpanel&utm_medium=partner" target="_blank" rel="noreferrer">Customer.io ↗</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/integrations/freshpaint">Freshpaint</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/integrations/google-cloud-storage">Google Cloud Storage</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/integrations/google-pubsub">Google Pubsub</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/integrations/google-sheets">Google Sheets</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/integrations/google-tag-manager">Google Tag Manager</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/integrations/launchdarkly">LaunchDarkly</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/integrations/mparticle">mParticle</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/integrations/mobile-attribution-tracking">Mobile Attribution Tracking</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/integrations/rudderstack">Rudderstack</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/integrations/segment">Segment</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="https://apps.shopify.com/vendo?utm_source=mixpanel&utm_medium=partner" target="_blank" rel="noreferrer">Shopify ↗</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/integrations/snowplow">Snowplow</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/integrations/stripe">Stripe</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/integrations/tealium">Tealium</a></li></ul></div></div></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/id-management">ID Management<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/id-management/identifying-users-simplified">Identifying Users</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-methods/id-management/migrating-to-simplified-id-merge-system">Migrating to Simplified ID Merge</a></li></ul></div></div></li></ul></div></div></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-structure">Data Structure<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-structure/concepts">Data Model</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-structure/events-and-properties">Events & Properties</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-structure/user-profiles">User Profiles</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-structure/group-analytics">Group Analytics</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-structure/lookup-tables">Lookup Tables</a></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-structure/property-reference">Property Reference<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-structure/property-reference/properties">Types of Properties</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-structure/property-reference/data-type">Supported Properties Data Type</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-structure/property-reference/default-properties">Default Properties</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-structure/property-reference/reserved-properties">Reserved Properties</a></li></ul></div></div></li></ul></div></div></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/migration">Migration<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/migration/adobe-analytics">Adobe Analytics</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/migration/amplitude">Amplitude</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/migration/google-analytics">Google Analytics</a></li></ul></div></div></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-best-practices">Best Practices<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-best-practices/bot-traffic">Bot Traffic</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-best-practices/debugging">Debugging</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-best-practices/developer-environments">Developer Environments</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-best-practices/geolocation">Geolocation</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-best-practices/hot-shard-limits">Hot Shard Limits</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-best-practices/server-side-best-practices">Server-side Best Practices</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-best-practices/tracking-plan">Tracking Plan</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/tracking-best-practices/traffic-attribution">Traffic Attribution</a></li></ul></div></div></li><li class="[word-break:break-word] [&:not(:first-child)]:_mt-5 _mb-2 _px-2 _py-1.5 _text-sm _font-semibold _text-gray-900 dark:_text-gray-100"><div class="sidebar_titleContainer__MLEoO"><svg width="16" height="16" viewBox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg"><g clip-path="url(#clip0_1487_63098)"><path d="M2 16L14 16C15.1046 16 16 15.1046 16 14L16 2C16 0.895433 15.1046 1.81341e-06 14 1.69753e-06L2 4.38646e-07C0.895429 3.22768e-07 -7.75506e-07 0.895432 -8.58276e-07 2L-1.75748e-06 14C-1.84025e-06 15.1046 0.895428 16 2 16Z" fill="#B094FF"></path><path d="M3 7L6 4L9 7L13 3" stroke="#7856FF" stroke-linecap="round" stroke-linejoin="round"></path><path d="M3 11V13" stroke="#7856FF" stroke-linecap="round" stroke-linejoin="round"></path><path d="M8 10L8 13" stroke="#7856FF" stroke-linecap="round" stroke-linejoin="round"></path><path d="M13 11V13" stroke="#7856FF" stroke-linecap="round" stroke-linejoin="round"></path></g><defs><clipPath id="clip0_1487_63098"><rect width="16" height="16" fill="white"></rect></clipPath></defs></svg> ANALYSIS</div></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/reports">Reports<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/reports/insights">Insights</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/reports/funnels">Funnels</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/reports/retention">Retention</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/reports/flows">Flows</a></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/reports/apps">Apps<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/reports/apps/experiments">Experiments</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/reports/apps/impact">Impact</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/reports/apps/signal">Signal</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/reports/apps/jql">JQL</a></li></ul></div></div></li></ul></div></div></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/boards">Boards<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/boards/templates">Templates</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/boards/boards-on-boards">Boards on Boards</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/boards/public-boards">Public Boards</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/boards/advanced">Advanced</a></li></ul></div></div></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/users">Users<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/users/cohorts">Cohorts</a></li></ul></div></div></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/session-replay">Session Replay<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/session-replay/session-replay-web">Web</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/session-replay/session-replay-ios">iOS (Alpha)</a></li></ul></div></div></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/features">Features<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/features/alerts">Alerts</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/features/attribution">Attribution</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/features/embeds">Embeds</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/features/chart-customization">Chart Customization</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/features/custom-events">Custom Events</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/features/custom-properties">Custom Properties</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/features/saved-behaviors">Saved Behaviors</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/features/sessions">Sessions</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/features/spark">Spark</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/features/advanced">Advanced</a></li></ul></div></div></li><li class="[word-break:break-word] [&:not(:first-child)]:_mt-5 _mb-2 _px-2 _py-1.5 _text-sm _font-semibold _text-gray-900 dark:_text-gray-100"><div class="sidebar_titleContainer__MLEoO"><svg width="16" height="16" viewBox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M5 7V4C5 2.34315 6.34315 1 8 1V1C9.65685 1 11 2.34315 11 4V7" stroke="#7856FF" stroke-linejoin="round"></path><path d="M1 7.33325C1 6.22868 1.89543 5.33325 3 5.33325H13C14.1046 5.33325 15 6.22868 15 7.33325V13.9999C15 15.1045 14.1046 15.9999 13 15.9999H3C1.89543 15.9999 1 15.1045 1 13.9999V7.33325Z" fill="#B094FF"></path><path d="M6.58273 12.6098L7.9987 9.77783L9.41468 12.6098C9.5809 12.9422 9.33916 13.3334 8.96746 13.3334H7.02994C6.65825 13.3334 6.4165 12.9422 6.58273 12.6098Z" fill="#7856FF"></path><circle cx="7.99886" cy="9.33333" r="1.33333" fill="#7856FF"></circle></svg> ADMIN</div></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/orgs-and-projects">Orgs & Projects<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/orgs-and-projects/organizations">Organizations</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/orgs-and-projects/managing-projects">Managing Projects</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/orgs-and-projects/roles-and-permissions">Roles & Permissions</a></li></ul></div></div></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-governance">Data Governance<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-governance/lexicon">Lexicon</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-governance/data-views-and-classification">Data Views & Classification</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-governance/event-approval">Event Approval</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-governance/data-volume-monitoring">Data Volume