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<path d="M14.8586 18.6457C17.6806 18.6457 19.9682 16.3581 19.9682 13.5361C19.9682 10.7142 17.6806 8.42651 14.8586 8.42651C12.0367 8.42651 9.74902 10.7142 9.74902 13.5361C9.74902 16.3581 12.0367 18.6457 14.8586 18.6457Z" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
</svg></div><div class="u-d-block"><div class="nav-dropdown_link-title cc-bold">Cloud-Native Application Protection Platform (CNAPP)</div><div class="nav-dropdown_link-desc">Unified cloud security to protect your cloud, containers, and workloads</div></div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b088:35a52715-7a15-6da5-7e37-9bdba120ebe0" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="35a52715-7a15-6da5-7e37-9bdba120ebe0" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%2235a52715-7a15-6da5-7e37-9bdba120ebd2%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b088%22%7D%5D" href="/ai-workload-security" class="nav-dropdown_link cc-logo w-inline-block"><div class="nav-dropdown_icon w-embed"><svg width="16" height="23" viewBox="0 0 16 23" fill="none" xmlns="http://www.w3.org/2000/svg">
<path fill-rule="evenodd" clip-rule="evenodd" d="M1 8.00868C4.87053 8.00868 8.00869 4.86848 8.00869 1C8.00869 4.87053 11.1489 8.00868 15.0174 8.00868C11.1468 8.00868 8.00869 11.1489 8.00869 15.0174C8.00869 11.1468 4.86848 8.00868 1 8.00868Z" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M1.00098 11.4873C1.00098 15.3578 4.13913 18.496 8.00966 18.496C11.8802 18.496 15.0184 15.3578 15.0184 11.4873" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M1.00098 8.00918V14.9913C1.00098 18.8618 4.13913 22 8.00966 22C11.8802 22 15.0184 18.8618 15.0184 14.9913V7.3075" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M8.00869 15.0174C11.8795 15.0174 15.0174 11.8795 15.0174 8.00868C15.0174 4.13789 11.8795 1 8.00869 1C4.1379 1 1 4.13789 1 8.00868C1 11.8795 4.1379 15.0174 8.00869 15.0174Z" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
</svg></div><div class="u-d-block"><div class="nav-dropdown_link-title cc-bold">AI Workload Security</div><div class="nav-dropdown_link-desc">Detect, prioritize, and remediate active AI risk</div></div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b088:35a52715-7a15-6da5-7e37-9bdba120ebe7" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="35a52715-7a15-6da5-7e37-9bdba120ebe7" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%2235a52715-7a15-6da5-7e37-9bdba120ebd2%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b088%22%7D%5D" href="/solutions/cloud-detection-and-response-cdr" class="nav-dropdown_link cc-logo w-inline-block"><div class="nav-dropdown_icon w-embed"><svg width="31" height="20" viewBox="0 0 31 20" fill="none" xmlns="http://www.w3.org/2000/svg">
<path d="M7.26719 6.46997C3.80726 6.46997 1 9.2745 1 12.7372C1 16.1998 3.80453 19.0043 7.26719 19.0043C8.67901 19.0043 9.97887 18.5374 11.0275 17.7509" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M24.6406 9.15173C27.3523 9.15173 29.5506 11.35 29.5506 14.0617C29.5506 16.7734 27.3523 18.9717 24.6406 18.9717C23.1578 18.9717 21.8252 18.3136 20.9268 17.2731" stroke="white" stroke-width="1.25" stroke-miterlimit="10" stroke-linecap="round"/>
<path d="M24.6401 19.0018H7.40332" stroke="white" stroke-width="1.25" stroke-miterlimit="10" stroke-linecap="round"/>
<path d="M18.2818 7.19324C16.6898 5.68311 14.1747 5.75138 12.6646 7.34617C11.1544 8.93822 11.2227 11.4533 12.8175 12.9634C14.4123 14.4736 16.9246 14.4053 18.4347 12.8105C18.6122 12.6248 18.7652 12.4255 18.899 12.2152" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M21.7369 3.66778C20.2049 2.19042 18.1486 1.25648 15.8711 1.17456" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M8.14258 15.0307C9.7401 17.4174 12.4627 18.9876 15.5485 18.9876C20.4694 18.9876 24.4564 14.9979 24.4564 10.0798C24.4564 8.96286 24.2516 7.89512 23.8747 6.9093" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M11.0072 2.41467C8.3938 3.9685 6.64062 6.81945 6.64062 10.08" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M24.2492 8.08899C24.3939 8.728 24.4731 9.39431 24.4731 10.077C24.4731 15.0034 20.4779 18.9985 15.5516 18.9985C13.1157 18.9985 10.9092 18.0236 9.30078 16.4425" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M18.3584 7.26969L21.8566 3.77154L23.495 2.13306" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M15.5498 10.0804L18.3598 7.27039" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M6.97754 12.3339C7.199 12.334 7.37891 12.5137 7.37891 12.7352C7.3788 12.9566 7.19893 13.1365 6.97754 13.1366C6.75605 13.1366 6.57628 12.9567 6.57617 12.7352C6.57617 12.5137 6.75598 12.3339 6.97754 12.3339Z" stroke="#BDF78B" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M19.5908 9.27502C19.8123 9.27513 19.9922 9.4549 19.9922 9.67639C19.9921 9.89779 19.8122 10.0776 19.5908 10.0778C19.3693 10.0778 19.1896 9.89785 19.1895 9.67639C19.1895 9.45484 19.3693 9.27502 19.5908 9.27502Z" stroke="#BDF78B" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M13.3682 1.05542C13.5896 1.05553 13.7695 1.2353 13.7695 1.45679C13.7694 1.67818 13.5896 1.85804 13.3682 1.85815C13.1467 1.85815 12.9669 1.67825 12.9668 1.45679C12.9668 1.23523 13.1466 1.05542 13.3682 1.05542Z" stroke="#BDF78B" stroke-linecap="round" stroke-linejoin="round"/>
</svg></div><div class="u-d-block"><div class="nav-dropdown_link-title cc-bold">Cloud Detection &amp; Response (CDR)</div><div class="nav-dropdown_link-desc">Detect, investigate, and respond to threats at cloud speed</div></div></a></div></div></div><div id="w-node-_35a52715-7a15-6da5-7e37-9bdba120ebee-a120ebd2" class="nav-dropdown_col"><div class="nav-dropdown_eyebrow">From Prevention to Detection &amp; Response</div><div class="nav-dropdown_inner"><div class="nav-dropdown_2-col"><div class="nav-dropdown_inner-list"><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b088:35a52715-7a15-6da5-7e37-9bdba120ebf4" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="35a52715-7a15-6da5-7e37-9bdba120ebf4" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%2235a52715-7a15-6da5-7e37-9bdba120ebd2%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b088%22%7D%5D" href="/solutions/cwpp" class="nav-dropdown_link cc-logo w-inline-block"><div class="nav-dropdown_icon w-embed"><svg width="29" height="19" viewBox="0 0 29 19" fill="none" xmlns="http://www.w3.org/2000/svg">
<path d="M6.25852 9.49967C6.25852 8.32964 6.49509 7.21618 6.92194 6.20044C6.91423 6.20044 6.90652 6.20044 6.90137 6.20044C3.64341 6.20044 1 8.84137 1 12.102C1 15.3627 3.64083 18.0036 6.90137 18.0036C8.23079 18.0036 9.45477 17.5639 10.4422 16.8233C7.94022 15.3447 6.26109 12.6189 6.26109 9.50225L6.25852 9.49967Z" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M10.4396 16.8225C11.7047 17.5708 13.1807 18.0028 14.7595 18.0028C19.4549 18.0028 23.2606 14.197 23.2606 9.50139C23.2606 4.80582 19.4549 1 14.7595 1C11.2341 1 8.21015 3.1472 6.92188 6.20472" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M6.91928 6.20044C6.49242 7.21361 6.25586 8.32964 6.25586 9.49968C6.25586 12.6189 7.93498 15.3421 10.437 16.8207" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M23.2637 8.72754C25.8171 8.72754 27.8871 10.7976 27.8871 13.3511C27.8871 15.9046 25.8171 17.9747 23.2637 17.9747C21.8674 17.9747 20.6126 17.3549 19.7666 16.3752" stroke="white" stroke-width="1.25" stroke-miterlimit="10" stroke-linecap="round"/>
<path d="M23.2626 18.0021H7.0293" stroke="white" stroke-width="1.25" stroke-miterlimit="10" stroke-linecap="round"/>
<path d="M12.8018 4.88501C13.3752 5.2013 14.036 5.38131 14.738 5.38131C15.44 5.38131 16.088 5.20645 16.6589 4.89529" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M16.6934 4.87585C17.0482 6.14103 18.0022 7.15421 19.2313 7.58622" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M16.6571 14.1646C16.0863 13.8535 15.4331 13.6786 14.7363 13.6786C14.0394 13.6786 13.3863 13.8535 12.8154 14.1646" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M19.3294 11.4587C18.09 11.8599 17.1129 12.8474 16.7246 14.0945" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M19.2456 7.58582C18.9422 8.14126 18.7725 8.78156 18.7725 9.45787C18.7725 10.1882 18.973 10.8722 19.3202 11.4585" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M12.8129 14.1692C12.4555 12.9323 11.5169 11.9397 10.3135 11.5026" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M10.2568 7.59537C11.4937 7.1685 12.458 6.15276 12.818 4.88501" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M10.3251 11.4641C10.5926 10.9241 10.7443 10.3172 10.7443 9.67434C10.7443 8.93117 10.5437 8.23429 10.1914 7.63513" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M14.5778 10.6853C15.2038 10.6853 15.7113 10.1778 15.7113 9.55171C15.7113 8.92563 15.2038 8.41809 14.5778 8.41809C13.9518 8.41809 13.4443 8.92563 13.4443 9.55171C13.4443 10.1778 13.9518 10.6853 14.5778 10.6853Z" stroke="#BDF78B" stroke-width="1.25" stroke-miterlimit="10" stroke-linecap="round"/>
</svg></div><div class="u-d-block"><div class="nav-dropdown_link-title">Cloud Workload Protection Platform (CWPP)</div></div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b088:35a52715-7a15-6da5-7e37-9bdba120ebf9" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="35a52715-7a15-6da5-7e37-9bdba120ebf9" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%2235a52715-7a15-6da5-7e37-9bdba120ebd2%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b088%22%7D%5D" href="/solutions/vulnerability-management" class="nav-dropdown_link cc-logo w-inline-block"><div class="nav-dropdown_icon w-embed"><svg width="23" height="23" viewBox="0 0 23 23" fill="none" xmlns="http://www.w3.org/2000/svg">
<path d="M17.9082 11.0259C19.9918 11.0259 21.6821 9.35593 21.6821 7.29761" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M21.9753 22.0008C21.9753 19.9171 20.3053 18.2268 18.2471 18.2268" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M22.2975 14.3708H18.6074" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M5.39008 18.2705C3.30645 18.2705 1.61621 19.9405 1.61621 21.9988" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M1.63867 7.29968C1.63867 9.38338 3.30861 11.0737 5.36686 11.0737" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M1 14.9261H4.69012" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M18.5277 14.1857C18.5277 10.3813 15.4441 7.29761 11.6398 7.29761C7.8355 7.29761 4.75195 10.3813 4.75195 14.1857" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M18.5277 14.1837V18.2724H4.75195V14.1837" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M12.3252 13.826V15.4731H10.9497V13.826C10.5512 13.59 10.2822 13.156 10.2822 12.6585C10.2822 11.9098 10.8888 11.3032 11.6375 11.3032C12.3861 11.3032 12.9927 11.9098 12.9927 12.6585C12.9927 13.156 12.7237 13.59 12.3252 13.826Z" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M8.87402 4.0253C8.87402 2.35276 10.2293 1 11.8992 1C13.5691 1 14.9244 2.3553 14.9244 4.0253V7.87798" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
</svg></div><div class="u-d-block"><div class="nav-dropdown_link-title">Vulnerability Management (VM)</div></div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b088:35a52715-7a15-6da5-7e37-9bdba120ebfe" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="35a52715-7a15-6da5-7e37-9bdba120ebfe" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%2235a52715-7a15-6da5-7e37-9bdba120ebd2%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b088%22%7D%5D" href="/solutions/cloud-security-posture-management-cspm" class="nav-dropdown_link cc-logo w-inline-block"><div class="nav-dropdown_icon w-embed"><svg width="22" height="22" viewBox="0 0 22 22" fill="none" xmlns="http://www.w3.org/2000/svg">
<path d="M16.0722 16.0827V20.4409H1V5.89061H5.61181L5.62229 1L16.0722 1V5.89061" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M1 5.82144L5.61181 1" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M15.9027 16.0842C18.7172 16.0842 20.9987 13.8026 20.9987 10.9881C20.9987 8.17367 18.7172 5.89209 15.9027 5.89209C13.0882 5.89209 10.8066 8.17367 10.8066 10.9881C10.8066 13.8026 13.0882 16.0842 15.9027 16.0842Z" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M13.2627 11.4437L15.1535 13.3366L18.1638 9.34741" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
