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<!DOCTYPE html><html lang="en-US"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width"/><link rel="icon" href="https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/themes/customTheme1/favicon-1730836283320.png?time=1730836286415&image-dimensions=32x32" type="image/png"/><link rel="apple-touch-icon" href="https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/themes/customTheme1/favicon-1730836283320.png?time=1730836286415&image-dimensions=180x180" type="image/png"/><link rel="manifest" href="/manifest.webmanifest/customTheme1/1732235949978"/><style>@font-face { font-family: "Segoe UI"; font-style: normal; font-weight: 400; font-display: swap; src: local("Segoe UI-normal-400"), url("https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/themes/customTheme1/SegoeUI-normal-400.woff2") format('woff2'); } @font-face { font-family: "Segoe UI"; font-style: normal; font-weight: 300; font-display: swap; src: local("Segoe UI-normal-300"), 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var(--lia-default-message-link-decoration);--lia-contest-message-link-font-style: ITALIC;--lia-contest-message-link-font-weight: var(--lia-default-message-link-font-weight);--lia-occasion-color-h: 9.101123595505612;--lia-occasion-color-s: 74.16666666666666%;--lia-occasion-color-l: 47.05882352941176%;--lia-occasion-color: hsl(var(--lia-occasion-color-h), var(--lia-occasion-color-s), var(--lia-occasion-color-l));--lia-occasion-font-family: var(--lia-bs-font-family-base);--lia-occasion-font-weight: var(--lia-default-message-font-weight);--lia-occasion-line-height: var(--lia-bs-line-height-base);--lia-occasion-font-style: var(--lia-default-message-font-style);--lia-occasion-message-link-color: var(--lia-default-message-link-color);--lia-occasion-message-link-decoration: var(--lia-default-message-link-decoration);--lia-occasion-message-link-font-style: var(--lia-default-message-link-font-style);--lia-occasion-message-link-font-weight: var(--lia-default-message-link-font-weight);--lia-grouphub-color-h: 0;--lia-grouphub-color-s: 0%;--lia-grouphub-color-l: 20%;--lia-grouphub-color: hsl(var(--lia-grouphub-color-h), var(--lia-grouphub-color-s), var(--lia-grouphub-color-l));--lia-category-color-h: 0;--lia-category-color-s: 0%;--lia-category-color-l: 58.03921568627452%;--lia-category-color: hsl(var(--lia-category-color-h), var(--lia-category-color-s), var(--lia-category-color-l));--lia-community-color-h: 0;--lia-community-color-s: 0%;--lia-community-color-l: 100%;--lia-community-color: hsl(var(--lia-community-color-h), var(--lia-community-color-s), var(--lia-community-color-l));--lia-product-color-h: 0;--lia-product-color-s: 0%;--lia-product-color-l: 58.03921568627452%;--lia-product-color: hsl(var(--lia-product-color-h), var(--lia-product-color-s), var(--lia-product-color-l));--lia-panel-bg-color: var(--lia-bs-white);--lia-panel-border-radius: var(--lia-bs-border-radius);--lia-panel-border-color: var(--lia-bs-border-color);--lia-panel-box-shadow: none;--lia-card-bg-color: var(--lia-panel-bg-color);--lia-card-border-radius: var(--lia-panel-border-radius);--lia-card-box-shadow: var(--lia-box-shadow-xs);--lia-bs-modal-content-color: var(--lia-bs-body-color);--lia-bs-modal-content-bg: var(--lia-bs-white);--lia-bs-modal-backdrop-bg: var(--lia-bs-black);--lia-bs-modal-sm: 440px;--lia-bs-modal-md: 760px;--lia-bs-modal-lg: 1080px;--lia-bs-modal-backdrop-opacity: 0.3;--lia-bs-modal-content-box-shadow-xs: var(--lia-bs-box-shadow-sm);--lia-bs-modal-content-box-shadow-xs-up: var(--lia-bs-box-shadow);--lia-bs-modal-header-font-weight: 700;--lia-icon-size-10: 