Monitoring</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-governance/data-clean-up">Data Clean-Up</a></li></ul></div></div></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/access-security">Access Security<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/access-security/login-methods">Login Methods</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/access-security/two-factor-authentication">Two-Factor Authentication</a></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/access-security/single-sign-on">Single Sign-On<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/access-security/single-sign-on/azure">Azure</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/access-security/single-sign-on/jumpcloud">JumpCloud</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/access-security/single-sign-on/okta">Okta</a></li><li class="_flex _flex-col _gap-1"><a 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contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/privacy">Privacy<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/privacy/protecting-user-data">Protecting User Data</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="https://mixpanel.com/legal/privacy-policy" target="_blank" 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contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/privacy/eu-residency">EU Residency</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/privacy/in-residency">India Residency</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/privacy/end-user-data-management">End User Data Management</a></li></ul></div></div></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/pricing">Pricing<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/pricing/legacy-mtu-billing">MTU Billing</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/pricing/startup-program">Startup Program</a></li></ul></div></div></li><li class="[word-break:break-word] [&:not(:first-child)]:_mt-5 _mb-2 _px-2 _py-1.5 _text-sm _font-semibold _text-gray-900 dark:_text-gray-100"><div class="sidebar_titleContainer__MLEoO"><svg width="16" height="16" viewBox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg"><path fill-rule="evenodd" clip-rule="evenodd" d="M5 0C4.44772 0 4 0.447715 4 1V8H1C0.447715 8 0 8.44771 0 9V15C0 15.5523 0.447715 16 1 16H7C7.55228 16 8 15.5523 8 15V12H15C15.5523 12 16 11.5523 16 11V1C16 0.447715 15.5523 0 15 0H5Z" fill="#B094FF"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M8 12H5C4.44772 12 4 11.5523 4 11V8H7C7.55228 8 8 8.44772 8 9V12Z" fill="#7856FF"></path><path d="M9.5 6.5L13 3" stroke="#7856FF" stroke-linecap="round" stroke-linejoin="round"></path><path d="M13 6V3H10" stroke="#7856FF" stroke-linecap="round" stroke-linejoin="round"></path></svg> DATA OUT</div></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/export-methods">Export Methods</a></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines">Data Pipelines<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines/json-pipelines">Json Pipelines</a></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines/integrations">Integrations<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines/integrations/aws-s3">AWS S3</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines/integrations/azure-blob-storage">Azure Blob Storage</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines/integrations/bigquery">BigQuery</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines/integrations/gcp-gcs">Google Cloud Storage</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines/integrations/redshift-spectrum">Redshift Spectrum</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines/integrations/snowflake">Snowflake</a></li></ul></div></div></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines/old-pipelines">Older Version<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines/old-pipelines/schematized-export-pipeline">Schematized Export Pipeline</a></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines/old-pipelines/integrations">Integrations<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines/old-pipelines/integrations/raw-aws-pipeline">Raw AWS Pipeline</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines/old-pipelines/integrations/raw-azure-pipeline">Raw Azure Pipeline</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines/old-pipelines/integrations/raw-gcs-pipeline">Raw GCS Pipeline</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines/old-pipelines/integrations/schematized-bigquery-pipeline">Schematized BigQuery Pipeline</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines/old-pipelines/integrations/schematized-aws-pipeline">Schematized AWS Pipeline</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines/old-pipelines/integrations/schematized-azure-pipeline">Schematized Azure Pipeline</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines/old-pipelines/integrations/schematized-gcs-pipeline">Schematized GCS Pipeline</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/data-pipelines/old-pipelines/integrations/schematized-snowflake-pipeline">Schematized Snowflake Pipeline</a></li></ul></div></div></li></ul></div></div></li></ul></div></div></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync">Cohort Sync<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/webhooks">Webhooks</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/build-an-integration">Build an Integration</a></li><li class=""><a class="nextra-focus _items-center _justify-between _gap-2 _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations">Integrations<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="_shrink-0 _rounded-sm _p-0.5 hover:_bg-gray-800/5 dark:hover:_bg-gray-100/5 motion-reduce:*:_transition-none *:_origin-center *:_transition-transform *:rtl:_-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></a><div class="_transform-gpu _transition-all _ease-in-out motion-reduce:_transition-none _opacity-0 _overflow-hidden" style="height:0;transition-duration:300ms"><div><ul class="_flex _flex-col _gap-1 _relative before:_absolute before:_inset-y-1 before:_w-px before:_bg-gray-200 before:_content-[""] dark:before:_bg-neutral-800 ltr:_pl-3 ltr:before:_left-0 rtl:_pr-3 rtl:before:_right-0 _pt-1 ltr:_ml-3 rtl:_mr-3"><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/abtasty">AB Tasty</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/airship">Airship</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/appcues">Appcues</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/apptimize">Apptimize</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/braze">Braze</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/chameleon">Chameleon</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/clevertap">CleverTap</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/facebook-ads">Facebook Ads</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/google-ads">Google Ads</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/insider">Insider</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="https://www.intercom.com/help/en/articles/299-import-your-mixpanel-contacts" target="_blank" rel="noreferrer">Intercom ↗</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/iterable">Iterable</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/kameleoon">Kameleoon</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/leanplum">Leanplum</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/mailchimp">Mailchimp</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/marketo">Marketo</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/moengage">MoEngage</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/onesignal">OneSignal</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/salesforce-marketing-cloud">Salesforce Marketing Cloud</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/segment">Segment</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/taplytics">Taplytics</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/vwo">VWO</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/webengage">WebEngage</a></li><li class="_flex _flex-col _gap-1"><a class="nextra-focus _flex _rounded _px-2 _py-1.5 _text-sm _transition-colors [word-break:break-word] _cursor-pointer contrast-more:_border _text-gray-500 hover:_bg-gray-100 hover:_text-gray-900 dark:_text-neutral-400 dark:hover:_bg-primary-100/5 dark:hover:_text-gray-50 contrast-more:_text-gray-900 contrast-more:dark:_text-gray-50 contrast-more:_border-transparent contrast-more:hover:_border-gray-900 contrast-more:dark:hover:_border-gray-50" href="/docs/cohort-sync/integrations/xtremepush">Xtremepush</a></li></ul></div></div></li></ul></div></div></li><li class="[word-break:break-word] [&:not(:first-child)]:_mt-5 _mb-2 _px-2 _py-1.5 _text-sm _font-semibold _text-gray-900 dark:_text-gray-100"><div class="sidebar_titleContainer__MLEoO"><svg width="16" height="16" viewBox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M6.08579 14.0858L7.29289 15.2929C7.68342 15.6834 8.31658 15.6834 8.70711 15.2929L9.91421 14.0858C10.2893 13.7107 10.798 13.5 11.3284 13.5H14C15.1046 13.5 16 12.6046 16 11.5V2C16 0.895431 15.1046 0 14 0H2C0.895431 0 0 0.89543 0 2V11.5C0 12.6046 0.895431 13.5 2 13.5H4.67157C5.20201 13.5 5.71071 13.7107 6.08579 14.0858Z" fill="#B094FF"></path><circle cx="12.0001" cy="6.66659" r="1.33333" fill="#7856FF"></circle><circle cx="8.00008" cy="6.66659" r="1.33333" fill="#7856FF"></circle><circle cx="4.00008" cy="6.66659" r="1.33333" 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nextra-content _flex _min-h-[calc(100vh-var(--nextra-navbar-height))] _min-w-0 _justify-center _pb-8 _pr-[calc(env(safe-area-inset-right)-1.5rem)]"><main class="_w-full _min-w-0 _max-w-6xl _px-6 _pt-4 md:_px-12"><div class="nextra-breadcrumb _mt-1.5 _flex _items-center _gap-1 _overflow-hidden _text-sm _text-gray-500 dark:_text-gray-400 contrast-more:_text-current"><span class="_whitespace-nowrap _transition-colors _min-w-6 _overflow-hidden _text-ellipsis" title="Docs">Docs</span><svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="14" class="_shrink-0 