</svg></div><div class="u-d-block"><div class="nav-dropdown_link-title">Cloud Security Posture Management (CSPM)</div></div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b088:35a52715-7a15-6da5-7e37-9bdba120ec03" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="35a52715-7a15-6da5-7e37-9bdba120ec03" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%2235a52715-7a15-6da5-7e37-9bdba120ebd2%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b088%22%7D%5D" href="/solutions/permissions-entitlement-management" class="nav-dropdown_link cc-logo w-inline-block"><div class="nav-dropdown_icon w-embed"><svg width="22" height="28" viewBox="0 0 22 28" fill="none" xmlns="http://www.w3.org/2000/svg">
<path d="M10.5525 10.0503C13.0511 10.0503 15.0777 8.02374 15.0777 5.52516C15.0777 3.02657 13.0511 1 10.5525 1C8.05392 1 6.02734 3.02657 6.02734 5.52516C6.02734 8.02374 8.05392 10.0503 10.5525 10.0503Z" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M17.3171 20.8947H21C21 15.3718 16.5229 10.8947 11 10.8947C5.47711 10.8947 1 15.3718 1 20.8947H4.75636" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M9.57031 7.58484C10.1158 8.13034 10.9948 8.13599 11.5319 7.59614" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M11.0022 26.933C14.3365 26.933 17.0395 24.23 17.0395 20.8957C17.0395 17.5614 14.3365 14.8584 11.0022 14.8584C7.66784 14.8584 4.96484 17.5614 4.96484 20.8957C4.96484 24.23 7.66784 26.933 11.0022 26.933Z" stroke="white" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
<path d="M7.87598 21.4344L10.1174 23.6786L13.6843 18.9528" stroke="#BDF78B" stroke-width="1.25" stroke-linecap="round" stroke-linejoin="round"/>
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how our customers secure and accelerate innovation in the cloud</div></div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b090:663f8574-7f14-b8b5-1f9c-8f9cf298513e" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="663f8574-7f14-b8b5-1f9c-8f9cf298513e" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%22663f8574-7f14-b8b5-1f9c-8f9cf2985131%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b090%22%7D%5D" href="/why-runtime-insights" class="nav-dropdown_link u-mb-sm w-inline-block"><div class="u-d-block"><div class="nav-dropdown_link-title cc-bold">Runtime Insights</div><div class="nav-dropdown_link-desc">Learn how runtime insights powers real-time cloud security</div></div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b090:663f8574-7f14-b8b5-1f9c-8f9cf2985144" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="663f8574-7f14-b8b5-1f9c-8f9cf2985144" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%22663f8574-7f14-b8b5-1f9c-8f9cf2985131%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b090%22%7D%5D" href="/threat-research" class="nav-dropdown_link w-inline-block"><div class="u-d-block"><div class="nav-dropdown_link-title cc-bold">Threat Research Team</div><div class="nav-dropdown_link-desc">Get the latest threat research and security findings</div></div></a></div></div></div><div id="w-node-_663f8574-7f14-b8b5-1f9c-8f9cf298514a-f2985131" class="nav-dropdown_col"><div class="nav-dropdown_eyebrow"><strong>About Sysdig</strong></div><div class="nav-dropdown_inner less-space"><div class="nav-dropdown_inner-list"><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b090:663f8574-7f14-b8b5-1f9c-8f9cf2985150" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="663f8574-7f14-b8b5-1f9c-8f9cf2985150" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%22663f8574-7f14-b8b5-1f9c-8f9cf2985131%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b090%22%7D%5D" href="/about" class="nav-dropdown_link u-mb-xs w-inline-block"><div class="nav-dropdown_link-title">Who We Are</div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b090:663f8574-7f14-b8b5-1f9c-8f9cf2985153" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="663f8574-7f14-b8b5-1f9c-8f9cf2985153" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%22663f8574-7f14-b8b5-1f9c-8f9cf2985131%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b090%22%7D%5D" href="/about#leaders" class="nav-dropdown_link u-mb-xs w-inline-block"><div class="nav-dropdown_link-title">Leadership Team</div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b090:663f8574-7f14-b8b5-1f9c-8f9cf2985156" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="663f8574-7f14-b8b5-1f9c-8f9cf2985156" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%22663f8574-7f14-b8b5-1f9c-8f9cf2985131%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b090%22%7D%5D" href="/newsroom" class="nav-dropdown_link u-mb-xs w-inline-block"><div class="nav-dropdown_link-title">Newsroom</div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b090:b3541e73-37d0-967e-70d4-c16b9588bed9" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="b3541e73-37d0-967e-70d4-c16b9588bed9" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%22663f8574-7f14-b8b5-1f9c-8f9cf2985131%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b090%22%7D%5D" href="/partners" class="nav-dropdown_link u-mb-xs w-inline-block"><div class="nav-dropdown_link-title">Partners</div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b090:a7f098fc-61f7-b4f5-f9da-f315a9609e1a" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="a7f098fc-61f7-b4f5-f9da-f315a9609e1a" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%22663f8574-7f14-b8b5-1f9c-8f9cf2985131%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b090%22%7D%5D" href="/careers" class="nav-dropdown_link u-mb-xs w-inline-block"><div class="nav-dropdown_link-title">Careers</div></a></div></div></div><div class="nav-dropdown_col cc-last"><div class="nav-dropdown_inner"><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b090:663f8574-7f14-b8b5-1f9c-8f9cf2985176" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="663f8574-7f14-b8b5-1f9c-8f9cf2985176" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%22663f8574-7f14-b8b5-1f9c-8f9cf2985131%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b090%22%7D%5D" href="/customers/bigcommerce" class="nav-dropdown_cta w-inline-block"><img sizes="100vw" srcset="https://cdn.prod.website-files.com/681a1c8e5b6ebfc0f8529533/687102cd4bc0bf0f881c3bac_sd-nav-feature-customer-p-500.jpg 500w, https://cdn.prod.website-files.com/681a1c8e5b6ebfc0f8529533/687102cd4bc0bf0f881c3bac_sd-nav-feature-customer.jpg 600w" alt="Customer Spotlight - BigCommerce" src="https://cdn.prod.website-files.com/681a1c8e5b6ebfc0f8529533/687102cd4bc0bf0f881c3bac_sd-nav-feature-customer.jpg" loading="lazy" class="u-border-radius cc-small"/><div><div class="u-font-heading paragraph-sm u-text-weight-600 u-mb-xs u-text-white">Customer Spotlight</div><div class="paragraph-xs u-text-white u-mb-sm">BigCommerce achieves real-time cloud security</div><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 32 32" class="nav-dropdown_next-arrow"><path d="M32 15.9854L18.8984 29.0488L16 26.168L26.21 15.9883L16.001 5.82617L18.8975 2.94336L32 15.9854ZM17.6846 18.1016H0V13.8906H17.6846V18.1016Z" fill="currentColor"></path></svg></div></a></div></div></div></nav></div><div data-hover="true" data-delay="300" data-w-id="d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b091" class="nav-dropdown cc-mega w-dropdown"><div data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b092" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b092" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%5D" class="nav-link w-dropdown-toggle"><div>Open Source</div><svg xmlns="http://www.w3.org/2000/svg" width="100%" viewBox="0 0 24 24" fill="none" class="nav-dropdown_arrow"><path d="M8.79289 6.29289C9.18342 5.90237 9.81658 5.90237 10.2071 6.29289L15.2071 11.2929C15.5976 11.6834 15.5976 12.3166 15.2071 12.7071L10.2071 17.7071C9.81658 18.0976 9.18342 18.0976 8.79289 17.7071C8.40237 17.3166 8.40237 16.6834 8.79289 16.2929L13.0858 12L8.79289 7.70711C8.40237 7.31658 8.40237 6.68342 8.79289 6.29289Z" fill="currentColor"></path></svg></div><nav class="nav-dropdown_content cc-mega w-dropdown-list"><div class="nav-dropdown_container"><div class="nav-close"><div class="icon-size cc-md"><svg xmlns="http://www.w3.org/2000/svg" width="100%" viewBox="0 0 24 24" fill="none"><path d="M14 16L10 12L14 8" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path></svg></div><div>Back</div></div><div class="nav-dropdown_col"><div class="nav-dropdown_eyebrow"><strong>Oss</strong></div><div class="nav-dropdown_inner cc-has-bg"><div class="nav-dropdown_inner-list"><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b098:e1b82f40-6733-52c2-a614-be585d7842f6" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="e1b82f40-6733-52c2-a614-be585d7842f6" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%22e1b82f40-6733-52c2-a614-be585d7842ef%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b098%22%7D%5D" href="/opensource" class="nav-dropdown_link cc-logo w-inline-block"><div class="u-d-block"><div class="nav-dropdown_link-title cc-bold">Sysdig &amp; OSS</div><div class="nav-dropdown_link-desc">The future of security is open</div></div></a></div></div></div><div id="w-node-e1b82f40-6733-52c2-a614-be585d7842fc-5d7842ef" class="nav-dropdown_col"><div class="nav-dropdown_eyebrow"><strong>Projects</strong></div><div class="nav-dropdown_inner"><div class="nav-dropdown_2-col"><div class="nav-dropdown_inner-list"><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b098:e1b82f40-6733-52c2-a614-be585d784303" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="e1b82f40-6733-52c2-a614-be585d784303" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%22e1b82f40-6733-52c2-a614-be585d7842ef%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b098%22%7D%5D" href="/opensource/falco" class="nav-dropdown_link cc-logo w-inline-block"><div class="nav-dropdown_icon w-embed"><?xml version="1.0" encoding="UTF-8"?> <svg xmlns="http://www.w3.org/2000/svg" width="19" height="22" viewBox="0 0 19 22" fill="none"><path d="M16.2873 7.52744C15.8478 7.94233 15.3885 8.33919 14.9424 8.74506C13.312 10.2272 11.6817 11.7124 10.0547 13.1946C8.13894 14.9384 6.2265 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4.33785 0.862834 4.65053C0.91532 4.873 1.07277 5.03536 1.24007 5.18869C3.63473 7.37739 6.02938 9.5631 8.42403 11.7488C8.57821 11.9021 8.76519 12.0254 8.97514 12.1036L8.97841 12.1096Z" fill="#BBBDBF"></path><path d="M6.47237 13.2128C6.63639 13.3662 6.81352 13.5135 6.99722 13.6488C7.08907 13.7179 7.20389 13.757 7.32198 13.766C7.44007 13.775 7.56145 13.751 7.66314 13.6969C7.76483 13.6518 7.85012 13.5826 7.90916 13.4954C7.96821 13.4083 8.00101 13.309 8.00101 13.2038C7.99117 12.8942 7.78122 12.7017 7.57128 12.5093C6.06888 11.1384 4.56649 9.77044 3.06409 8.4025C2.92631 8.27022 2.7623 8.17101 2.5786 8.10487C2.46051 8.05676 2.32929 8.04473 2.20135 8.07179C2.0767 8.09885 1.96189 8.16499 1.88316 8.25819C1.68962 8.46263 1.69618 8.68512 1.85364 8.90459C1.99797 9.10001 2.16199 9.28039 2.34569 9.44575C3.72015 10.7024 5.09791 11.9561 6.47237 13.2128Z" fill="#BBBDBF"></path></svg></div><div class="u-d-block"><div class="nav-dropdown_link-title">Falco</div><div class="nav-dropdown_link-desc">Detect threats in real time</div></div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b098:e1b82f40-6733-52c2-a614-be585d78430a" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="e1b82f40-6733-52c2-a614-be585d78430a" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%22e1b82f40-6733-52c2-a614-be585d7842ef%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b098%22%7D%5D" href="/opensource/falco-feeds" class="nav-dropdown_link cc-logo w-inline-block"><div class="nav-dropdown_icon w-embed"><?xml version="1.0" encoding="UTF-8"?