10px;--lia-icon-size-12: 12px;--lia-icon-size-14: 14px;--lia-icon-size-16: 16px;--lia-icon-size-20: 20px;--lia-icon-size-24: 24px;--lia-icon-size-30: 30px;--lia-icon-size-40: 40px;--lia-icon-size-50: 50px;--lia-icon-size-60: 60px;--lia-icon-size-80: 80px;--lia-icon-size-120: 120px;--lia-icon-size-160: 160px;--lia-bs-input-border-color: var(--lia-bs-gray-600);--lia-bs-input-disabled-color: var(--lia-bs-gray-600);--lia-bs-input-focus-border-color: var(--lia-bs-primary);--lia-bs-label-margin-bottom: 10px;--lia-bs-input-btn-font-size: var(--lia-bs-font-size-sm);--lia-bs-input-focus-box-shadow: 0 0 0 3px hsla(var(--lia-bs-primary-h), var(--lia-bs-primary-s), var(--lia-bs-primary-l), 0.2);--lia-check-label-margin-bottom: 2px;--lia-checkbox-border-radius: 3px;--lia-bs-input-border-radius-sm: var(--lia-bs-border-radius-sm);--lia-bs-input-border-radius: var(--lia-bs-border-radius);--lia-bs-input-border-radius-lg: var(--lia-bs-border-radius-lg);--lia-bs-form-text-margin-top: 4px;--lia-textarea-border-radius: var(--lia-bs-border-radius);--lia-input-active-fill-color: var(--lia-bs-primary);--lia-bs-popover-arrow-height: 8px;--lia-bs-popover-arrow-width: 16px;--lia-bs-popover-max-width: 300px;--lia-bs-popover-min-width: 100px;--lia-bs-popover-header-bg: var(--lia-bs-white);--lia-bs-popover-border-color: var(--lia-bs-border-color);--lia-bs-popover-border-radius: var(--lia-bs-border-radius);--lia-bs-popover-box-shadow: 0 0.5rem 1rem hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.15);--lia-bs-dropdown-font-size: var(--lia-bs-font-size-sm);--lia-bs-dropdown-border-color: var(--lia-bs-border-color);--lia-bs-dropdown-border-radius: var(--lia-bs-border-radius-sm);--lia-bs-dropdown-divider-bg: var(--lia-bs-gray-300);--lia-bs-dropdown-item-padding-y: 5px;--lia-bs-dropdown-item-padding-x: 20px;--lia-bs-dropdown-header-color: var(--lia-bs-gray-700);--lia-bs-list-group-item-padding-y: 15px;--lia-bs-list-group-item-padding-x: 15px;--lia-bs-list-group-border-color: var(--lia-bs-gray-300);--lia-list-li-mb-sm: 5px;--lia-list-li-mb-md: 10px;--lia-list-li-mb-lg: 15px;--lia-list-li-mb-xl: 20px;--lia-list-li-mb-xxl: 25px;--lia-img-preview-content-bg-color: var(--lia-bs-gray-900);--lia-img-preview-title-color: var(--lia-bs-white);--lia-img-preview-control-color: var(--lia-bs-white);--lia-img-preview-control-bg-color: var(--lia-bs-gray-800);--lia-load-dot-dark-color: hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.2);--lia-load-dot-light-color: hsla(var(--lia-bs-white-h), var(--lia-bs-white-s), var(--lia-bs-white-l), 0.5);--lia-load-bar-dark-color: hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.06);--lia-load-bar-light-color: hsla(var(--lia-bs-white-h), var(--lia-bs-white-s), var(--lia-bs-white-l), 0.4);--lia-load-text-color: var(--lia-bs-link-color);--lia-load-text-font-weight: var(--lia-font-weight-md);--lia-load-text-font-size: var(--lia-bs-font-size-sm);--lia-divider-size: 3px;--lia-divider-ml: 4px;--lia-divider-mr: 4px;--lia-divider-border-radius: 50%;--lia-divider-bg-color: var(--lia-bs-gray-600);--lia-divider-bg-color-active: var(--lia-bs-gray-600);--lia-chip-max-width: 300px;--lia-chip-height: 30px;--lia-yiq-light-h: 0;--lia-yiq-light-s: 0%;--lia-yiq-light-l: 100%;--lia-yiq-light: hsl(var(--lia-yiq-light-h), var(--lia-yiq-light-s), var(--lia-yiq-light-l));--lia-yiq-dark-h: 0;--lia-yiq-dark-s: 0%;--lia-yiq-dark-l: 0%;--lia-yiq-dark: hsl(var(--lia-yiq-dark-h), var(--lia-yiq-dark-s), var(--lia-yiq-dark-l));--lia-rte-bg-color: var(--lia-bs-white);--lia-rte-border-radius: var(--lia-panel-border-radius);--lia-rte-box-shadow: var(--lia-panel-box-shadow);--lia-rte-custom-color-1: #bfedd2;--lia-rte-custom-color-2: #fbeeb8;--lia-rte-custom-color-3: #f8cac6;--lia-rte-custom-color-4: #eccafa;--lia-rte-custom-color-5: #c2e0f4;--lia-rte-custom-color-6: #2dc26b;--lia-rte-custom-color-7: #f1c40f;--lia-rte-custom-color-8: #e03e2d;--lia-rte-custom-color-9: #b96ad9;--lia-rte-custom-color-10: #3598db;--lia-rte-custom-color-11: #169179;--lia-rte-custom-color-12: #e67e23;--lia-rte-custom-color-13: #ba372a;--lia-rte-custom-color-14: #843fa1;--lia-rte-custom-color-15: #236fa1;--lia-rte-custom-color-16: #ecf0f1;--lia-rte-custom-color-17: #ced4d9;--lia-rte-custom-color-18: #95a5a6;--lia-rte-custom-color-19: #7e8c8d;--lia-rte-custom-color-20: #34495e;--lia-rte-custom-color-21: #000000;--lia-rte-custom-color-22: #ffffff;--lia-rte-default-message-header-mt: 40px;--lia-rte-default-message-header-mb: 20px;--lia-rte-default-message-item-mt: 0;--lia-rte-default-message-item-mb: 10px;--lia-rte-diff-added-color: hsla(170, 53%, 51%, 0.4);--lia-rte-diff-removed-color: hsla(9, 74%, 47%, 0.4);--lia-rte-diff-none-color: hsla(0, 0%, 80%, 0.4);--lia-rte-diff-changed-color: hsla(43, 97%, 63%, 0.4);--lia-rte-special-message-header-mt: 40px;--lia-rte-special-message-header-mb: 20px;--lia-rte-special-message-item-mt: 0;--lia-rte-special-message-item-mb: 10px;--lia-prism-color: #000000;--lia-prism-bg-color: #f5f2f0;--lia-prism-font-family: var(--font-family-monospace);--lia-prism-font-size: var(--lia-bs-font-size-base);--lia-prism-font-weight-bold: var(--lia-bs-font-weight-bold);--lia-prism-font-style-italic: italic;--lia-prism-tab-size: 2;--lia-prism-highlight-color: #b3d4fc;--lia-prism-comment-color: #62707e;--lia-prism-punctuation-color: #6f6f6f;--lia-prism-namespace-opacity: 0.7;--lia-prism-prop-color: #990055;--lia-prism-selector-color: #517a00;--lia-prism-operator-color: #906736;--lia-prism-operator-bg-color: hsla(0, 0%, 100%, 0.5);--lia-prism-keyword-color: #0076a9;--lia-prism-function-color: #d3284b;--lia-prism-variable-color: #c14700;--lia-tag-bg-color: var(--lia-bs-gray-200);--lia-tag-bg-hover-color: var(--lia-bs-gray-400);--lia-tag-border-radius: var(--lia-bs-border-radius-sm);--lia-tag-color: var(--lia-bs-body-color);--lia-tag-hover-color: var(--lia-bs-body-color);--lia-tag-font-weight: var(--lia-font-weight-md);--lia-tag-font-size: var(--lia-font-size-xxs);--lia-tag-text-transform: uppercase;--lia-tag-letter-spacing: 0.5px;--lia-bs-toast-border-radius: var(--lia-bs-border-radius);--lia-bs-toast-padding-x: 12px;--lia-emoji-skin-tone-default: #ffcd43;--lia-emoji-skin-tone-light: #fae3c5;--lia-emoji-skin-tone-medium-light: #e2cfa5;--lia-emoji-skin-tone-medium: #daa478;--lia-emoji-skin-tone-medium-dark: #a78058;--lia-emoji-skin-tone-dark: #5e4d43;--lia-checkmark-input-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/checkmark-input.svg#checkmark-input);--lia-chevron-down-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/chevron-down.svg#chevron-down);--lia-close-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/close.svg#close);--lia-edit-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/edit.svg#edit);--lia-select-arrow-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/select-arrow.svg#select-arrow);--lia-video-play-active-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/video-play-active.svg#video-play-active);--lia-video-play-disabled-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/video-play-disabled.svg#video-play-disabled);--lia-user-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/user.svg#user);--lia-user-mention-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/mention.svg#mention);--lia-content-blog-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/content