rtl:_rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg><a class="_whitespace-nowrap _transition-colors _min-w-6 _overflow-hidden _text-ellipsis nextra-focus _ring-inset hover:_text-gray-900 dark:hover:_text-gray-100" title="Tracking Methods" href="/docs/tracking-methods">Tracking Methods</a><svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="14" class="_shrink-0 rtl:_rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg><a class="_whitespace-nowrap _transition-colors _min-w-6 _overflow-hidden _text-ellipsis nextra-focus _ring-inset hover:_text-gray-900 dark:hover:_text-gray-100" title="SDKs" href="/docs/tracking-methods/sdks">SDKs</a><svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="14" class="_shrink-0 rtl:_rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg><span class="_whitespace-nowrap _transition-colors _font-medium _text-gray-700 contrast-more:_font-bold contrast-more:_text-current dark:_text-gray-100 contrast-more:dark:_text-current" title="Python">Python</span></div><h1 class="_mt-2 _text-4xl _font-bold _tracking-tight _text-slate-900 dark:_text-slate-100">Mixpanel SDKs: Python</h1> <h2 id="getting-started" class="_font-semibold _tracking-tight _text-slate-900 dark:_text-slate-100 _mt-10 _border-b _pb-1 _text-3xl _border-neutral-200/70 contrast-more:_border-neutral-400 dark:_border-primary-100/10 contrast-more:dark:_border-neutral-400">Getting Started<a href="#getting-started" class="nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h2> <p class="[&:not(:first-child)]:_mt-6 _leading-7">The Mixpanel Python library is designed to be used for scripting, or in circumstances when a user isn’t directly interacting with your application on the web or a mobile device.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7">The <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="http://mixpanel.github.io/mixpanel-python" target="_blank" rel="noreferrer">Full API Reference</a>, <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://github.com/mixpanel/mixpanel-python" target="_blank" rel="noreferrer">Library Source Code</a>, and an <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://github.com/mixpanel/mixpanel-python/tree/master/demo" target="_blank" rel="noreferrer">Example Script</a> is documented in our GitHub repo.</p> <h2 id="installing-the-library" class="_font-semibold _tracking-tight _text-slate-900 dark:_text-slate-100 _mt-10 _border-b _pb-1 _text-3xl _border-neutral-200/70 contrast-more:_border-neutral-400 dark:_border-primary-100/10 contrast-more:dark:_border-neutral-400">Installing the Library<a href="#installing-the-library" class="nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h2> <p class="[&:not(:first-child)]:_mt-6 _leading-7">You can get the library using <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://pypi.org/project/pip/" target="_blank" rel="noreferrer">pip</a>.</p> <div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># install the Mixpanel module</span></span> <span><span style="--shiki-light:#6F42C1;--shiki-dark:#B392F0">pip</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> install</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> mixpanel</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div> <p class="[&:not(:first-child)]:_mt-6 _leading-7">Once the library is installed, import the Mixpanel object from the module, then initialize the object using <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://docs.mixpanel.com/docs/orgs-and-projects/managing-projects#find-your-project-tokens" target="_blank" rel="noreferrer">your project token</a>.</p> <div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># import Mixpanel object from the module</span></span> <span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">from</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> mixpanel </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">import</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># initialize Mixpanel</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">"YOUR_PROJECT_TOKEN"</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div> <h3 id="library-configuration" class="_font-semibold _tracking-tight _text-slate-900 dark:_text-slate-100 _mt-8 _text-2xl">Library Configuration<a href="#library-configuration" class="nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3> <p class="[&:not(:first-child)]:_mt-6 _leading-7">The Mixpanel instance can be customized with different configurations using a custom <code class="nextra-code" dir="ltr">consumer</code>. Learn more about the consumer and the available parameters <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://mixpanel.github.io/mixpanel-python/#built-in-consumers" target="_blank" rel="noreferrer">here</a>.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Example Usage</strong></p> <div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># initialize Mixpanel</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> mixpanel.Mixpanel(</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> "YOUR_PROJECT_TOKEN"</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # use custom consumer where retry limit is set to 2</span></span> <span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70"> consumer</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mixpanel.Consumer(</span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">retry_limit</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">2</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">),</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div> <h2 id="sending-events" class="_font-semibold _tracking-tight _text-slate-900 dark:_text-slate-100 _mt-10 _border-b _pb-1 _text-3xl _border-neutral-200/70 contrast-more:_border-neutral-400 dark:_border-primary-100/10 contrast-more:dark:_border-neutral-400">Sending Events<a href="#sending-events" class="nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h2> <p class="[&:not(:first-child)]:_mt-6 _leading-7">Use <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="http://mixpanel.github.io/mixpanel-python/#mixpanel.Mixpanel.track" target="_blank" rel="noreferrer"><code class="nextra-code" dir="ltr">track()</code></a> to send an event by providing the distinct_id, event name, and any event properties. This will trigger a request to the <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://developer.mixpanel.com/reference/track-event" target="_blank" rel="noreferrer">/track API endpoint</a> to ingest the event into your project.</p> <div class="nextra-callout _overflow-x-auto _mt-6 _flex _rounded-lg _border _py-2 ltr:_pr-4 rtl:_pl-4 contrast-more:_border-current contrast-more:dark:_border-current _border-blue-200 _bg-blue-100 _text-blue-900 dark:_border-blue-200/30 dark:_bg-blue-900/30 dark:_text-blue-200"><div class="_select-none _text-xl ltr:_pl-3 ltr:_pr-2 rtl:_pr-3 rtl:_pl-2" style="font-family:"Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol""><svg viewBox="0 0 20 20" fill="currentColor" width="20" height="20" class="_mt-1"><path fill-rule="evenodd" clip-rule="evenodd" d="M18 10a8 8 0 11-16 0 8 8 0 0116 0zm-7-4a1 1 0 11-2 0 1 1 0 012 0zM9 9a1 1 0 000 2v3a1 1 0 001 1h1a1 1 0 100-2v-3a1 1 0 00-1-1H9z"></path></svg></div><div class="_w-full _min-w-0 _leading-7"><p class="[&:not(:first-child)]:_mt-6 _leading-7">The <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://developer.mixpanel.com/reference/track-event" target="_blank" rel="noreferrer">/track endpoint</a> will only validate events with timestamps within the last 5 days of the request. Events with timestamps older than 5 days will not be ingested. See below on best practices for historical imports.</p></div></div> <p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Example Usage</strong></p> <div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># import Mixpanel</span></span> <span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">from</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> mixpanel </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">import</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># initialize Mixpanel</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'YOUR_PROJECT_TOKEN'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># Track 'some_event' with "plan" event prop</span></span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># With distinct_id set to '12345'</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.track(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'12345'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'some_event'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'plan'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'premium'</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div> <p class="[&:not(:first-child)]:_mt-6 _leading-7">Mixpanel determines default geolocation data (<code class="nextra-code" dir="ltr">$city</code>, <code class="nextra-code" dir="ltr">$region</code>, <code class="nextra-code" dir="ltr">mp_country_code</code>) using the IP address on the incoming request. As all server-side calls will likely originate from the same IP (that is, the IP of your server), this can have the unintended effect of setting the location of all of your users to the location of your data center. <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="/docs/tracking-best-practices/geolocation">Learn more about best practices for geolocation.</a>.</p> <h3 id="importing-historical-events" class="_font-semibold _tracking-tight _text-slate-900 dark:_text-slate-100 _mt-8 _text-2xl">Importing Historical Events<a href="#importing-historical-events" class="nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3> <p class="[&:not(:first-child)]:_mt-6 _leading-7">The <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="http://mixpanel.github.io/mixpanel-python/#mixpanel.Mixpanel.track" target="_blank" rel="noreferrer"><code class="nextra-code" dir="ltr">track()</code></a> function is designed for real-time tracking in a server-side environment and will trigger request to the <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://developer.mixpanel.com/reference/track-event" target="_blank" rel="noreferrer">/track API endpoint</a>, which will validate for events with a time stamp that is within the last 5 days of the request. <strong>Events older than 5 days will not be ingested.