> <svg xmlns="http://www.w3.org/2000/svg" width="19" height="22" viewBox="0 0 19 22" fill="none"><path d="M16.2873 7.52744C15.8478 7.94233 15.3885 8.33919 14.9424 8.74506C13.312 10.2272 11.6817 11.7124 10.0547 13.1946C8.13894 14.9384 6.2265 16.6881 4.30094 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11.2616 17.5237 11.1684H17.5269Z" fill="#BBBDBF"></path><path d="M10.1693 10.1101C10.3103 10.2484 10.4744 10.3687 10.6515 10.4619C10.9205 10.5912 11.1436 10.528 11.3437 10.3386C11.4355 10.2604 11.4946 10.1582 11.5142 10.044C11.5306 9.93274 11.5077 9.81549 11.4421 9.71929C11.3666 9.59301 11.2682 9.47877 11.1501 9.37955C7.84353 6.35805 4.53366 3.33956 1.22707 0.318053C1.09585 0.182762 0.928558 0.0805385 0.738298 0.0234156C0.331535 -0.075798 0.000220144 0.152694 0.000220144 0.474386C-0.00634055 0.763007 0.134719 0.925357 0.292176 1.07568C0.587407 1.35528 0.885919 1.62887 1.18443 1.90246C4.17611 4.63534 7.17105 7.37123 10.166 10.1041L10.1693 10.1101Z" fill="#BBBDBF"></path><path d="M14.2042 17.4701C15.1194 16.6373 16.0379 15.8045 16.9531 14.9717C17.1433 14.8034 17.3238 14.623 17.4911 14.4336C17.7109 14.172 17.6879 13.9195 17.4517 13.706C17.2122 13.4865 16.9433 13.4685 16.6513 13.6609C16.5332 13.7421 16.4184 13.8293 16.3167 13.9255C15.0374 15.089 13.7613 16.2555 12.4853 17.425C11.9866 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4.65053C0.91532 4.873 1.07277 5.03536 1.24007 5.18869C3.63473 7.37739 6.02938 9.5631 8.42403 11.7488C8.57821 11.9021 8.76519 12.0254 8.97514 12.1036L8.97841 12.1096Z" fill="#BBBDBF"></path><path d="M6.47237 13.2128C6.63639 13.3662 6.81352 13.5135 6.99722 13.6488C7.08907 13.7179 7.20389 13.757 7.32198 13.766C7.44007 13.775 7.56145 13.751 7.66314 13.6969C7.76483 13.6518 7.85012 13.5826 7.90916 13.4954C7.96821 13.4083 8.00101 13.309 8.00101 13.2038C7.99117 12.8942 7.78122 12.7017 7.57128 12.5093C6.06888 11.1384 4.56649 9.77044 3.06409 8.4025C2.92631 8.27022 2.7623 8.17101 2.5786 8.10487C2.46051 8.05676 2.32929 8.04473 2.20135 8.07179C2.0767 8.09885 1.96189 8.16499 1.88316 8.25819C1.68962 8.46263 1.69618 8.68512 1.85364 8.90459C1.99797 9.10001 2.16199 9.28039 2.34569 9.44575C3.72015 10.7024 5.09791 11.9561 6.47237 13.2128Z" fill="#BBBDBF"></path></svg></div><div class="u-d-block"><div class="nav-dropdown_link-title">Falco Feeds by Sysdig</div><div class="nav-dropdown_link-desc">Enterprise detection rules for Falco users</div></div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b098:e1b82f40-6733-52c2-a614-be585d784311" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="e1b82f40-6733-52c2-a614-be585d784311" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%22e1b82f40-6733-52c2-a614-be585d7842ef%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b098%22%7D%5D" href="/opensource/stratoshark" class="nav-dropdown_link cc-logo w-inline-block"><div class="nav-dropdown_icon w-embed"><?xml version="1.0" encoding="UTF-8"?> <svg xmlns="http://www.w3.org/2000/svg" width="24" height="15" viewBox="0 0 24 15" fill="none"><path d="M22.8717 10.0549C22.8383 9.20414 22.165 8.51877 21.3267 8.47995C20.9 7.88574 20.2217 7.53293 19.4933 7.53293C18.8417 7.53293 18.235 7.80978 17.805 8.29932C17.5733 8.18284 17.3183 8.12207 17.0583 8.12207C16.9817 8.12207 16.905 8.12714 16.8317 8.13727" stroke="white" stroke-width="1.25" stroke-miterlimit="10"></path><path d="M1.14668 9.85066C1.13834 9.79157 1.13501 9.7308 1.13501 9.66834C1.13501 8.91714 1.73834 8.30437 2.48168 8.30437C2.73668 8.30437 2.98501 8.37864 3.20168 8.51706L3.36668 8.62341L3.48501 8.46642C3.86001 7.97012 4.42668 7.68652 5.03834 7.68652C5.69834 7.68652 6.31001 8.02245 6.67501 8.5829" stroke="white" stroke-width="1.25" stroke-miterlimit="10"></path><path d="M22.8717 13.8312C21.1267 13.7586 19.3783 13.7029 17.6267 13.6657C17.6267 13.6657 17.6267 13.6657 17.625 13.6657C17.3617 13.6607 17.125 13.4953 17.0317 13.2454C16.9417 13.0074 16.8483 12.7576 16.8 12.6276C16.6067 12.1127 16.445 11.586 16.2967 11.056C16.0217 10.0684 15.82 9.06063 15.715 8.04103C15.475 5.7199 15.7567 3.2958 16.8017 1.19412C15.0617 1.34943 13.345 1.92 11.9067 2.93792C10.4833 3.93727 9.34666 5.32151 8.525 6.85767C7.96166 7.87897 7.52666 8.96779 7.19666 10.087C7.08666 10.455 7 10.8298 6.91 11.2045C6.79166 11.6924 6.69666 12.1853 6.62333 12.6833C6.6 12.842 6.57666 13.0006 6.55833 13.161C6.53333 13.4007 6.335 13.6084 6.1 13.6387C5.97166 13.6421 5.84333 13.6472 5.715 13.6506C4.185 13.6928 2.65833 13.7518 1.13333 13.8227" stroke="white" stroke-width="1.25" stroke-miterlimit="10"></path></svg></div><div class="u-d-block"><div class="nav-dropdown_link-title">Stratoshark</div><div class="nav-dropdown_link-desc">Analyze, troubleshoot, and secure cloud environments</div></div></a></div><div class="nav-dropdown_inner-list"><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b098:e1b82f40-6733-52c2-a614-be585d784319" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="e1b82f40-6733-52c2-a614-be585d784319" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%22e1b82f40-6733-52c2-a614-be585d7842ef%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b098%22%7D%5D" href="/opensource/open-policy-agent/" class="nav-dropdown_link cc-logo w-inline-block"><div class="nav-dropdown_icon w-embed"><?xml version="1.0" encoding="UTF-8"?> <svg xmlns="http://www.w3.org/2000/svg" width="20" height="22" viewBox="0 0 20 22" fill="none"><g clip-path="url(#clip0_40_3076)"><path d="M17.3219 10.8375V10.8538C17.3219 10.8538 17.3219 10.8538 17.3219 10.8619C17.6964 10.4069 19.7721 7.83974 19.5849 6.51551C19.3407 4.75259 15.7591 0.406204 15.7591 0.406204C15.7591 0.406204 16.9475 4.387 16.858 5.56499C16.8091 6.26366 15.7184 7.13294 15.3602 7.40103C16.2475 8.3353 16.9312 9.50517 17.3138 10.8375H17.3219Z" stroke="white" stroke-linecap="round" stroke-linejoin="round"></path><path d="M2.74318 10.9106C3.12576 9.56204 3.80952 8.37592 4.69678 7.43353C4.40374 7.2223 3.20716 6.28804 3.15832 5.56499C3.06878 4.37888 4.25722 0.406204 4.25722 0.406204C4.24908 0.406204 0.667475 4.76071 0.415135 6.51551C0.219775 7.90473 2.51526 10.6669 2.71876 10.9188H2.73504L2.74318 10.9106Z" stroke="white" stroke-linecap="round" stroke-linejoin="round"></path><path d="M2.74318 10.9431C2.74318 10.9431 2.73504 10.9269 2.7269 10.9188V16.0044C2.7269 16.0044 5.67358 17.158 6.89458 18.0842C7.90394 18.856 9.84941 21.5938 9.84941 21.5938H10.0285H10.0203V11.5849C9.52381 11.5849 9.1168 11.1706 9.1168 10.6669C9.1168 10.1632 9.5238 9.74889 10.0366 9.74889V5.06129C7.98534 5.06129 6.08872 5.94682 4.69678 7.43352" stroke="white" stroke-linecap="round" stroke-linejoin="round"></path><path d="M10.0366 13.3316H10.0204V21.5857H10.1913C10.1913 21.5857 12.1123 18.8072 13.1543 18.0111C14.3671 17.0768 17.3219 15.9313 17.3219 15.9313V10.9025H17.3382C17.3382 10.9025 17.3382 10.87 17.3301 10.8619" stroke="white" stroke-linecap="round" stroke-linejoin="round"></path><path d="M15.3602 7.40103C13.9682 5.93058 12.0798 5.05318 10.0366 5.05318V5.06943V9.75702C10.5413 9.75702 10.9402 10.1713 10.9402 10.675C10.9402 11.1787 10.5332 11.5849 10.0366 11.5931" stroke="white" stroke-linecap="round" stroke-linejoin="round"></path><path d="M17.3219 10.8619C17.3219 10.8619 17.3219 10.8619 17.3219 10.8538V10.8375C16.9312 9.49704 16.2474 8.3353 15.3683 7.40103" stroke="white" stroke-linecap="round" stroke-linejoin="round"></path><path d="M10.0366 9.75702C9.53193 9.75702 9.11679 10.1632 9.11679 10.675C9.11679 11.1869 9.52379 11.5849 10.0285 11.5931" stroke="white" stroke-linecap="round" stroke-linejoin="round"></path><path d="M10.0366 11.5849C10.5413 11.5849 10.9402 11.1706 10.9402 10.6669C10.9402 10.1632 10.5332 9.75701 10.0366 9.74889" stroke="white" stroke-linecap="round" stroke-linejoin="round"></path><path d="M10.0204 11.5849C10.0204 11.5849 10.0204 11.5849 10.0285 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data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%229e8a8462-39ce-ba94-83b9-04f29b917e69%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8%22%7D%5D" href="https://app.me2.sysdig.com/#/login" target="_blank" class="nav-dropdown_link cc-logo w-inline-block"><div class="nav-dropdown_link-title">GCP-Middle-East</div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8:b20f3aac-0d8a-8931-2a51-e0ba95a0c595" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="b20f3aac-0d8a-8931-2a51-e0ba95a0c595" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%229e8a8462-39ce-ba94-83b9-04f29b917e69%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8%22%7D%5D" href="https://app.jp1.sysdig.com" target="_blank" class="nav-dropdown_link cc-logo w-inline-block"><div class="nav-dropdown_link-title">IBM-AP-Japan</div></a></div></div></div><div id="w-node-_9e8a8462-39ce-ba94-83b9-04f29b917e87-9b917e69" class="nav-dropdown_col"><div class="nav-dropdown_eyebrow">Secure</div><div class="nav-dropdown_inner less-space"><div class="nav-dropdown_inner-list"><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8:9e8a8462-39ce-ba94-83b9-04f29b917e8c" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="9e8a8462-39ce-ba94-83b9-04f29b917e8c" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%229e8a8462-39ce-ba94-83b9-04f29b917e69%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8%22%7D%5D" href="https://secure.sysdig.com/#/login" target="_blank" class="nav-dropdown_link cc-logo w-inline-block"><div class="nav-dropdown_link-title">US-East</div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8:9e8a8462-39ce-ba94-83b9-04f29b917e8f" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="9e8a8462-39ce-ba94-83b9-04f29b917e8f" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%229e8a8462-39ce-ba94-83b9-04f29b917e69%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8%22%7D%5D" href="https://us2.app.sysdig.com/secure/#/login" target="_blank" class="nav-dropdown_link cc-logo w-inline-block"><div class="nav-dropdown_link-title">US-West</div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8:9e8a8462-39ce-ba94-83b9-04f29b917e92" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="9e8a8462-39ce-ba94-83b9-04f29b917e92" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%229e8a8462-39ce-ba94-83b9-04f29b917e69%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8%22%7D%5D" href="https://eu1.app.sysdig.com/secure/#/login" target="_blank" class="nav-dropdown_link cc-logo w-inline-block"><div class="nav-dropdown_link-title">EU-Central</div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8:18ecbc7a-314c-2f7b-d616-9a6e30db45fc" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="18ecbc7a-314c-2f7b-d616-9a6e30db45fc" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%229e8a8462-39ce-ba94-83b9-04f29b917e69%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8%22%7D%5D" href="https://app.eu2.sysdig.com/secure/#/login" target="_blank" class="nav-dropdown_link cc-logo w-inline-block"><div class="nav-dropdown_link-title">EU-North</div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8:9e8a8462-39ce-ba94-83b9-04f29b917e95" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="9e8a8462-39ce-ba94-83b9-04f29b917e95" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%229e8a8462-39ce-ba94-83b9-04f29b917e69%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8%22%7D%5D" href="https://app.au1.sysdig.com/secure/#/login" target="_blank" class="nav-dropdown_link cc-logo w-inline-block"><div class="nav-dropdown_link-title">AWS-AP-Sydney</div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8:9e8a8462-39ce-ba94-83b9-04f29b917e98" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="9e8a8462-39ce-ba94-83b9-04f29b917e98" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%229e8a8462-39ce-ba94-83b9-04f29b917e69%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8%22%7D%5D" href="https://app.in1.sysdig.com/secure/#/login" target="_blank" class="nav-dropdown_link cc-logo w-inline-block"><div class="nav-dropdown_link-title">AWS-AP-South</div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8:9e8a8462-39ce-ba94-83b9-04f29b917e9b" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="9e8a8462-39ce-ba94-83b9-04f29b917e9b" data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%229e8a8462-39ce-ba94-83b9-04f29b917e69%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8%22%7D%5D" href="https://app.us4.sysdig.com/secure/#/login" target="_blank" class="nav-dropdown_link cc-logo w-inline-block"><div class="nav-dropdown_link-title">GCP-US-West</div></a><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8:52d5aa4b-d68d-1caf-1213-13f4256a61ae" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="52d5aa4b-d68d-1caf-1213-13f4256a61ae" 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data-wf-component-context="%5B%7B%22componentId%22%3A%222bb3e920-91be-def7-1509-d38c2b3acc09%22%2C%22instanceId%22%3A%2270461d74-cd15-783a-c454-b1255a34ed69%22%7D%2C%7B%22componentId%22%3A%229e8a8462-39ce-ba94-83b9-04f29b917e69%22%2C%22instanceId%22%3A%22d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8%22%7D%5D" href="https://app.jp1.sysdig.com/secure/" target="_blank" class="nav-dropdown_link cc-logo-copy w-inline-block"><div class="nav-dropdown_link-title">IBM-AP-Japan</div></a></div></div></div><div id="w-node-_9e8a8462-39ce-ba94-83b9-04f29b917e9e-9b917e69" class="nav-dropdown_col"><div class="nav-dropdown_eyebrow cc-opacity-0 u-md-d-none">Support</div><div class="nav-dropdown_inner less-space"><div class="nav-dropdown_inner-list"><a data-wf-native-id-path="70461d74-cd15-783a-c454-b1255a34ed69:d5b6a8a2-5e2f-a9d8-f4ca-3d735a45b0c8:9e8a8462-39ce-ba94-83b9-04f29b917ea3" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="9e8a8462-39ce-ba94-83b9-04f29b917ea3" 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</style></div><section class="hide"><div class="card-2col"><div id="w-node-_78c98d3b-ba24-e353-6f48-b4413fe2bbb0-3fe2bbaf" class="col"><div class="u-mb-xs"><div data-wf--eyebrow--alignment="blank" class="eyebrow-wrapper w-variant-3d5ad8f4-c7ea-ffd2-f1b0-96e5f58a53f2"><div class="eyebrow u-mb-0">falco feeds by sysdig</div></div></div><div class="u-mb-md"><h2 class="h4">Falco Feeds extends the power of Falco by giving open source-focused companies access to expert-written rules that are continuously updated as new threats are discovered.