-blog.svg#content-blog);--lia-content-knowledge-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/content-knowledge.svg#content-knowledge);--lia-content-category-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/content-category.svg#content-category);--lia-content-contest-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/content-contest.svg#content-contest);--lia-content-discussion-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/content-discussion.svg#content-discussion);--lia-content-discussion-question-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/content-discussion-question.svg#content-discussion-question);--lia-content-occasion-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/content-occasion.svg#content-occasion);--lia-content-group-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/content-group.svg#content-group);--lia-content-idea-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/content-idea.svg#content-idea);--lia-external-link-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/external-link.svg#external-link);--lia-anchor-icon: url(/static/graphics/processed/N-kiPDUFZiI-TFPgjoYOcYs5f-g/anchor.svg#anchor);--lia-primary-dark-h: var(--lia-bs-primary-h);--lia-primary-dark-s: var(--lia-bs-primary-s);--lia-primary-dark-l: 36%;--lia-primary-dark: hsl(var(--lia-primary-dark-h), var(--lia-primary-dark-s), var(--lia-primary-dark-l));--lia-primary-light-h: var(--lia-bs-primary-h);--lia-primary-light-s: var(--lia-bs-primary-s);--lia-primary-light-l: 74%;--lia-primary-light: hsl(var(--lia-primary-light-h), var(--lia-primary-light-s), var(--lia-primary-light-l));--lia-primary-lighter-h: var(--lia-bs-primary-h);--lia-primary-lighter-s: var(--lia-bs-primary-s);--lia-primary-lighter-l: 89%;--lia-primary-lighter: hsl(var(--lia-primary-lighter-h), var(--lia-primary-lighter-s), var(--lia-primary-lighter-l));--lia-primary-lightest-h: var(--lia-bs-primary-h);--lia-primary-lightest-s: var(--lia-bs-primary-s);--lia-primary-lightest-l: 95%;--lia-primary-lightest: hsl(var(--lia-primary-lightest-h), var(--lia-primary-lightest-s), var(--lia-primary-lightest-l));--lia-info-dark-h: var(--lia-bs-info-h);--lia-info-dark-s: var(--lia-bs-info-s);--lia-info-dark-l: 39%;--lia-info-dark: hsl(var(--lia-info-dark-h), var(--lia-info-dark-s), var(--lia-info-dark-l));--lia-info-light-h: var(--lia-bs-info-h);--lia-info-light-s: var(--lia-bs-info-s);--lia-info-light-l: 72%;--lia-info-light: hsl(var(--lia-info-light-h), var(--lia-info-light-s), var(--lia-info-light-l));--lia-info-lighter-h: var(--lia-bs-info-h);--lia-info-lighter-s: var(--lia-bs-info-s);--lia-info-lighter-l: 85%;--lia-info-lighter: hsl(var(--lia-info-lighter-h), var(--lia-info-lighter-s), var(--lia-info-lighter-l));--lia-info-lightest-h: var(--lia-bs-info-h);--lia-info-lightest-s: var(--lia-bs-info-s);--lia-info-lightest-l: 93%;--lia-info-lightest: hsl(var(--lia-info-lightest-h), var(--lia-info-lightest-s), var(--lia-info-lightest-l));--lia-success-dark-h: var(--lia-bs-success-h);--lia-success-dark-s: var(--lia-bs-success-s);--lia-success-dark-l: 24%;--lia-success-dark: hsl(var(--lia-success-dark-h), var(--lia-success-dark-s), var(--lia-success-dark-l));--lia-success-light-h: var(--lia-bs-success-h);--lia-success-light-s: var(--lia-bs-success-s);--lia-success-light-l: 62%;--lia-success-light: hsl(var(--lia-success-light-h), var(--lia-success-light-s), var(--lia-success-light-l));--lia-success-lighter-h: var(--lia-bs-success-h);--lia-success-lighter-s: var(--lia-bs-success-s);--lia-success-lighter-l: 80%;--lia-success-lighter: hsl(var(--lia-success-lighter-h), var(--lia-success-lighter-s), var(--lia-success-lighter-l));--lia-success-lightest-h: var(--lia-bs-success-h);--lia-success-lightest-s: var(--lia-bs-success-s);--lia-success-lightest-l: 91%;--lia-success-lightest: hsl(var(--lia-success-lightest-h), var(--lia-success-lightest-s), var(--lia-success-lightest-l));--lia-warning-dark-h: var(--lia-bs-warning-h);--lia-warning-dark-s: var(--lia-bs-warning-s);--lia-warning-dark-l: 39%;--lia-warning-dark: hsl(var(--lia-warning-dark-h), var(--lia-warning-dark-s), var(--lia-warning-dark-l));--lia-warning-light-h: var(--lia-bs-warning-h);--lia-warning-light-s: var(--lia-bs-warning-s);--lia-warning-light-l: 68%;--lia-warning-light: hsl(var(--lia-warning-light-h), var(--lia-warning-light-s), var(--lia-warning-light-l));--lia-warning-lighter-h: var(--lia-bs-warning-h);--lia-warning-lighter-s: var(--lia-bs-warning-s);--lia-warning-lighter-l: 84%;--lia-warning-lighter: hsl(var(--lia-warning-lighter-h), var(--lia-warning-lighter-s), var(--lia-warning-lighter-l));--lia-warning-lightest-h: var(--lia-bs-warning-h);--lia-warning-lightest-s: var(--lia-bs-warning-s);--lia-warning-lightest-l: 93%;--lia-warning-lightest: hsl(var(--lia-warning-lightest-h), var(--lia-warning-lightest-s), var(--lia-warning-lightest-l));--lia-danger-dark-h: var(--lia-bs-danger-h);--lia-danger-dark-s: var(--lia-bs-danger-s);--lia-danger-dark-l: 41%;--lia-danger-dark: hsl(var(--lia-danger-dark-h), var(--lia-danger-dark-s), var(--lia-danger-dark-l));--lia-danger-light-h: var(--lia-bs-danger-h);--lia-danger-light-s: var(--lia-bs-danger-s);--lia-danger-light-l: 72%;--lia-danger-light: hsl(var(--lia-danger-light-h), var(--lia-danger-light-s), var(--lia-danger-light-l));--lia-danger-lighter-h: var(--lia-bs-danger-h);--lia-danger-lighter-s: var(--lia-bs-danger-s);--lia-danger-lighter-l: 89%;--lia-danger-lighter: hsl(var(--lia-danger-lighter-h), var(--lia-danger-lighter-s), 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class="PaneledItemList_lia-panel-list-item__bV87f styles_list-group-item__c_btC"><div class="MessageViewInline_lia-message__ALtxi" data-testid="InlineMessageView"><div class="MessageViewInline_lia-left-side__BLlQ_"><a data-hovercard-trigger="true" data-testid="userLink" class="styles_lia-g-mt-5__Gn6_v" aria-label="View Profile: lfk73" aria-describedby="UserHoverCard-400114" target="_self" href="/users/lfk73/400114"><span class="UserAvatar_lia-avatar__HFfcv styles_lia-g-icon-size-40__s3x_4" data-testid="userAvatar"><img src="https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-12.svg?image-dimensions=40x40" alt="lfk73's avatar" class="UserAvatar_lia-avatar-img__CUPwZ" aria-hidden="false"/></span></a></div><section class="MessageViewInline_lia-section__mP71c"><div class="MessageViewInline_lia-main__H_QLJ"><h5 title="Limiting application permissions to specific Exchange Online mailboxes" class="styles_text-break__Ny06M MessageViewInline_lia-subject__rxhY_" data-testid="MessageSubject"><a class="MessageViewInline_lia-subject-link__BO63O styles_lia-g-clamp__dg3Sg styles_lia-g-clamp-2__53ACH" data-testid="MessageLink" target="_self" aria-label="Limiting application permissions to specific Exchange Online mailboxes" href="/discussions/azure/limiting-application-permissions-to-specific-exchange-online-mailboxes/4339208">Limiting application permissions to specific Exchange Online mailboxes</a></h5><a class="MessageViewInline_lia-content__wPIos" data-testid="MessageLink" target="_self" tabindex="-1" aria-label="Limiting application permissions to specific Exchange Online mailboxes" href="/discussions/azure/limiting-application-permissions-to-specific-exchange-online-mailboxes/4339208"><span class="styles_lia-g-message-body__LkV7_ styles_lia-g-message-body-forum__p9J5_ styles_clearfix__xFEoC styles_lia-g-clamp__dg3Sg styles_lia-g-clamp-3__hQHtO MessageViewInline_lia-body__C9SCk MessageViewInline_lia-body-md__SERhT"> Limiting application permissions to specific Exchange Online mailboxes - Microsoft Graph | Microsoft Learn Re the above link I want to give a registered app access to a mailbox. Of course, the vendor says to give it Exchange Web Services permission scope: full_access_as_app Re the above link I should be able to limit this to the one needed mailbox. But what's not clear is do I just need to create the ApplicationAccessPolicy or do I still need to assign the app the Exchange Web Services permission full_access_as_app wehn registering the application? </span></a></div><div class="MessageViewInline_lia-footer__gNh52"><div class="MessageViewInline_lia-footer-section__99rW3 MessageViewInline_lia-footer-left__gAfgM"><div class="MessageViewInline_lia-byline__I93OZ MessageViewInline_lia-byline-md__VW8Gt"><div class="styles_lia-g-divider__X68T2 MessageViewInline_lia-author-info__8PVPG"><a data-hovercard-trigger="true" data-testid="userLink" class="MessageViewInline_lia-byline-item__kxYvN" aria-label="View Profile: lfk73" aria-describedby="UserHoverCard-400114" target="_self" href="/users/lfk73/400114">lfk73</a></div><a class="styles_lia-g-divider__X68T2 MessageViewInline_lia-byline-item__kxYvN" data-testid="MessageLink" target="_self" aria-label="5 hours ago" 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class="PaneledItemList_lia-panel-list-item__bV87f styles_list-group-item__c_btC"><div class="MessageViewInline_lia-message__ALtxi" data-testid="InlineMessageView"><div class="MessageViewInline_lia-left-side__BLlQ_"><a data-hovercard-trigger="true" data-testid="userLink" class="styles_lia-g-mt-5__Gn6_v" aria-label="View Profile: ChenshuZhu" aria-describedby="UserHoverCard-2765038" target="_self" href="/users/chenshuzhu/2765038"><span class="UserAvatar_lia-avatar__HFfcv styles_lia-g-icon-size-40__s3x_4" data-testid="userAvatar"><img src="https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-6.svg?image-dimensions=40x40" alt="ChenshuZhu's avatar" class="UserAvatar_lia-avatar-img__CUPwZ" aria-hidden="false"/></span></a></div><section class="MessageViewInline_lia-section__mP71c"><div class="MessageViewInline_lia-main__H_QLJ"><h5 title="Scaling Logic Apps Standard – Sustained Message Processing System" class="styles_text-break__Ny06M MessageViewInline_lia-subject__rxhY_" data-testid="MessageSubject"><a class="MessageViewInline_lia-subject-link__BO63O styles_lia-g-clamp__dg3Sg styles_lia-g-clamp-2__53ACH" data-testid="MessageLink" target="_self" aria-label="Scaling Logic Apps Standard – Sustained Message Processing System" href="/blog/integrationsonazureblog/scaling-logic-apps-standard-%E2%80%93-sustained-message-processing-system/4339043">Scaling Logic Apps Standard – Sustained Message Processing System</a></h5><a class="MessageViewInline_lia-content__wPIos" data-testid="MessageLink" target="_self" tabindex="-1" aria-label="Scaling Logic Apps Standard – Sustained Message Processing System" href="/blog/integrationsonazureblog/scaling-logic-apps-standard-%E2%80%93-sustained-message-processing-system/4339043"><span class="styles_lia-g-message-body__LkV7_ styles_lia-g-message-body-blog__TUnqH styles_clearfix__xFEoC styles_lia-g-clamp__dg3Sg styles_lia-g-clamp-3__hQHtO MessageViewInline_lia-body__C9SCk MessageViewInline_lia-body-md__SERhT"> In the previous blog of this blog post series, we discussed how Logic App standard can be used to process high throughput event data at a sustained rate over long