</strong></p> <p class="[&:not(:first-child)]:_mt-6 _leading-7">Use the <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://mixpanel.github.io/mixpanel-python/#mixpanel.Mixpanel.import_data" target="_blank" rel="noreferrer"><code class="nextra-code" dir="ltr">import_data()</code></a> function to import events that occured more than 5 days in the past. The <code class="nextra-code" dir="ltr">import_data()</code> function is based on the <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://developer.mixpanel.com/reference/import-events" target="_blank" rel="noreferrer">/import API endpoint</a>.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Example Usage</strong></p> <div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># initialize Mixpanel</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'YOUR_PROJECT_TOKEN'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># import event that is old</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.import_data(</span></span> <span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70"> api_key</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">''</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># deprecated but required</span></span> <span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70"> distinct_id</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'sample_distinct_id'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span></span> <span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70"> event_name</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'some_event'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70"> timestamp</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">1634528073</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70"> properties</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> =</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'some_property'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'some value'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span> <span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70"> api_secret</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> =</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'project_api_secret'</span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # used to authenticate request</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> )</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div> <p class="[&:not(:first-child)]:_mt-6 _leading-7">You can also use the <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://github.com/mixpanel/mixpanel-utils" target="_blank" rel="noreferrer">mp-utils python module</a> designed for scripting.</p> <h2 id="managing-user-identity" class="_font-semibold _tracking-tight _text-slate-900 dark:_text-slate-100 _mt-10 _border-b _pb-1 _text-3xl _border-neutral-200/70 contrast-more:_border-neutral-400 dark:_border-primary-100/10 contrast-more:dark:_border-neutral-400">Managing User Identity<a href="#managing-user-identity" class="nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h2> <p class="[&:not(:first-child)]:_mt-6 _leading-7">Since the Python SDK is a server-side library, IDs are not generated by the SDK. Instead, you will need to generate and manage the distinct_id yourself and include it in your events and profile data.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7">Learn more about <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="/docs/tracking-methods/id-management/identifying-users-simplified#server-side-identity-management">server-side identity management</a>.</p> <h2 id="storing-user-profiles" class="_font-semibold _tracking-tight _text-slate-900 dark:_text-slate-100 _mt-10 _border-b _pb-1 _text-3xl _border-neutral-200/70 contrast-more:_border-neutral-400 dark:_border-primary-100/10 contrast-more:dark:_border-neutral-400">Storing User Profiles<a href="#storing-user-profiles" class="nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h2> <p class="[&:not(:first-child)]:_mt-6 _leading-7">Create <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="/docs/data-structure/user-profiles">user profiles</a> by setting profile properties to describe them. Example profile properties include “name”, “email”, “company”, and any other demographic details about the user.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7">The Python SDK provides a few functions for setting profile properties, which will trigger requests to the <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://developer.mixpanel.com/reference/profile-set" target="_blank" rel="noreferrer">/engage API endpoint</a>.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7">Mixpanel determines default geolocation data (<code class="nextra-code" dir="ltr">$city</code>, <code class="nextra-code" dir="ltr">$region</code>, <code class="nextra-code" dir="ltr">mp_country_code</code>) using the IP address on the incoming request. As all server-side calls will likely originate from the same IP (that is, the IP of your server), this can have the unintended effect of setting the location of all of your users to the location of your data center. <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="/docs/tracking-best-practices/geolocation">Learn more about best practices for geolocation.</a>.</p> <h3 id="setting-profile-properties" class="_font-semibold _tracking-tight _text-slate-900 dark:_text-slate-100 _mt-8 _text-2xl">Setting Profile Properties<a href="#setting-profile-properties" class="nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3> <p class="[&:not(:first-child)]:_mt-6 _leading-7">Set profile properties on a user profile by calling the <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://mixpanel.github.io/mixpanel-python/#mixpanel.Mixpanel.people_set" target="_blank" rel="noreferrer"><code class="nextra-code" dir="ltr">people_set()</code></a> method.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7">If a profile property already exist, if will be overwritten with the latest value provided in the method. If a profile property does not exist, it will be added to the profile.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Example Usage</strong></p> <div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># initialize Mixpanel</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'YOUR_PROJECT_TOKEN'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># create a user profile with name and email props</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.people_set(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'sample_distinct_id'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'name'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> : </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'sam'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> '$email'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> : </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'sam@example.com'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">meta</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> =</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> '$ignore_time'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> : </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">True</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># do not update $last_seen</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> '$ip'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> : </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}) </span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># do not update geolocation</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># update name property with new value</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.people_set(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'sample_distinct_id'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'name'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> : </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'samantha'</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">meta</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> =</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'$ignore_time'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> : </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">True</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'$ip'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> : </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div> <h3 id="other-types-of-profile-updates" class="_font-semibold _tracking-tight _text-slate-900 dark:_text-slate-100 _mt-8 _text-2xl">Other Types of Profile Updates<a href="#other-types-of-profile-updates" class="nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3> <p class="[&:not(:first-child)]:_mt-6 _leading-7">There are a few other methods for setting profile properties. See a complete reference of the available methods <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://mixpanel.github.io/mixpanel-python" target="_blank" rel="noreferrer">here</a>.