</h2></div><a data-wf--button--variant="text" class="btn w-variant-a132ddd6-0778-6de1-44b2-1aba7be43526 w-inline-block" data-wf-component-context="%5B%7B%22componentId%22%3A%2278c98d3b-ba24-e353-6f48-b4413fe2bbaf%22%2C%22instanceId%22%3A%22ce42373b-84a7-5b10-eca4-9ca3d5b4a06b%22%7D%2C%7B%22componentId%22%3A%222802151f-85ca-94c8-256a-a9206a0d9625%22%2C%22instanceId%22%3A%2278c98d3b-ba24-e353-6f48-b4413fe2bbb7%22%7D%5D" data-link-location="" data-wf-element-id="2802151f-85ca-94c8-256a-a9206a0d9625" data-wf-event-ids="" href="/opensource/falco" data-wf-native-id-path="ce42373b-84a7-5b10-eca4-9ca3d5b4a06b:78c98d3b-ba24-e353-6f48-b4413fe2bbb7:2802151f-85ca-94c8-256a-a9206a0d9625" data-wf-ao-click-engagement-tracking="true"><div class="text-block">learn more</div><div class="btn-icon w-variant-a132ddd6-0778-6de1-44b2-1aba7be43526"><svg xmlns="http://www.w3.org/2000/svg" width="100%" viewBox="0 0 20 20" fill="none"><path d="M18.6523 10.0771L11.2832 17.4258L9.65234 15.8057L15.3955 10.0791L9.65332 4.36328L11.2822 2.74121L18.6523 10.0771ZM10.5996 11.2676H0.652344V8.89941H10.5996V11.2676Z" fill="currentColor"></path></svg></div></a></div><img src="https://cdn.prod.website-files.com/681a1c8e5b6ebfc0f8529533/681cba6a3f5139f40bff65b0_falco-img.avif" loading="lazy" alt="Green background with a circular icon on the left and three bullet points listing: Automatically detect threats, Eliminate rule maintenance, Stay compliant, with three black and white cursor arrows pointing at the text." sizes="100vw" srcset="https://cdn.prod.website-files.com/681a1c8e5b6ebfc0f8529533/681cba6a3f5139f40bff65b0_falco-img-p-500.avif 500w, https://cdn.prod.website-files.com/681a1c8e5b6ebfc0f8529533/681cba6a3f5139f40bff65b0_falco-img-p-800.avif 800w, https://cdn.prod.website-files.com/681a1c8e5b6ebfc0f8529533/681cba6a3f5139f40bff65b0_falco-img.avif 880w"/></div></section><div fs-toc-offsettop="7rem" fs-toc-element="contents" class="rich-text w-richtext"><p>In this article I will walk you through a problem we recently experienced with AWS Elastic Load Balancer (ELB). After quickly describing the architecture of our application and putting the issue in the proper context, I&#x27;ll jump right into the troubleshooting process.</p><p>Troubleshooting this issue was definitely interesting as I used a variety of good tools (including <a href="https://www.wireshark.org/" data-wf-native-id-path="e08f2d71-4339-b494-ec25-efdd75825f58" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="e08f2d71-4339-b494-ec25-efdd75825f58">wireshark</a> and <a href="http://www.sysdig.org/" data-wf-native-id-path="b4e82bc8-1dcd-138f-871e-96c313a753b7" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="b4e82bc8-1dcd-138f-871e-96c313a753b7">sysdig</a>) to achieve my goal and adopted a strictly top-down approach, starting from monitoring metrics at a high level and drilling down into the details just when necessary for proving (or invalidating) my assumptions.</p><h2>Our architecture</h2><p>Our main application, Sysdig Monitor, is a container monitoring tool consisting of a centralized backend and several agents. These agents establish a persistent TCP connection to our service, and they send metrics every few seconds using a binary protocol.</p><p>The component that first ingests these metrics is called &quot;collector&quot;, and it&#x27;s essentially a Java application that reads data coming from the agents, does some processing on it (e.g. license check, data sanitization, …), and queues the metrics in our internal pipeline. At the end of the pipeline, the data is persistently stored in our database, ready to be consumed by our users.</p><p>Each agent sends a few KB per second of data, and we have many thousands agents reporting to Sysdig Monitor at the same time. As a result of this high load, the collector is a distributed and horizontally scaled component, and the agent connections are evenly spread across multiple collector instances. In front of the collectors, given that our SaaS application runs on AWS, we naturally opted for ELB as our load balancer.</p><p>ELB has tons of advantages, namely its tight integration with EC2 Autoscaling, SSL offloading, the ability to be provisioned via CloudFormation, and ultimately the peace of mind that comes with not having yet another piece of infrastructure to manually maintain.</p><p>The collector is not only horizontally scaled, but it&#x27;s also reasonably optimized for vertical scaling: by writing lean code with asynchronous I/O handling, each collector can easily handle persistent connections from thousands of agents, making that part of the system very efficient.</p><h2>Rolling deployment process gone wrong</h2><p>Things start to get a bit more complicated when we introduce deployments into the picture. In order to minimize downtime, we adopt a rolling deployment model, where we update one collector at a time and we wait until that instance is healthy before moving on to the next one. This way, there is always a quorum of collectors up and running at any given time. The process looks like this:</p><ol role="list"><li>We detach the collector instance that is going to be re-deployed from the ELB</li><li>We update the code on the instance</li><li>After checking that the application is up and running on the instance, we reattach it to the ELB</li><li>Rinse and repeat with another collector</li></ol><p>At step 1, ELB immediately drops all the currently active connections on that collector instance. The clients then instantly try to reconnect, and the ELB just forwards them to a different healthy instance. The behavior can be seen by charting the number of inbound network connections to a collector instance that is going to be deployed.</p><p>For these kind of charts, I like to use <a href="https://sysdig.com/" data-wf-native-id-path="8fc45b6e-50c8-fba5-3fe1-aeac43c866ac" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="8fc45b6e-50c8-fba5-3fe1-aeac43c866ac">Sysdig Monitor</a> – our commercial product – as it has some very powerful real-time charting capabilities and strong support for system metrics:</p><figure class="w-richtext-align-center w-richtext-figure-type-image"><div><img loading="lazy" alt="Sydig Monitor connections graph" src="https://cdn.prod.website-files.com/681e366f54a6e3ce87159ca4/6877c7840210722174662bf6_elb-bug-1.png"/></div></figure><p>This chart shows a rolling deployment of 2 collectors (2300 connected clients) on a test infrastructure with 3 collectors. When the deployment happens on the first instance (purple line) at 7:26:35, all the connections are instantly dropped. Same thing with the second instance (green line) at 7:28:55. Unfortunately, this creates a spike of activity in our infrastructure, because all those clients reconnect immediately and we have an increased burst of load on the other collectors, as it can be seen in the picture.</p><p>The spike happens because the first few seconds of client activity upon reconnection are computationally the most expensive, since some extra authentication and accounting code needs to run and generate a considerable amount of activity towards various databases. Eventually this spike goes away because at runtime the ingestion pipeline is very efficient, but if we find ourselves doing many deployments a day on many collectors, which we love doing, this problem adds up and starts causing latency issues and alarms going on and off.</p><p>A relatively simple solution was to slightly change our deployment process and introduce a manual connection draining process: essentially, we could leverage a feature of ELB called <a href="https://aws.amazon.com/blogs/aws/elb-connection-draining-remove-instances-from-service-with-care/" data-wf-native-id-path="369b9e68-d668-e1f9-8798-ce4fc6e542ae" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="369b9e68-d668-e1f9-8798-ce4fc6e542ae">connection draining</a> that allows ELB to keep client connections open for a certain amount of time even after the instance has been detached from the ELB, and instead of letting it close all the client connections at once, we slowly close them from within the collector code, at a limited rate (e.g. 50 disconnections per second). This way, we don&#x27;t cause abrupt spikes in our infrastructure, at the cost of having our production deployments take a bit longer.</p><p>This process was quickly implemented. We initially tried it on a staging environment where we have close to 3000 clients, an ELB with a connection draining timeout set to 600 seconds and 3 collector instances. The deployment looked like this, when analyzed in terms of incoming connections per backend instance:</p><figure class="w-richtext-align-center w-richtext-figure-type-image"><div><img loading="lazy" alt="Sysdig Monitor connections graph" src="https://cdn.prod.website-files.com/681e366f54a6e3ce87159ca4/6877c7840210722174662bf9_elb-bug-2.png"/></div></figure><p>Lots of spikes, so not exactly what we expected! Let&#x27;s dig into what happened: in the left part of the chart, the three instances were correctly handling about 1000 connections each. At about 6:08:30, I started the deployment for one of the instances (purple line), deregistering it from the ELB (so that no new client connections would be routed to this specific instance that was being decommissioned) and enabling, from our application code, the draining process that would disconnect 5 clients per second.</p><p>At the same time, the other two remaining collector instances started picking up the disconnected clients that were trying to reconnect, and we can see they increased at a rate of 2.5 per second each. This is exactly what our new code was supposed to do, a very peaceful deployment that doesn&#x27;t cause any spike.</p><p>However, at about 6:10:30, the ELB seemed to abruptly drop all the remaining client connections, causing yet another spike that was hard to explain, because the ELB was in draining mode and should have kept the client connections open. Since the disconnections seemed to happen roughly 2 minutes after deregistering the instance, I initially thought that maybe this was a problem of idle connections being prematurely closed by ELB, so I charted the amount of inbound network bytes on the instance being deployed:</p><figure class="w-richtext-align-center w-richtext-figure-type-image"><div><img loading="lazy" alt="Sysdig Monitor connections graph" src="https://cdn.prod.website-files.com/681e366f54a6e3ce87159ca4/6877c7840210722174662bfc_elb-bug-3.png"/></div></figure><p>My connections seemed all but idle, there was a very decent amount of constant traffic up until the moment ELB terminates them.</p><p>After playing around with the various options in the ELB configuration and not finding anything, I started assuming that the problem could be in my code, so I tried to disable the connection draining from our application and did a traditional deployment, with connection draining enabled just on the ELB side (like in the original scenario): to my surprise, the behavior changed and no client connections were closed within the first 2 minutes of deployment, and ELB properly waited the whole draining timeout (600 seconds) before closing all of them.</p><p>Was it a problem in my code then? A quick look at the sources didn&#x27;t reveal anything, the code seemed so straightforward that it was hard to not get right. Or was it an ELB issue? I could have opened a support ticket with AWS, but admittedly my case was not strong enough, especially because all the clues pointed to my application being somehow at fault, considering that the wrong behavior stopped if I disabled my manual draining. To get more answers, it was time for some serious troubleshooting!</p><h2>In-depth troubleshooting of Amazon ELB bug with open source sysdig</h2><p>I decided to take a deeper look with the command line sysdig, a natural choice for the troubleshooting workflow started with Sysdig Monitor. I took a trace file on the instance being deployed and started analyzing it, looking for clues. In particular, I wanted to study the behavior of the network connections during the draining process, as opposed to when they were abruptly closed.</p><p>Let&#x27;s start by picking an interval of 2 seconds (from 6:09:01 to 6:09:02) while the collector was in the draining process. What I&#x27;m looking for is the list of connections that were terminated during this specific interval, so I can just use a sysdig filter on the time range, including close() calls on network connections:</p><p><code>$ sysdig -r trace.scap &quot;evt.rawtime.s &gt;= 1459534141 and evt.rawtime.s &lt;= 1459534142 and fd.type=ipv4 and evt.type=close and evt.dir=&gt;&quot;<br/>36724048 18:09:01.006251319 1 java (12583) &gt; close fd=1122(&lt;4t&gt;10.2.3.74:41329-&gt;10.2.2.170:6666)<br/>36724242 18:09:01.006540360 1 java (12537) &gt; close fd=1480(&lt;4t&gt;10.2.3.74:42404-&gt;10.2.2.170:6666)<br/>36725001 18:09:01.010982953 1 java (12342) &gt; close fd=1394(&lt;4t&gt;10.2.3.74:42146-&gt;10.2.2.170:6666)<br/>36725719 18:09:01.013094686 0 java (12423) &gt; close fd=1301(&lt;4t&gt;10.2.3.74:41866-&gt;10.2.2.170:6666)<br/>36725858 18:09:01.013230480 1 java (12489) &gt; close fd=1585(&lt;4t&gt;10.2.3.74:42721-&gt;10.2.2.170:6666)<br/>36799359 18:09:02.002792042 1 java (12545) &gt; close fd=1611(&lt;4t&gt;10.2.3.74:42799-&gt;10.2.2.170:6666)<br/>36799961 18:09:02.006753813 0 java (12565) &gt; close fd=1113(&lt;4t&gt;10.2.3.74:41302-&gt;10.2.2.170:6666)<br/>36800347 18:09:02.007930225 0 java (12595) &gt; close fd=1382(&lt;4t&gt;10.2.3.74:42110-&gt;10.2.2.170:6666)<br/>36800948 18:09:02.010518022 1 java (12541) &gt; close fd=1733(&lt;4t&gt;10.2.3.74:43166-&gt;10.2.2.170:6666)<br/>36802082 18:09:02.014709068 0 java (12561) &gt; close fd=1619(&lt;4t&gt;10.2.3.74:42823-&gt;10.2.2.170:6666)</code></p><p>Here I can see the connections closed during this 2 seconds interval. They are all from 10.2.3.74 (one of the IP addresses of the ELB) to 10.2.2.170 (my collector instance) on port 6666, where my Java application listens for incoming connections. Notice how there are exactly 5 per second, matching the draining rate set in my code and visible in the chart. Let&#x27;s focus on one and let&#x27;s study its evolution over time. I&#x27;m going to pick the connection 10.2.3.74:42110-&gt;10.2.2.170:6666, and analyze its events:</p><p><code>$ sysdig -r trace.scap &quot;fd.port=42110&quot;<br/>...<br/>36712412 18:09:00.881506163 1 java (12595) &gt; read fd=1382(&lt;4t&gt;10.2.3.74:42110-&gt;10.2.2.170:6666) size=32768<br/>36712413 18:09:00.881511356 1 java (12595) &lt; read res=10732 data=..)..............}.|.....$...I.... .b(...vW........c;.s...{..-K.Kr......$...l.WJ<br/>36799705 18:09:02.004217776 0 java (12595) &gt; read fd=1382(&lt;4t&gt;10.2.3.74:42110-&gt;10.2.2.170:6666) size=32768<br/>36799706 18:09:02.004222203 0 java (12595) &lt; read res=4344 data=..&#x27;..............}.x....G.myl.EI.E.....d...F..5..$V...y.o....V,K.$;q...54K...)P.<br/>36800347 18:09:02.007930225 0 java (12595) &gt; close fd=1382(&lt;4t&gt;10.2.3.74:42110-&gt;10.2.2.170:6666)<br/>36800349 18:09:02.007931045 0 java (12595) &lt; close res=0</code></p><p>Here I can see my Java application periodically reading a constant stream of data that the ELB is sending on behalf of the client. Then, at 6:09:02 the backend decides to gracefully close it because it is in draining mode, and it simply does it with a close() event. Overall, a pretty uneventful connection, and there&#x27;s everything I was already expecting: my Java process was closing network connections at a controlled rate, hence the gentle curve in the chart.</p><p>Now, let&#x27;s do the same by focusing on the interval where the connections were abruptly terminated. In the chart, it seems to be happening starting from 6:10:20, so I can use the same filter as before, changing the time:</p><p><code>$ sysdig -r trace.scap &quot;evt.rawtime.s &gt;= 1459534220 and fd.type=ipv4 and evt.type=close and evt.dir=&gt;&quot;<br/>41807067 18:10:20.919093433 1 java (12441) &gt; close fd=1434(&lt;4t&gt;10.2.3.74:42266-&gt;10.2.2.170:6666)<br/>41807075 18:10:20.919097290 1 java (12441) &gt; close fd=1687(&lt;4t&gt;10.2.3.74:43028-&gt;10.2.2.170:6666)<br/>41807202 18:10:20.919172265 0 java (12326) &gt; close fd=1388(&lt;4t&gt;10.2.3.74:42127-&gt;10.2.2.170:6666)<br/>41807212 18:10:20.919176173 0 java (12326) &gt; close fd=1642(&lt;4t&gt;10.2.3.74:42892-&gt;10.2.2.170:6666)<br/>41807294 18:10:20.919254145 0 java (12336) &gt; close fd=1391(&lt;4t&gt;10.2.3.74:42137-&gt;10.2.2.170:6666)<br/>41807298 18:10:20.919257078 0 java (12336) &gt; close fd=1645(&lt;4t&gt;10.2.3.74:42901-&gt;10.2.2.170:6666)<br/>41807348 18:10:20.919342001 0 java (12401) &gt; close fd=1542(&lt;4t&gt;10.2.3.74:42590-&gt;10.2.2.170:6666)<br/>41807352 18:10:20.919344824 0 java (12401) &gt; close fd=1290(&lt;4t&gt;10.2.3.74:41833-&gt;10.2.2.170:6666)<br/>41807430 18:10:20.919442575 0 java (12403) &gt; close fd=1415(&lt;4t&gt;10.2.3.74:42209-&gt;10.2.2.170:6666)<br/>41807434 18:10:20.919445783 0 java (12403) &gt; close fd=1291(&lt;4t&gt;10.2.3.74:41836-&gt;10.2.2.170:6666)<br/>41807515 18:10:20.919538091 0 java (12477) &gt; close fd=1199(&lt;4t&gt;10.2.3.74:41560-&gt;10.2.2.170:6666)<br/>...</code></p><p>Tons of connections being closed within few microseconds, so these are definitely part of the dip I&#x27;m interested in analyzing. Let&#x27;s pick one, 10.2.3.74:41833-&gt;10.2.2.170:6666, and let&#x27;s analyze it thoroughly:</p><p><code>$ sysdig -r trace.scap &quot;fd.port=41833&quot;<br/>...<br/>41694910 18:10:19.369680049 0 java (12401) &gt; read fd=1290(&lt;4t&gt;10.2.3.74:41833-&gt;10.2.2.170:6666) size=16384<br/>41694916 18:10:19.369685017 0 java (12401) &lt; read res=11281 data=..,..............}.|....7I.t.B.....ZPbu..&lt;7.V..&lt;&quot;..-......n..6.MR.....&quot;..../.ED<br/>41744806 18:10:20.550291594 1 java (12401) &gt; read fd=1290(&lt;4t&gt;10.2.3.74:41833-&gt;10.2.2.170:6666) size=16384<br/>41744808 18:10:20.550295939 1 java (12401) &lt; read res=1448 data=..*..............}.|...xo..tZ ....8.-..d&amp;.e..~v.,.)R.......I_......*.....X7D.T..<br/>41773710 18:10:20.840430741 1 java (12401) &gt; read fd=1290(&lt;4t&gt;10.2.3.74:41833-&gt;10.2.2.170:6666) size=16384<br/>41773711 18:10:20.840432849 1 java (12401) &lt; read res=0 data=<br/>41807352 18:10:20.919344824 0 java (12401) &gt; close fd=1290(&lt;4t&gt;10.2.3.74:41833-&gt;10.2.2.170:6666)<br/>41807353 18:10:20.919345100 0 java (12401) &lt; close res=0</code></p><p>The connection seems to behave exactly the same as the previous one: it has a considerable amount of traffic until it is terminated, and it is closed by our application. This would seem to reinforce the theory that my code is to blame for this weird behavior.</p><p>However, if you look carefully, you&#x27;ll see an interesting detail: the last read() call done right before closing the connection (event #41773711) returns zero, and that didn&#x27;t happen in the previous analyzed connection. The <a href="http://linux.die.net/man/2/read" data-wf-native-id-path="d20a06a3-9840-83cd-126b-fd97f013ed4a" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="d20a06a3-9840-83cd-126b-fd97f013ed4a">man page of the read() system call states</a>: &quot;On success, the number of bytes read is returned (zero indicates end of file)&quot;. So, the backend closed the connection because it received an end-of-file from the kernel, which essentially means that the connection was closed from our peer, the ELB, even if it shouldn&#x27;t have because the draining period was not expired yet!</p><p>There was still one possibility to rule out: could it be possible that my clients somehow were the initiators of this connection termination, and the ELB was merely closing the connections on behalf of my agents? It seemed strange, but I did the exact same analysis above on a bunch of clients (omitted here for brevity) and I could clearly see that ELB was the one to terminate the connections in both directions. <a href="#" data-wf-native-id-path="54551563-f0a0-d657-3c46-ccb12fd65aa3" data-wf-ao-click-engagement-tracking="true" data-wf-element-id="54551563-f0a0-d657-3c46-ccb12fd65aa3"> How we found a bug in Amazon #AWS #ELB Click to tweet </a> </p><h2>Correlating system and network activity with Wireshark</h2><p>All these observations were already a pretty solid proof that our collector was behaving as expected and that ELB was deliberately closing the network connections when it shouldn&#x27;t have, not respecting the draining protocol described in the documentation. However, to further reinforce my case, I decided to take a look at the same behavior, but from a network traffic protocol point of view, and then correlate the two different angles.</p><p>To make this possible, during the deployment I not only took a sysdig capture, but also a tcpdump trace file, which I then explored with Wireshark. This is how the first of the two analyzed connections (the one on port 42110) looks like:</p><figure class="w-richtext-align-center w-richtext-figure-type-image"><div><img loading="lazy" alt="wireshark Amazon ELB bug" src="https://cdn.prod.website-files.com/681e366f54a6e3ce87159ca4/6877c7840210722174662c0b_elb-bug-4.png"/></div></figure><p>Notice how all the read() calls that I was seeing in sysdig are matched by TCP packets carrying data (length column) flowing from 10.2.3.74 (ELB) to 10.2.2.170 (my instance), whereas packets in the other direction are empty and are just acknowledgements that my host is sending to the peer to confirm data was received.</p><p>What is very interesting here is how the close() system call shows up in this trace file: it is translated in a TCP RST packet (#82930) sent from my application, which essentially means the collector decided to reset, and thus close, the connection. Again, nothing I didn&#x27;t really know already since the connection was being actively drained by my application, but it&#x27;s quite interesting, when doing troubleshooting, to know how a specific system behavior translates into a particular network activity pattern.</p><p>Let&#x27;s see what happened with the other connection:</p><figure class="w-richtext-align-center w-richtext-figure-type-image"><div><img loading="lazy" alt="wireshark Amazon ELB bug" src="https://cdn.prod.website-files.com/681e366f54a6e3ce87159ca4/6877c7840210722174662c08_elb-bug-5.png"/></div></figure><p>This time, things look different. Notice how, with packet #191848, the ELB is sending a TCP FIN packet to my instance, cleanly terminating the connection from its side. Immediately after, my application follows up by sending a FIN packet itself in order to close the connection from its side as well, but what&#x27;s important is that the ELB sent the first FIN, thus starting the termination.</p><p>How does this translate to the sysdig events in the trace file we&#x27;ve seen before? The first FIN packet shows up as the read() system call returning zero, which is the way through which the kernel, handling the TCP connection, informs my application that the peer closed it (end of file). The second FIN packet, instead, is generated right after my application calls the close() on the connection. Notice also how, up until the very last moment, there&#x27;s data flowing on the connection, so that rules out every possibility of my connection being terminated by ELB because of idle timeout.</p><p>Overall, the sequence of TCP packets completely matched the behavior I was able to reconstruct by looking at the Sysdig Monitor charts and the sysdig trace file.</p><h2>Conclusions</h2><p>With all this rich set of troubleshooting data at hand, I reached out to the AWS support with confidence, and after some brief email exchange it was confirmed to be a glitch in ELB and I was given more details about this wrong behavior. In my test environment I had 3 instances registered to the ELB, and each instance was in a separate availability zone.</p><p>When using ELB with backend instances in different zones, ELB physically allocates at least one &quot;internal ELB node&quot; in each zone where there is an active backend instance, and every ELB node in a specific zone is responsible for forwarding a portion of the incoming traffic to all the backend instances in that zone. All the IP addresses of these ELB nodes are then registered in a single user-facing DNS name that clients will use.