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7">A few commonly used people methods are highlighted below:</p> <button type="button" aria-hidden="true" style="position:fixed;top:1px;left:1px;width:1px;height:0;padding:0;margin:-1px;overflow:hidden;clip:rect(0, 0, 0, 0);white-space:nowrap;border-width:0"></button><div tabindex="-1"><div class="nextra-scrollbar _overflow-x-auto _overscroll-x-contain _overflow-y-hidden _mt-4 _flex _w-full _gap-2 _border-b _border-gray-200 _pb-px dark:_border-neutral-800 nextra-focus" role="tablist" aria-orientation="horizontal"><button class="_outline-none _whitespace-nowrap _rounded-t _p-2 _font-medium _leading-5 _transition-colors _-mb-0.5 _select-none _border-b-2 _border-current _text-primary-600" id="headlessui-tabs-tab-:R2p8kqb6:" role="tab" type="button" aria-selected="true" tabindex="0" data-headlessui-state="selected" data-selected="">people_set_once()</button><button class="_whitespace-nowrap _rounded-t _p-2 _font-medium _leading-5 _transition-colors _-mb-0.5 _select-none _border-b-2 _border-transparent _text-gray-600 dark:_text-gray-200" id="headlessui-tabs-tab-:R4p8kqb6:" role="tab" type="button" aria-selected="false" tabindex="-1" data-headlessui-state="">people_append()</button><button class="_whitespace-nowrap _rounded-t _p-2 _font-medium _leading-5 _transition-colors _-mb-0.5 _select-none _border-b-2 _border-transparent _text-gray-600 dark:_text-gray-200" id="headlessui-tabs-tab-:R6p8kqb6:" role="tab" type="button" aria-selected="false" tabindex="-1" data-headlessui-state="">people_union()</button><button class="_whitespace-nowrap _rounded-t _p-2 _font-medium _leading-5 _transition-colors _-mb-0.5 _select-none _border-b-2 _border-transparent _text-gray-600 dark:_text-gray-200" id="headlessui-tabs-tab-:R8p8kqb6:" role="tab" type="button" aria-selected="false" tabindex="-1" data-headlessui-state="">people_increment()</button></div><div><div class="_rounded _mt-6" id="headlessui-tabs-panel-:R398kqb6:" role="tabpanel" tabindex="0" data-headlessui-state="selected" data-selected=""><p class="[&:not(:first-child)]:_mt-6 _leading-7">The <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://mixpanel.github.io/mixpanel-python/#mixpanel.Mixpanel.people_set_once" target="_blank" rel="noreferrer"><code class="nextra-code" dir="ltr">people_set_once()</code></a> method set profile properties only if they do not exist yet. If it is setting a profile property that already exists, it will be ignored.</p><p class="[&:not(:first-child)]:_mt-6 _leading-7">Use this method if you want to set profile properties without the risk of overwriting existing data.</p><p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Example Usage</strong></p><div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'YOUR_PROJECT_TOKEN'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># set profile properties for user "1234"</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.people_set(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'1234'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'name'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'sam'</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">meta</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">{</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'$ip'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># will be ignored since "name" already exists</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.people_set_once(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'1234'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'name'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'samantha'</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">meta</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">{</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'$ip'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># set "location" user prop since it does not exist</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.people_set_once(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'1234'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'location'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'us'</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">meta</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">{</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'$ip'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div></div><div class="_rounded _mt-6" id="headlessui-tabs-panel-:R598kqb6:" role="tabpanel" tabindex="-1" hidden="" style="display:none" data-headlessui-state=""><p class="[&:not(:first-child)]:_mt-6 _leading-7">The <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://mixpanel.github.io/mixpanel-python/#mixpanel.Mixpanel.people_append" target="_blank" rel="noreferrer"><code class="nextra-code" dir="ltr">people_append()</code></a> method append values to a list profile property.</p><p class="[&:not(:first-child)]:_mt-6 _leading-7">Use this method to add additional values to an existing list property instead of redefining the entire list.</p><p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Example Usage</strong></p><div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'YOUR_PROJECT_TOKEN'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># set profile properties for user "1234"</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.people_set(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'1234'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'name'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'sam'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'roles'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'sales'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'engineer'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">]</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">meta</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">{</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'$ip'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># add "legal" to "roles" </span></span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># new role values are ['sales','engineer','legal']</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.people_append(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'1234'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'roles'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'legal'</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">meta</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">{</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'$ip'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># .append() allows duplicates</span></span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># new "roles" values are ['sales','engineer','legal', 'legal']</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.people_append(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'1234'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'roles'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'legal'</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">meta</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">{</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'$ip'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div></div><div class="_rounded _mt-6" id="headlessui-tabs-panel-:R798kqb6:" role="tabpanel" tabindex="-1" hidden="" style="display:none" data-headlessui-state=""><p class="[&:not(:first-child)]:_mt-6 _leading-7">The <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://mixpanel.github.io/mixpanel-python/#mixpanel.Mixpanel.people_union" target="_blank" rel="noreferrer"><code class="nextra-code" dir="ltr">people_union()</code></a> method append new values to a list property, excluding duplicates.</p><p class="[&:not(:first-child)]:_mt-6 _leading-7">Use this method to create a list profile property that only contains unique values without duplicates.</p><p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Example Usage</strong></p><div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'YOUR_PROJECT_TOKEN'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># set profile properties for user "1234"</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.people_set(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'1234'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'name'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'sam'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'roles'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'sales'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'engineer'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">]</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">meta</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">{</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'$ip'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># "engineer" ignored since it already exists</span></span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># append "legal" to "roles"</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.people_union(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'1234'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'roles'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'engineer'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'legal'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">]</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">meta</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">{</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'$ip'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div></div><div class="_rounded _mt-6" id="headlessui-tabs-panel-:R998kqb6:" role="tabpanel" tabindex="-1" hidden="" style="display:none" data-headlessui-state=""><p class="[&:not(:first-child)]:_mt-6 _leading-7">The <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://mixpanel.github.io/mixpanel-python/#mixpanel.Mixpanel.people_increment" target="_blank" rel="noreferrer"><code class="nextra-code" dir="ltr">people_increment()</code></a> method increments a numeric property by a whole number.</p><p class="[&:not(:first-child)]:_mt-6 _leading-7">Use this method to add to or subtract from your numeric property based on its current value.