</p><p>The problem occurs when one backend instance is de-registered, and that instance is the only remaining instance in its availability zone (like in my case): in this situation, upon de-registration ELB also removes the ELB node that belongs to that availability zone, since there are no more backend instances to connect to.</p><p>In theory, the removal should happen smoothly in order to allow all the client connections to be closed according to the draining timeout, but this doesn&#x27;t seem to work well when there is a long connection draining timeout and a high number of client connections: in such case, the removal of the internal ELB node happens abruptly, causing all the connections in that zone to be instantly dropped.</p><p>AWS support confirmed they are working on fixing the issue, but after this explanation, a simple workaround consisted in making sure there were always at least 2 backend instances per availability zone pointed by ELB, and by deploying a total of 6 instances evenly spread across my 3 zones I was indeed finally able to get a smooth collector rollout in my test environment:</p><figure class="w-richtext-align-center w-richtext-figure-type-image"><div><img loading="lazy" alt="Sysdig Monitor connections graph" src="https://cdn.prod.website-files.com/681e366f54a6e3ce87159ca4/6877c7840210722174662bf3_elb-bug-6.png"/></div></figure><p>Other lessons learned? As usual, having a deep knowledge of your application and its surrounding components is going to be incredibly important, and the right way to gain such knowledge is by constantly monitoring all the pieces of your infrastructure. The observation of the entire system must be done at different levels: there are times when slightly glancing at the statsd metrics pushed by your application will be enough, and there are other times, like today, where you are going to need some solid troubleshooting at a low level.</p></div></div></div><div class="row row-justify-between u-mt-lg"><div class="col col-lg-3 col-sm-12"></div><div class="col col-lg-9 col-sm-12"><div class="blog-p_author"><div class="blog-p_author w-condition-invisible"><h2 class="blog-p_author-title">About the author</h2><div data-wf--eyebrow--alignment="blank" class="eyebrow-wrapper w-variant-3d5ad8f4-c7ea-ffd2-f1b0-96e5f58a53f2"><div class="eyebrow u-mb-0"></div></div></div><div fs-list-instance="topics" fs-list-element="wrapper" class="topics_list-wrapper w-dyn-list"><div class="u-d-none w-dyn-empty"><div>No items found.</div></div></div></div></div></div></div></section><div><section class="section"><div class="w-layout-blockcontainer container w-container"><div class="row"><div class="col col-lg-12"><div data-wf--section-eyebrow--variant="base" class="section-title u-mb-lg"><div class="section-title_eyebrow">featured resources</div></div></div></div><div class="row"><div class="col"><div id="pf-concierge"></div></div></div></div><div class="w-embed"><style>
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<style>
/* Apply font smoothing */
body {
-webkit-font-smoothing: antialiased;
-moz-font-smoothing: antialiased;
-o-font-smoothing: antialiased;
}
/* Reset apple form styles */
input, textarea, select {
-webkit-appearance: none;
-moz-appearance: none;
appearance: none; border-radius: 0;
background-image: none;
}
/* Adjust input autofill to brand colors */
input:-webkit-autofill,
input:-webkit-autofill:focus {
background-color: var(--colors--background) !important;
color: var(--colors--text) !important;
-webkit-box-shadow: 0 0 0 50px var(--colors--background) inset;
-webkit-text-fill-color: var(--colors--text);
}
/* Text Selection Color */
::selection {
background: var(--colors--text);
color: var(--colors--background);
}
::-moz-selection {
background: var(--colors--text);
color: var(--colors--background);
}
/* Rich text modifiers */
.w-richtext>:first-child {
margin-top: 0;
}
.w-richtext>:last-child, .w-richtext ol li:last-child, .w-richtext ul li:last-child {
margin-bottom: 0;
}
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text-wrap: balance;
}
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.row.row-gap-0 .col {
margin: 0;
padding: 0;
}
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padding-left: calc(var(--_layout---grid--gap-md) / 2);
padding-right: calc(var(--_layout---grid--gap-md) / 2);
}
.row.row-gap-sm .col {
padding-left: calc(var(--_layout---grid--gap-sm) / 2);
padding-right: calc(var(--_layout---grid--gap-sm) / 2);
}
/* Line clamp modifiers */
.u-text-clamp-1 {
-webkit-line-clamp: 1;
-webkit-box-orient: vertical;
}
.u-text-clamp-2 {
-webkit-line-clamp: 2;
-webkit-box-orient: vertical;
}
.u-text-clamp-3 {
-webkit-line-clamp: 3;
-webkit-box-orient: vertical;
}
/* Build mode modifiers */
.slot.cc-column .btn {
align-self: flex-start;
}
.slot.cc-column .accordion-item {
margin: 0;
}
.card:has(.u-link-cover:focus-visible) {
outline: 2px solid var(--colors--primary-accent);
outline-offset: 2px;
}
html.wf-design-mode .card:has( .slot.cc-card) .u-link-cover {
pointer-events: none;
}
/* Modal mods */
body:has(dialog[open]) {
overflow: hidden !important;
}
dialog.modal[open] {
animation: fadein 400ms ease-out forwards;
}
dialog.modal::backdrop {
background: color-mix(in srgb, var(--_color---neutral--black) 80%, transparent);
}
@keyframes fadein{
0%{
opacity:0;
}
100%{
opacity:1;
}
}
dialog::-webkit-scrollbar {
width: 10px;
}
dialog::-webkit-scrollbar-track {
border-radius: 10px;
background-color: transparent;
}
dialog::-webkit-scrollbar-thumb {
border-radius: 10px;
border: 2px solid var(--colors--background);
background: var(--colors--text);
}
dialog::-webkit-scrollbar-thumb:window-inactive {
background: var(--colors--text);
}
/* Marquee Slide to Left */
@keyframes slideLeftHalf {
0% { transform: translateX(0%); }
100% { transform: translateX(-50%); }
}
/* Marquee Slide to Right */
@keyframes slideRightHalf {
0% { transform: translateX(0%); }
100% { transform: translateX(50%); }
}
.marquee-left {
animation: slideLeftHalf 30s linear infinite;
}
.marquee-left:hover {
animation-play-state: paused;
}
.logos-strip_track {
animation: slideLeftHalf 30s linear infinite;
}
.logos-strip_track-slow {
animation: slideLeftHalf 60s linear infinite;
}
@media (min-width: 768px) {
.cs-card_list .cs-card:nth-child(even) > :first-child {
order: 99;
}
}
/* Custom Swiper Styles */
.swiper-button-disabled {
opacity: .5;
pointer-events: none;
}
.swiper-pagination.cc-pricing .swiper-pagination-bullet {
background: var(--_color---neutral--grey-30);
opacity: 1;
}
.swiper-pagination.cc-pricing .swiper-pagination-bullet-active { background: var(--_color---neutral--white); }
/* Custom Navigation Styles - To prevent style cleanup */
.nav.transparent .nav-background { opacity: 0; }
.nav.fixed { position: fixed; }
.nav.no-border .nav-line { opacity: 0; }
@media screen and (max-width: 1080px) {
.nav-left {
grid-column-gap: 1.5rem;
}
}
.nav-dropdown_link:hover .nav-dropdown_link-title {
text-decoration: underline;
text-decoration-color: var(--_color---primary--lumin);
}
.vc_small-logo .card_vert-icon-wrapper { height: 3rem; max-width: 4rem;}
.vc_small-logo .card_vert-icon-wrapper img { object-fit: contain; }
.quote-dark-bg em { color: var(--_color---neutral--grey-90) }
/* fix form privacy checkbox */
.mk-form_label.mk-form_checkbox-field {
display: block !important;
}
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// event: 'gtm.js'
// });
// var f = d.getElementsByTagName(s)[0],
// j = d.createElement(s),
// dl = l != 'dataLayer' ? '&l=' + l : '';
// j.async = true;
// j.src = 'https://www.googletagmanager.com/gtm.js?id=' + i + dl;
// f.parentNode.insertBefore(j, f);
// })(window, document, 'script', 'dataLayer', 'GTM-KHGG4KL');
// }
//
// function loadMarketo(callback) {
// var s = document.createElement('script');
// s.src = 'https://marketo.use1-marketplace-1p-apps-prod-red.if.webflow.services/static/loader.js';
// s.async = true;
// s.onload = callback;
// document.head.appendChild(s);
// }
//
// function deferredLoad() {
// loadMarketo(function() {
// loadGTM();
// });
// }
//
// var t = setTimeout(deferredLoad, 3500);
// ['scroll', 'click', 'touchstart', 'keydown'].forEach(function(e) {
// document.addEventListener(e, function() {
// clearTimeout(t);
// deferredLoad();
// }, { once: true, passive: true });
// });
//})();
</script>
<script>
//---- Modal JS ----
document.addEventListener('DOMContentLoaded', function () {
const dialogs = document.querySelectorAll('dialog');
const showButtons = document.querySelectorAll('dialog + button');
const closeButtons = document.querySelectorAll('dialog button');
dialogs.forEach((dialog, index) => {
showButtons[index].addEventListener('click', () => {
dialog.showModal();
});
closeButtons[index].addEventListener('click', () => {
dialog.close();
});
dialog.addEventListener('click', (e) => {
const dialogDimensions = dialog.getBoundingClientRect();
if (e.clientX < dialogDimensions.left || e.clientX > dialogDimensions.right || e.clientY < dialogDimensions.top || e.clientY > dialogDimensions.bottom) {
dialog.close();
}
});
});
});
//---- Update footer year ----
document.addEventListener('DOMContentLoaded', function () {
const elements = document.querySelectorAll('[data-footer-year]');
elements.forEach((element) => {
element.textContent = new Date().getFullYear();
});
});
//---- Hide Navigation Border on Scroll ----
document.addEventListener('DOMContentLoaded', function () {
const targetElement = document.querySelector('.nav-line');
function handleScroll() {
if (!targetElement) return;
if (window.scrollY > 50) {
targetElement.style.opacity = '0';
targetElement.style.transition = 'opacity 0.2s ease';
} else {
targetElement.style.opacity = '1';
}
}
window.addEventListener('scroll', handleScroll);
});
//---- Add Navigation BG on Scroll if Transparent ----
document.addEventListener('DOMContentLoaded', function () {
const nav = document.querySelector('.nav.transparent');
if (!nav) return;
const navBg = nav.querySelector('.nav-background');
if (!navBg) return;
navBg.style.transition = 'opacity 0.2s ease';
function handleScroll() {
if (window.scrollY > 50) {
navBg.style.opacity = '1';
} else {
navBg.style.opacity = '0';
}
}
window.addEventListener('scroll', handleScroll);
handleScroll();
});
document.addEventListener('DOMContentLoaded', function () {
const closeButtons = document.querySelectorAll('.mobile-dropdown-close');
closeButtons.forEach((btn) => {
btn.addEventListener('click', function () {
const dropdown = btn.closest('.w-dropdown');
if (dropdown) {
const toggle = dropdown.querySelector('.w-dropdown-toggle');
if (toggle && dropdown.classList.contains('w--open')) {
toggle.click();
}
}
});
});
});
</script>
<!-- Navattic → GTM dataLayer -->
<script>
(function () {
var EVENT_MAP = {
START_FLOW: 'navattic_flow_start',
VIEW_STEP: 'navattic_step_view',
COMPLETE_FLOW: 'navattic_flow_complete',
CONVERTED: 'navattic_converted',
COMPLETE_TASK: 'navattic_task_complete',
OPEN_CHECKLIST: 'navattic_checklist_open',
};
function bind() {
if (!window.navattic || typeof window.navattic.onEvent !== 'function') return false;
window.navattic.onEvent(function (e) {
var gtmEvent = EVENT_MAP[e && e.type];
if (!gtmEvent) return;
window.dataLayer = window.dataLayer || [];
window.dataLayer.push({
event: gtmEvent,
navattic_event_type: e.type,
navattic_project_id: e.project && e.project.id,
navattic_project_name: e.project && e.project.name,
navattic_flow_id: e.flow && e.flow.id,
navattic_flow_name: e.flow && e.flow.name,
navattic_step_name: e.step && e.step.name,
navattic_step_index: e.step && e.step.indx,
navattic_checklist_id: e.checklist && e.checklist.id,
navattic_task_id: e.task && e.task.id,
navattic_task_title: e.task && e.task.title,
navattic_session_id: e.sessionId,
navattic_customer_id: e.customerId,
navattic_properties: e.properties,
navattic_url: e.url,
page_path: location.pathname,
});
});
return true;
}
if (bind()) return;
// Poll up to ~10s for navattic.js to attach
var tries = 0;
var iv = setInterval(function () {
if (bind() || ++tries > 40) clearInterval(iv);
}, 250);
})();
</script>
<!-- ============================================================
Navattic embeds.js — lazy-load handler (site-wide)
------------------------------------------------------------
Finds every <iframe data-navattic-src="..."> on the page,
loads embeds.js once, and lets NavatticEmbed render the
poster + "Try a demo" overlay. Per-embed inline scripts are
no longer needed.
Pair with the existing Head-injected sdk.js loader, which is
responsible for window.navattic.onEvent (analytics) and
visitor-identity resolution. embeds.js is a separate concern.
============================================================ -->
<script>
(function () {
var EMBED_SRC = "https://js.navattic.com/embeds.js";
function init() {
if (typeof NavatticEmbed !== "undefined" &&
typeof NavatticEmbed.loadEmbeds === "function") {
NavatticEmbed.loadEmbeds();
} else {
// Defensive fallback: if embeds.js fails to load or define
// NavatticEmbed for any reason, fall back to immediate iframe
// load so the demo still works (no poster overlay).
document.querySelectorAll(
"iframe[data-navattic-src]:not([src])"
).forEach(function (el) {
el.src = el.dataset.navatticSrc;
});
}
}
if (typeof NavatticEmbed !== "undefined") {
init();
} else if (document.querySelector('script[src="' + EMBED_SRC + '"]') == null) {
var s = document.createElement("script");
s.src = EMBED_SRC;
s.onload = init;
s.onerror = init; // fallback path on load failure
document.body.appendChild(s);
}
})();
</script>
<!-- CHATFACTORY — loaded on first user interaction to protect the browser Back button -->
<script>
(function () {
if (window.top !== window.self) return; // top window only
var CONFIG = { token:"ab4b92c8-1a7b-4fa3-8e02-35506e9c8273", clientId:"LB-727F1CFC-10479",
apiHost:"https://jukebox.pathfactory.com", widgetType:"cf_new_search" };
var EVENTS = ["pointerdown","mousemove","touchstart","keydown","scroll","wheel"];
var opts = { passive:true, capture:true }, loaded = false;
function load(){
if (loaded) return; loaded = true;
EVENTS.forEach(function(e){ window.removeEventListener(e, load, opts); });
var s = document.createElement('script');
s.src = "https://cdn-app.pathfactory.com/libraries/chatfactory/widget/index.js";
s.onload = function(){ (function w(n){
if (typeof initializeChatWidget==='function'){ initializeChatWidget(CONFIG); }
else if (n>0){ setTimeout(function(){ w(n-1); },200); } })(25); };
document.head.appendChild(s);
}
EVENTS.forEach(function(e){ window.addEventListener(e, load, opts); });
})();
</script>
<!-- ChatFactory placeholder → Japanese on /jp pages (PathFactory has no i18n) -->
<script>
(function () {
if (window.top !== window.self) return;
// JP locale = /jp path or <html lang="ja"> (both true on the Webflow JP locale)
var isJP = /^\/jp(\/|$)/i.test(location.pathname) || (document.documentElement.lang||'').toLowerCase().indexOf('ja') === 0;
if (!isJP) return;
var JP = "本日何かお手伝いできますか?"; // ← swap in your team's approved wording
function apply(){
var el = document.querySelector('input#pfCfCtaBlock, input.pf-cf-cta-block');
if (el && el.placeholder !== JP) { el.placeholder = JP; el.setAttribute('placeholder', JP); }
}
try { new MutationObserver(apply).observe(document.documentElement,
{ childList:true, subtree:true, attributes:true, attributeFilter:['placeholder'] }); } catch(e){}
var n = 0, iv = setInterval(function(){ apply(); if (++n > 100) clearInterval(iv); }, 200); // 20s fallback
apply();
})();
</script>
<script>
(function () {
function notifyIframe(consent){
var f = document.querySelector('iframe[src*="pathfactory.com"]');
if (f && f.contentWindow) f.contentWindow.postMessage({ type:'pf-cookie-change', consent: consent }, '*');
}
function handle(){
if (typeof Cookiebot === 'undefined') return;
notifyIframe({ necessary:Cookiebot.consent.necessary, preferences:Cookiebot.consent.preferences,
statistics:Cookiebot.consent.statistics, marketing:Cookiebot.consent.marketing });
// NOTE: intentionally no iframe reload — reloading re-navigated the iframe and broke Back.
}
window.addEventListener('CookiebotOnAccept', handle);
window.addEventListener('CookiebotOnDecline', handle);
})();
</script>
<!-- CHATFACTORY — dock above the footer (site-wide).
The chat bar is position:fixed at the viewport bottom, which lets it sit on
top of the footer's legal row. Once the footer scrolls into view, translate
the bar up by exactly the footer's visible height, so it stays pinned to
the bottom of the content above the footer — same gap it kept from the
viewport edge — and never covers the legal links.
The widget centers itself with left:50% + transform:translate(-50%,0), so
the docked transform must carry the same -50% X shift — a bare translateY
here would drop the centering and push the bar half its width to the right.
Uses transform (not the transitioned `translate` property) so it tracks the
scroll frame-for-frame with no rubber-banding. -->
<script>
(function () {
if (window.top !== window.self) return;
function init() {
var footer = document.querySelector('footer.cc-footer') || document.querySelector('footer');
if (!footer) return;
var ticking = false;
function apply() {
ticking = false;
var els = document.querySelectorAll('.pf-cf-chat-container');
if (!els.length) return; // widget not loaded yet — next scroll re-checks
var overlap = window.innerHeight - footer.getBoundingClientRect().top;
els.forEach(function (el) {
if (overlap > 0) {
el.style.transform = 'translate(-50%, ' + (-overlap) + 'px)';
} else if (el.style.transform) {
el.style.transform = '';
}
});
}
function onScroll() {
if (!ticking) { ticking = true; requestAnimationFrame(apply); }
}
window.addEventListener('scroll', onScroll, { passive: true });
window.addEventListener('resize', onScroll, { passive: true });
/* the widget injects itself after first interaction — settle it once it lands */
var n = 0, iv = setInterval(function () {
apply();
if (document.querySelector('.pf-cf-chat-container') || ++n > 120) clearInterval(iv);
}, 500);
apply();
}
if (document.readyState === 'loading') document.addEventListener('DOMContentLoaded', init);
else init();
})();
</script><script async src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.9.0/highlight.min.js"></script>
<script src="//go.sysdig.com/js/forms2/js/forms2.min.js"></script>
<style>
.mk-form_input {
background-color: white;
}
label.mk-form_label {
display: flex;
align-items: center;
gap: 0.25em;
}
.mk-form_label strong {
font-weight: 400;
}
.mk-form_input,
.mk-form_select,
.mk-form_input:focus,
.mk-form_select:focus {
outline: none;
border: none;
box-shadow: none;
}
.mk-form_select[multiple] {
height: 130px;
min-height: 8rem;
padding: 0.5rem;
border-radius: 0.25rem;
overflow-y: auto;
background: #BBBDBF;
color: black;
font-family: inherit;
font-size: inherit;
}
.mktoLogicalField.mktoCheckboxList.mktoHasWidth {
display: flex;
}
.mk-form_inner-grid {
display: flex;
flex-direction: column;
gap: 1rem;
}
.mk-form_col--button {
justify-content: flex-start;
align-items: flex-start;
text-align: left;
display: flex;
}
.mk-form_row--half {
display: grid;
grid-template-columns: 1fr 1fr;
gap: 1px;
}
.mk-form_row--half .mk-form_col {
padding: 0;
}
.mk-form_row--half .mk-form_col:first-child input,
.mk-form_row--half .mk-form_col:first-child textarea,
.mk-form_row--half .mk-form_col:first-child select {
border-top-right-radius: 0;
border-bottom-right-radius: 0;
}
.mk-form_row--half .mk-form_col:last-child input,
.mk-form_row--half .mk-form_col:last-child textarea,
.mk-form_row--half .mk-form_col:last-child select {
border-top-left-radius: 0;
border-bottom-left-radius: 0;
}
.mk-form_input-wrapper {
margin-bottom: 0 !important;
}
.mk-form_input-wrapper:has(label[for="Privacy_Consent_to_Processing__c"]) {
margin-bottom: 0 !important;
flex-flow: unset !important;
}
label#LblmktoCheckbox_137261_0.mk-form_label.mk-form_checkbox-field {
display: block;
}
.mk-form_checkbox {
appearance: none;
position: relative;
width: 18px;
height: 18px;
border: 1px solid #BBBDBF;
border-radius: 4.5px;
background-color: white;
}
.mk-form_checkbox:checked::after {
content: "";
position: absolute;
top: 0%;
left: 0%;
width: 100%;
height: 100%;
background-image: url('https://cdn.prod.website-files.com/681a1c8e5b6ebfc0f8529533/686e3cb0cfa0b9f15e680e2e_checkmark.svg');
background-repeat: no-repeat;
background-position: center;
background-size: cover;
}
/* 📱 Responsive below 991px */
@media (max-width: 991px) {
.mk-form_row--half {
display: block;
}
.mk-form_row--half .mk-form_col:first-child input,
.mk-form_row--half .mk-form_col:first-child textarea,
.mk-form_row--half .mk-form_col:first-child select,
.mk-form_row--half .mk-form_col:last-child input,
.mk-form_row--half .mk-form_col:last-child textarea,
.mk-form_row--half .mk-form_col:last-child select {
border-radius: 12px !important;
}
</style>
<script>
// === Centralized form ID ===
const MARKETO_FORM_ID = 3811;
// === Marketo form config ===
const mktoFormConfig = {
podId: "//go.sysdig.com",
munchkinId: "067-QZT-881",
formIds: [MARKETO_FORM_ID]
};
function mktoFormChain(config) {
const arrayify = getSelection.call.bind([].slice);
const MKTOFORM_ID_ATTRNAME = "data-formId";
arrayify(config.formIds).forEach(function (formId) {
const loadForm = MktoForms2.loadForm.bind(MktoForms2, config.podId, config.munchkinId, formId);
const formEls = arrayify(document.querySelectorAll(`[${MKTOFORM_ID_ATTRNAME}="${formId}"]`));
(function loadFormCb(formEls) {
const formEl = formEls.shift();
formEl.id = `mktoForm_${formId}`;
loadForm(function () {
formEl.id = "";
if (formEls.length) loadFormCb(formEls);
});
})(formEls);
});
}
mktoFormChain(mktoFormConfig);
// === UTM helpers ===
const UTM_MAP = {
utm_source: "UTM_Source__c",
utm_medium: "UTM_Medium__c",
utm_campaign: "UTM_Campaign__c",
utm_content: "UTM_Content__c",
utm_term: "UTM_Term__c",
utm_offer: "UTM_Offer__c"
};
function readUTMsFromURL() {
const qs = new URLSearchParams(location.search);
const out = {};
Object.keys(UTM_MAP).forEach(k => {
const v = qs.get(k);
if (v && v.trim() !== "") out[k] = v.trim();
});
return out;
}
function persistUTMs(map) {
Object.keys(map).forEach(k => {
const field = UTM_MAP[k];
try {
sessionStorage.setItem(field, map[k]);
localStorage.setItem(field, map[k]);
} catch(e) {}
});
}
function getUTMValue(field) {
try {
return sessionStorage.getItem(field) || localStorage.getItem(field) || "";
} catch(e) { return ""; }
}
// bootstrap: save UTM from URL if present
(function () {
const fromURL = readUTMsFromURL();
if (Object.keys(fromURL).length) persistUTMs(fromURL);
})();
// === /UTM helpers ===
function destyleMktoForm(mktoForm, moreStyles) {
const formEl = mktoForm.getFormElem()[0];
const arrayify = getSelection.call.bind([].slice);
const styledEls = arrayify(formEl.querySelectorAll("[style]")).concat(formEl);
styledEls.forEach(el => el.removeAttribute("style"));