</p><p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Example Usage</strong></p><div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'YOUR_PROJECT_TOKEN'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># set profile properties for user "1234"</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.people_set(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'1234'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'name'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'sam'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'age'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">25</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">meta</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">{</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'$ip'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># increment "age" by 2</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.people_increment(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'1234'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'age'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">2</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># use negative number to decrement</span></span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># decrement "age" by 5</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.people_increment(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'1234'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'age'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">5</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span><span style="--shiki-light:#B31D28;--shiki-light-font-style:italic;--shiki-dark:#FDAEB7;--shiki-dark-font-style:italic">;</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div></div></div></div> <h2 id="group-analytics" class="_font-semibold _tracking-tight _text-slate-900 dark:_text-slate-100 _mt-10 _border-b _pb-1 _text-3xl _border-neutral-200/70 contrast-more:_border-neutral-400 dark:_border-primary-100/10 contrast-more:dark:_border-neutral-400">Group Analytics<a href="#group-analytics" class="nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h2> <div class="nextra-callout _overflow-x-auto _mt-6 _flex _rounded-lg _border _py-2 ltr:_pr-4 rtl:_pl-4 contrast-more:_border-current contrast-more:dark:_border-current _border-blue-200 _bg-blue-100 _text-blue-900 dark:_border-blue-200/30 dark:_bg-blue-900/30 dark:_text-blue-200"><div class="_select-none _text-xl ltr:_pl-3 ltr:_pr-2 rtl:_pr-3 rtl:_pl-2" style="font-family:"Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol""><svg viewBox="0 0 20 20" fill="currentColor" width="20" height="20" class="_mt-1"><path fill-rule="evenodd" clip-rule="evenodd" d="M18 10a8 8 0 11-16 0 8 8 0 0116 0zm-7-4a1 1 0 11-2 0 1 1 0 012 0zM9 9a1 1 0 000 2v3a1 1 0 001 1h1a1 1 0 100-2v-3a1 1 0 00-1-1H9z"></path></svg></div><div class="_w-full _min-w-0 _leading-7"><p class="[&:not(:first-child)]:_mt-6 _leading-7">Read more about <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="/docs/data-structure/group-analytics">Group Analytics</a> before proceeding. You will need to have the <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="/docs/data-structure/group-analytics#group-keys-in-project-settings">group key defined in your project settings</a> first.</p></div></div> <p class="[&:not(:first-child)]:_mt-6 _leading-7">Mixpanel Group Analytics is a paid add-on that allows behavioral data analysis by selected groups, as opposed to individual users.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7">A group is identified by the <code class="nextra-code" dir="ltr">group_key</code> and <code class="nextra-code" dir="ltr">group_id</code>.</p> <ul class="[:is(ol,ul)_&]:_my-3 [&:not(:first-child)]:_mt-6 _list-disc ltr:_ml-6 rtl:_mr-6"> <li class="_my-2"><code class="nextra-code" dir="ltr">group_key</code> is the event property that connects event data to a group. (e.g. <code class="nextra-code" dir="ltr">company</code>)</li> <li class="_my-2"><code class="nextra-code" dir="ltr">group_id</code> is the identifier for a specific group. (e.g. <code class="nextra-code" dir="ltr">mixpanel</code>,<code class="nextra-code" dir="ltr">company_a</code>,<code class="nextra-code" dir="ltr">company_b</code>, etc.)</li> </ul> <h3 id="sending-group-identifiers-with-events" class="_font-semibold _tracking-tight _text-slate-900 dark:_text-slate-100 _mt-8 _text-2xl">Sending Group Identifiers With Events<a href="#sending-group-identifiers-with-events" class="nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3> <p class="[&:not(:first-child)]:_mt-6 _leading-7"><a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="/docs/data-structure/group-analytics#group-keys-tracked-as-event-properties">All events must have the group key as an event property in order to be attributed to a group</a>. Without the group key, an event cannot be attributed to a group.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7">To send group identifiers with your events, set the <code class="nextra-code" dir="ltr">group_key</code> as an event property with the <code class="nextra-code" dir="ltr">group_id</code> as the value.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Example Usage</strong></p> <div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'YOUR_PROJECT_TOKEN'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># track "some_event" with a "distinct_id"</span></span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># event is attributed to the "mixpanel" company group</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.track(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'sample_distinct_id'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'some_event'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'Plan Type'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> : </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'Premium'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'company'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> : </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'mixpanel'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div> <p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Multiple Groups</strong></p> <p class="[&:not(:first-child)]:_mt-6 _leading-7"><a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="/docs/data-structure/group-analytics#attribute-events-to-multiple-groups">An event can be attributed to multiple groups</a> by passing in the <code class="nextra-code" dir="ltr">group_key</code> value as a list of multiple <code class="nextra-code" dir="ltr">group_id</code> values.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Example Usage</strong></p> <div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'YOUR_PROJECT_TOKEN'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># track "some_event" with a "distinct_id"</span></span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># event is attributed to 2 comapny groups: "mp-us" and "mp-eu"</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.track(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'sample_distinct_id'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'some_event'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'Plan Type'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> : </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'Premium'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'company'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> : [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'mp-us'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'mp-eu'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">]})</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div> <h3 id="adding-group-identifiers-to-user-profiles" class="_font-semibold _tracking-tight _text-slate-900 dark:_text-slate-100 _mt-8 _text-2xl">Adding Group Identifiers to User Profiles<a href="#adding-group-identifiers-to-user-profiles" class="nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3> <p class="[&:not(:first-child)]:_mt-6 _leading-7">To connect group information to a user profile, include the <code class="nextra-code" dir="ltr">group_key</code> and <code class="nextra-code" dir="ltr">group_id</code> as a user profile property using the <code class="nextra-code" dir="ltr">people_set()</code> call.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Example Usage</strong></p> <div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># initialize Mixpanel</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'YOUR_PROJECT_TOKEN'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># set group key "company" as a user prop</span></span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># with group id "mixpanel" as value</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.people_set(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'sample_distinct_id'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'name'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> : </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'sam'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'company'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> : </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'mixpanel'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">meta</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> =</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'$ignore_time'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> : </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">True</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'$ip'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> : </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div> <h3 id="setting-group-profile-properties" class="_font-semibold _tracking-tight _text-slate-900 dark:_text-slate-100 _mt-8 _text-2xl">Setting Group Profile Properties<a href="#setting-group-profile-properties" class="nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3> <p class="[&:not(:first-child)]:_mt-6 _leading-7">Create a group profile by setting group properties, similar to a user profile. For example, you may want to describe a company group with properties such as “ARR”, “employee_count”, and “subscription”.