const styleSheets = arrayify(document.styleSheets);
styleSheets.forEach(ss => {
if ([mktoForms2BaseStyle, mktoForms2ThemeStyle].includes(ss.ownerNode) || formEl.contains(ss.ownerNode)) {
ss.disabled = true;
}
});
if (!moreStyles) {
formEl.setAttribute("data-styles-ready", "true");
console.log("Styles ready at:", performance.now());
}
}
function combineFieldsByLabel($form, a, b) {
function findIdByLabel(text) {
const lab = Array.from($form.find("label")).find(el =>
el.textContent.trim().toLowerCase().includes(text.toLowerCase())
);
return lab ? lab.getAttribute("for") : null;
}
const id1 = findIdByLabel(a);
const id2 = findIdByLabel(b);
if (!id1 || !id2) return;
const $row1 = $form.find(`label[for="${id1}"]`).closest(".mk-form_row");
const $row2 = $form.find(`label[for="${id2}"]`).closest(".mk-form_row");
if (!$row1.length || !$row2.length) return;
const $col1 = $row1.children(".mk-form_col");
const $col2 = $row2.children(".mk-form_col");
if (!$col1.length || !$col2.length) return;
const $combined = $('<div class="mk-form_row mk-form_row--half"></div>');
$combined.append($col1).append($col2);
$row1.replaceWith($combined);
$row2.remove();
}
MktoForms2.whenRendered(function (form) {
if (form.getId() !== MARKETO_FORM_ID) return;
const $form = $(form.getFormElem()[0]);
destyleMktoForm(form);
$form.addClass("mk-form cc-flex");
$form.find(".mktoFieldWrap").addClass("mk-form_input-wrapper");
$form.find("label").addClass("mk-form_label");
$form.find(".mktoAsterix").addClass("mk-form_required");
$form.find("input[type='text'], input[type='email'], input[type='tel']").addClass("mk-form_input");
$form.find("textarea").addClass("mk-form_textarea");
$form.find("select").addClass("mk-form_select");
$form.find("input[type='checkbox']").addClass("mk-form_checkbox");
$form.find('label[id^="LblmktoCheckbox_"]').addClass("mk-form_checkbox-field");
$form.find("button").addClass("btn cc-black");
// wrap mkto rows into our grid
$form.find(".mktoFormRow").each(function () {
const $row = $(this);
const $col = $("<div>").addClass("mk-form_col");
const $wrapper = $("<div>").addClass("mk-form_row");
$col.append($row.contents());
$wrapper.append($col);
$row.replaceWith($wrapper);
});
$form.find(".mktoOffset").removeClass("mktoOffset").addClass("mk-form_offset");
combineFieldsByLabel($form, "first name", "last name");
combineFieldsByLabel($form, "company", "job title");
const $checkbox = $form.find(".mk-form_checkbox").closest(".mk-form_row");
const $buttonRow = $form.find(".mktoButtonRow");
if ($checkbox.length && $buttonRow.length) {
const $outerRow = $('<div class="mk-form_row"></div>').css("grid-column", "span 2");
const $innerGrid = $('<div class="mk-form_inner-grid"></div>');
const $leftCol = $('<div class="mk-form_col"></div>');
const $rightCol = $('<div class="mk-form_col mk-form_col--button"></div>');
$leftCol.append($checkbox.contents());
$rightCol.append($buttonRow.contents());
$innerGrid.append($leftCol).append($rightCol);
$outerRow.append($innerGrid);
$checkbox.remove();
$buttonRow.remove();
$form.append($outerRow);
}
$form.find(".mk-form_input-wrapper").last().css("margin-bottom", "0");
// remove only truly empty rows, keep rows with hidden inputs
$form.find(".mk-form_row").each(function () {
const $row = $(this);
const hasVisible = $row.find('input:not([type="hidden"]), select, textarea, label').length > 0;
const hasHidden = $row.find('input[type="hidden"]').length > 0;
const hasText = $.trim($row.text()) !== "";
if (!hasVisible && !hasHidden && !hasText) $row.remove();
});
// populate UTM fields: URL, then session, then local
Object.keys(UTM_MAP).forEach(k => {
const field = UTM_MAP[k];
const fromURL = new URLSearchParams(location.search).get(k);
const value = (fromURL && fromURL.trim()) || getUTMValue(field);
if (value) {
if (fromURL && fromURL.trim()) persistUTMs({ [k]: value });
const $input = $form.find(`input[name="${field}"]`);
if ($input.length) $input.val(value);
}
});
console.log("Form styled and modified for ID:", MARKETO_FORM_ID);
});
MktoForms2.whenReady(function (form) {
if (form.getId() !== MARKETO_FORM_ID) return;
form.onSuccess(function () {
document.querySelector(".mktoForm").style.display = "none";
const thx = document.getElementById("mk-form_thank");
if (thx) thx.style.display = "block";
return false;
});
});
</script>
<script>
// Dynamically Injecting CTAs with <banner> shortcode
(function () {
const RICH_SELECTOR = ".rich-text";
const TEMPLATE_CLASS = "blog-cta_component";
// Find the template outside rich text
function findTemplate() {
const all = Array.from(document.querySelectorAll("." + TEMPLATE_CLASS));
return all.find((el) => !el.closest(RICH_SELECTOR));
}
const tpl = findTemplate();
if (!tpl) {
console.warn(
"[CTA] Template ." +
TEMPLATE_CLASS +
" not found outside " +
RICH_SELECTOR
);
return;
}
// If Webflow conditional visibility hides the wrapper, DO NOT insert any CTA
const templateRenderable = !tpl.classList.contains("w-condition-invisible");
function stripTemplateOnlyHiding(el) {
// Keep conditional visibility intact; just undo template hiding
el.removeAttribute("hidden");
el.style.display = "block"; // override your "template is hidden" rule
// Don't remove w-condition-invisible on the wrapper — respect CMS conditions
// But do clean descendants that might inherit template-only hides
el.querySelectorAll("[hidden]").forEach((n) => n.removeAttribute("hidden"));
el.querySelectorAll("[style]").forEach((n) => {
if (n.style.display === "none") n.style.removeProperty("display");
});
}
function sanitizeIDs(root) {
root.removeAttribute("id");
root.querySelectorAll("[id]").forEach((n) => n.removeAttribute("id"));
}
// Replace textual <banner> markers (any encoding) with placeholders
function insertPlaceholders(richEl) {
const walker = document.createTreeWalker(richEl, NodeFilter.SHOW_TEXT);
const targets = [];
while (walker.nextNode()) {
const t = walker.currentNode.nodeValue || "";
if (
t.includes("<banner>") ||
t.includes("&lt;banner&gt;") ||
t.includes("&amp;lt;banner&amp;gt;")
) {
targets.push(walker.currentNode);
}
}
targets.forEach((node) => {
let text = node.nodeValue
.replaceAll("&amp;lt;banner&amp;gt;", "<banner>")
.replaceAll("&lt;banner&gt;", "<banner>");
const parts = text.split("<banner>");
const frag = document.createDocumentFragment();
parts.forEach((part, i) => {
if (part) frag.appendChild(document.createTextNode(part));
if (i < parts.length - 1) {
const ph = document.createElement("div");
ph.className = "cta-marker";
frag.appendChild(ph);
}
});
node.parentNode.replaceChild(frag, node);
});
}
// Hydrate placeholders with clones OR remove them if template is not renderable
function hydrate(richEl) {
const markers = Array.from(richEl.querySelectorAll(".cta-marker"));
if (!markers.length) return;
if (!templateRenderable) {
// Respect CMS conditional visibility: remove markers, insert nothing
markers.forEach((m) => m.remove());
return;
}
markers.forEach((m, i) => {
const clone = tpl.cloneNode(true);
stripTemplateOnlyHiding(clone); // make visible but keep CMS-driven invisibility
sanitizeIDs(clone);
clone.setAttribute("data-cta-instance", String(i + 1));
m.replaceWith(clone);
});
}
function run() {
document.querySelectorAll(RICH_SELECTOR).forEach((rich) => {
if (!rich.dataset.ctaShortcodeProcessed) {
insertPlaceholders(rich);
rich.dataset.ctaShortcodeProcessed = "1";
}
hydrate(rich);
});
}
// Run after load and after Finsweet Attributes (TOC/CMSLoad) settle
if (document.readyState === "complete") run();
else window.addEventListener("load", run, { once: true });
window.fsAttributes = window.fsAttributes || [];
window.fsAttributes.push(["toc", () => setTimeout(run, 0)]);
window.fsAttributes.push(["cmsload", () => setTimeout(run, 0)]);
const scope =
document.querySelector(RICH_SELECTOR)?.parentNode || document.body;
const mo = new MutationObserver(() => requestAnimationFrame(run));
mo.observe(scope, { childList: true, subtree: true, characterData: true });
})();
</script>
<!-- Turn Images into lightbox -->
<script>
(() => {
function replaceImagesWithLightboxes(element) {
const figures = element.querySelectorAll(
"figure.w-richtext-figure-type-image"
);
figures.forEach((figure) => {
const imageContainer = figure.querySelector("div");
const image = imageContainer.querySelector("img");
if (!image) return; // Skip if no image found
const imageUrl = image.getAttribute("src");
const imageAlt = image.getAttribute("alt") || "";
const imageWidth = image.naturalWidth || image.width;
// Extract the caption
const caption = figure.querySelector("figcaption");
const captionText = caption ? caption.innerText : "";
// Create lightbox HTML
const lightbox = document.createElement("a");
lightbox.setAttribute("href", imageUrl);
lightbox.classList.add("w-inline-block", "w-lightbox");
const lightboxImage = document.createElement("img");
lightboxImage.setAttribute("src", imageUrl);
lightboxImage.setAttribute("loading", "lazy");
lightboxImage.setAttribute("sizes", "100vw");
lightboxImage.setAttribute(
"srcset",
generateSrcset(imageUrl, imageWidth)
);
lightboxImage.setAttribute("alt", imageAlt);
const script = document.createElement("script");
script.setAttribute("type", "application/json");
script.classList.add("w-json");
script.textContent = JSON.stringify({
items: [
{
_id: Math.random().toString(),
origFileName: imageAlt,
fileName: imageAlt,
url: imageUrl,
width: imageWidth,
type: "image",
caption: captionText, // Include the caption text
},
],
group: "",
});
lightbox.appendChild(lightboxImage);
lightbox.appendChild(script);
// Clear the existing image container and append the lightbox
imageContainer.innerHTML = "";
imageContainer.appendChild(lightbox);
// If the caption exists, move it outside the figure (as figure is being cleared)
if (caption) {
figure.parentNode.insertBefore(caption, figure.nextSibling);
}
// Clear the figure but not the caption
figure.innerHTML = "";
figure.appendChild(imageContainer);
if (caption) {
figure.appendChild(caption);
}
});
}
function generateSrcset(imageUrl, imageWidth) {
const sizes = [500, 800, 1080, 1600, 2000];
return (
sizes
.filter((size) => size <= imageWidth)
.map((size) => `${imageUrl.replace(".jpg", `-p-${size}.jpg`)} ${size}w`)
.join(", ") + `, ${imageUrl} ${imageWidth}w`
);
}
const containerElement = document.querySelector(".w-richtext");
if (containerElement) {
replaceImagesWithLightboxes(containerElement);
}
})();
</script></body></html>