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7">To set group profile properties, use the <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://mixpanel.github.io/mixpanel-python/#mixpanel.Mixpanel.group_set" target="_blank" rel="noreferrer"><code class="nextra-code" dir="ltr">group_set()</code></a> function, which will trigger a request to the <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://developer.mixpanel.com/reference/group-set-property" target="_blank" rel="noreferrer">/groups API endpoint</a>.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Example Usage</strong></p> <div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'YOUR_PROJECT_TOKEN'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># create group profile for the "mixpanel" company group</span></span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># set "Company Type" and "$name" group profile properties</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.group_set(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'company'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'mixpanel'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'Company Type'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'Analytics'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> '$name'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'Mixpanel'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div> <h3 id="other-group-profile-methods" class="_font-semibold _tracking-tight _text-slate-900 dark:_text-slate-100 _mt-8 _text-2xl">Other Group Profile Methods<a href="#other-group-profile-methods" class="nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3> <p class="[&:not(:first-child)]:_mt-6 _leading-7">See all of the methods under the Group class <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://mixpanel.github.io/mixpanel-python/" target="_blank" rel="noreferrer">here</a>.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7">A few commonly used group methods are highlighted below:</p> <button type="button" aria-hidden="true" style="position:fixed;top:1px;left:1px;width:1px;height:0;padding:0;margin:-1px;overflow:hidden;clip:rect(0, 0, 0, 0);white-space:nowrap;border-width:0"></button><div tabindex="-1"><div class="nextra-scrollbar _overflow-x-auto _overscroll-x-contain _overflow-y-hidden _mt-4 _flex _w-full _gap-2 _border-b _border-gray-200 _pb-px dark:_border-neutral-800 nextra-focus" role="tablist" aria-orientation="horizontal"><button class="_outline-none _whitespace-nowrap _rounded-t _p-2 _font-medium _leading-5 _transition-colors _-mb-0.5 _select-none _border-b-2 _border-current _text-primary-600" id="headlessui-tabs-tab-:R2q3kqb6:" role="tab" type="button" aria-selected="true" tabindex="0" data-headlessui-state="selected" data-selected="">group_set_once()</button><button class="_whitespace-nowrap _rounded-t _p-2 _font-medium _leading-5 _transition-colors _-mb-0.5 _select-none _border-b-2 _border-transparent _text-gray-600 dark:_text-gray-200" id="headlessui-tabs-tab-:R4q3kqb6:" role="tab" type="button" aria-selected="false" tabindex="-1" data-headlessui-state="">group_unset()</button><button class="_whitespace-nowrap _rounded-t _p-2 _font-medium _leading-5 _transition-colors _-mb-0.5 _select-none _border-b-2 _border-transparent _text-gray-600 dark:_text-gray-200" id="headlessui-tabs-tab-:R6q3kqb6:" role="tab" type="button" aria-selected="false" tabindex="-1" data-headlessui-state="">group_union()</button><button class="_whitespace-nowrap _rounded-t _p-2 _font-medium _leading-5 _transition-colors _-mb-0.5 _select-none _border-b-2 _border-transparent _text-gray-600 dark:_text-gray-200" id="headlessui-tabs-tab-:R8q3kqb6:" role="tab" type="button" aria-selected="false" tabindex="-1" data-headlessui-state="">group_remove()</button></div><div><div class="_rounded _mt-6" id="headlessui-tabs-panel-:R3a3kqb6:" role="tabpanel" tabindex="0" data-headlessui-state="selected" data-selected=""><p class="[&:not(:first-child)]:_mt-6 _leading-7">The <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://mixpanel.github.io/mixpanel-python/#mixpanel.Mixpanel.group_set" target="_blank" rel="noreferrer"><code class="nextra-code" dir="ltr">group_set_once()</code></a> method set group profile properties only if they do not exist yet. If it is setting a profile property that already exists, it will be ignored.</p><p class="[&:not(:first-child)]:_mt-6 _leading-7">Use this method if you want to set group profile properties without the risk of overwriting existing data.</p><p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Example Usage</strong></p><div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'YOUR_PROJECT_TOKEN'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># set group profile for "mixpanel" company group</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.group_set(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'company'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'mixpanel'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'name'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'Mixpanel'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'employee_count'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">100</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># ignored since "name" is already exists</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.group_set_once(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'company'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'mixpanel'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'name'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'mp-us'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># set "location" group prop since it does not exist</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.group_set_once(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'company'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'mixpanel'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'location'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'us'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div></div><div class="_rounded _mt-6" id="headlessui-tabs-panel-:R5a3kqb6:" role="tabpanel" tabindex="-1" hidden="" style="display:none" data-headlessui-state=""><p class="[&:not(:first-child)]:_mt-6 _leading-7">The <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://mixpanel.github.io/mixpanel-python/#mixpanel.Mixpanel.group_unset" target="_blank" rel="noreferrer"><code class="nextra-code" dir="ltr">group_unset()</code></a> method removes a group property from a group profile.</p><p class="[&:not(:first-child)]:_mt-6 _leading-7">Use this method to delete unwanted group profile properties from a specific group profile.</p><p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Example Usage</strong></p><div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'YOUR_PROJECT_TOKEN'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># set group profile for the "mixpanel" company group</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.group_set(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'company'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'mixpanel'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'name'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'Mixpanel'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'employee_count'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">100</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># delete "employee_count" from the group profile</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.group_unset(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'company'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'mixpanel'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, [</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'employee_count'</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">])</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># only "name" remains as a group prop</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div></div><div class="_rounded _mt-6" id="headlessui-tabs-panel-:R7a3kqb6:" role="tabpanel" tabindex="-1" hidden="" style="display:none" data-headlessui-state=""><p class="[&:not(:first-child)]:_mt-6 _leading-7">The <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://mixpanel.github.io/mixpanel-python/#mixpanel.Mixpanel.group_union" target="_blank" rel="noreferrer"><code class="nextra-code" dir="ltr">group_union()</code></a> method append new values to a list property, excluding duplicates.</p><p class="[&:not(:first-child)]:_mt-6 _leading-7">Use this method to create a list group profile property that only contains unique values without duplicates.</p><p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Example Usage</strong></p><div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'YOUR_PROJECT_TOKEN'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># set group profile for the "mixpanel" company group</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.group_set(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'company'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'mixpanel'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'name'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'Mixpanel'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'features'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'reports'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'alerts'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'cohorts'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">]</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># add "data pipeline" to "features" prop</span></span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># ignore "alert" since it is a duplicate value</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.group_union(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'company'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'mixpanel'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'features'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'data pipeline'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'alerts'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">]</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div></div><div class="_rounded _mt-6" id="headlessui-tabs-panel-:R9a3kqb6:" role="tabpanel" tabindex="-1" hidden="" style="display:none" data-headlessui-state=""><p class="[&:not(:first-child)]:_mt-6 _leading-7">The <a class="nextra-focus _text-primary-600 _underline _decoration-from-font [text-underline-position:from-font]" href="https://mixpanel.github.io/mixpanel-python/#mixpanel.Mixpanel.group_remove" target="_blank" rel="noreferrer"><code class="nextra-code" dir="ltr">group_remove()</code></a> method removes a value from a list-valued group profile property.</p><p class="[&:not(:first-child)]:_mt-6 _leading-7">Use this method to remove specific values from a list without affecting all of the other values in the list.</p><p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Example Usage</strong></p><div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'YOUR_PROJECT_TOKEN'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># set group profile for the "mixpanel" company group</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.group_set(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'company'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'mixpanel'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'name'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'Mixpanel'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'features'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'reports'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'alerts'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'cohorts'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">]</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># remove "alerts" from "features"</span></span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># "features" now contain ["reports","cohorts"]</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mixpanel.group_remove(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'company'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'mixpanel'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'features'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'alerts'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">]</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div></div></div></div> <h2 id="privacy-friendly-tracking" class="_font-semibold _tracking-tight _text-slate-900 dark:_text-slate-100 _mt-10 _border-b _pb-1 _text-3xl _border-neutral-200/70 contrast-more:_border-neutral-400 dark:_border-primary-100/10 contrast-more:dark:_border-neutral-400">Privacy-Friendly Tracking<a href="#privacy-friendly-tracking" class="nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h2> <p class="[&:not(:first-child)]:_mt-6 _leading-7">You have control over the data you send to Mixpanel. The Python SDK have a few configurations to help you protect user data.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7">Since this is a server-side tracking library where you have control of the servers, your server is responsible for determining whether to send data about a particular user or not.</p> <h3 id="eu-data-residency" class="_font-semibold _tracking-tight _text-slate-900 dark:_text-slate-100 _mt-8 _text-2xl">EU Data Residency<a href="#eu-data-residency" class="nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3> <p class="[&:not(:first-child)]:_mt-6 _leading-7">Route data to Mixpanel’s EU servers by using a custom <code class="nextra-code" dir="ltr">Consumer</code> with an <code class="nextra-code" dir="ltr">api_host</code> set to the EU domain.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Example Usage</strong></p> <div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">from</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> mixpanel </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">import</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># use custom consumer with URLs set to Mixpanel's EU domain</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp_eu </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel(</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> "YOUR_PROJECT_TOKEN"</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70"> consumer</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mixpanel.Consumer(</span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">api_host</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">"api-eu.mixpanel.com"</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">),</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div> <h3 id="india-data-residency" class="_font-semibold _tracking-tight _text-slate-900 dark:_text-slate-100 _mt-8 _text-2xl">India Data Residency<a href="#india-data-residency" class="nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3> <p class="[&:not(:first-child)]:_mt-6 _leading-7">Route data to Mixpanel’s India servers by using a custom <code class="nextra-code" dir="ltr">Consumer</code> with an <code class="nextra-code" dir="ltr">api_host</code> set to the India domain.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Example Usage</strong></p> <div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">from</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> mixpanel </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">import</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># use custom consumer with URLs set to Mixpanel's India domain</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp_in </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel(</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> "YOUR_PROJECT_TOKEN"</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70"> consumer</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mixpanel.Consumer(</span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">api_host</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">"api-in.mixpanel.com"</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">),</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" height="16" class="nextra-copy-icon"><rect x="9" y="9" width="13" height="13" rx="2"></rect><path d="M5 15H4C2.89543 15 2 14.1046 2 13V4C2 2.89543 2.89543 2 4 2H13C14.1046 2 15 2.89543 15 4V5"></path></svg></button></div></div> <h3 id="disable-geolocation" class="_font-semibold _tracking-tight _text-slate-900 dark:_text-slate-100 _mt-8 _text-2xl">Disable Geolocation<a href="#disable-geolocation" class="nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3> <p class="[&:not(:first-child)]:_mt-6 _leading-7">The Python SDK parse the request IP address to generate geolocation properties for events and profiles. You may want to disable them to prevent the unintentional setting of your data’s geolocation to the location of your server that is sending the request, or to prevent geolocation data from being tracked entirely.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7">To disable geolocation, set the <code class="nextra-code" dir="ltr">$ip</code> of your events to <code class="nextra-code" dir="ltr">0</code> and the <code class="nextra-code" dir="ltr">ip</code> of your profile updates to <code class="nextra-code" dir="ltr">0</code> using the <code class="nextra-code" dir="ltr">meta</code> argument.</p> <p class="[&:not(:first-child)]:_mt-6 _leading-7"><strong>Example Usage</strong></p> <div class="nextra-code _relative [&:not(:first-child)]:_mt-6"><pre class="nextra-focus _overflow-x-auto _subpixel-antialiased _text-[.9em] _bg-white dark:_bg-black _py-4 _ring-1 _ring-inset _ring-gray-300 dark:_ring-neutral-700 contrast-more:_ring-gray-900 contrast-more:dark:_ring-gray-50 contrast-more:_contrast-150 _rounded-md" tabindex="0"><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mixpanel(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'YOUR_PROJECT_TOKEN'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># disable geolocation on events</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.track(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'sample_distinct_id'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'some_event'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'some_property'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'some_value'</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">meta</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">{</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'ip'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">})</span></span> <span> </span> <span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># disable geolocation on profile updates</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mp.people_set(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'sample_distinct_id'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, {</span></span> <span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> 'name'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> : </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'sam'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span> <span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">meta</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> =</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">'$ip'</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> : </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}) </span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"># do not update geolocation</span></span> <span> </span></code></pre><div class="_opacity-0 _transition [div:hover>&]:_opacity-100 focus-within:_opacity-100 _flex _gap-1 _absolute _right-4 _top-2"><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5 md:_hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="16"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button><button class="_transition _border _border-gray-300 dark:_border-neutral-700 contrast-more:_border-gray-900 contrast-more:dark:_border-gray-50 _rounded-md _p-1.5" title="Copy code" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" 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