periods of time. In this blog, we will see how Logic App standard can be used to process high throughput message data that can facilitate the decoupling of applications and services. We simulate a real-life use case where messages are sent to a Service Bus queue at a sustained rate for processing, and we use a templated Logic App workflow to process the messages in real-time. The business logic in the templated workflow can be easily replaced by the customer to actions that encompass their unique processing of the relevant messaging information. To better showcase the message processing capabilities, we will discuss two scaling capabilities, one for vertical scaling (varying the performance of service plans), and another horizontal scaling (varying the number of service plan instances). Vertical scaling capabilities of theLogic App Standard with Built-In Service Bus Connector In this section, we will investigate the vertical scaling capabilities of the Logic App Service Bus connector, conducting experiments to find the maximum message throughput supported by each of the standard Logic App SKUs from WS1 to WS3. The workflow uses the Service Bus built-in trigger, so the messages are promptly picked up and are processed in the run at par with ingress rate. like the one shown below - available at our Template Gallery. Customers can replace the Business Logic and Compensation Logic to handle their business scenarios. For this investigation, we used the out-of-the-box Logic Apps Standard configuration for scaling: 1 always ready instance 20 maximum burst instances We also used the default trigger batch size of 50. Experiment Methodology For each experiment we selected one of the available SKUs (WS1, WS2, WS3), and supplied a steady influx of X messages per minute to the connected Service Bus queue in one experiment. We conduct multiple experiments for each SKU and gradually increase X until the Logic App cannot process all the messages immediately. For each experiment, we pushed enough (1 million) messages in total to the queue to ensure that each workflow reaches a steady state processing rate with its maximum scaling. Environment Configuration The experiment setup is summarized in the table below:  Tests setup Single Stamp Logic App Number of workflows  1 Templated Triggers  Service Bus Trigger batch size 50 Actions  Service Bus, Scope, Condition, Compose Number of storage accounts  1 Prewarmed instances  1 Max scale settings  20 Message size 1 KB Service Bus queue max size 2 GB Service Bus queue message lock duration 5 minutes Service Bus queue message max delivery count 10 Experiment results We summarize the experiment results in the table below. If the default maximum scaling of 20 instances is adopted, then the throughput we measured here serves as a good reference for the upper bound of message processing powers: WS Plan Message Throughput Time to process 1M messages WS1 9000 messages/minute 120 minutes WS2 19000 messages/minute 60 minutes WS3 24000 messages/minute 50 minutes In all the experiments, the Logic App scaled out to 20 instances at steady state. 📝 Complex business logic, which requires more actions and/or longer processing times, can change those values. Findings Understand the scaling and bottlenecks In the vertical scaling experiments, we limited the maximum instance count to 20. Under this setting, we sometimes observe "dead-letter" messages being generated. With Service Bus, messages become "dead-letters" if they are not processed within the lock duration for all delivery attempts. This means that the workflow takes more than 5 minutes to complete the scope/business logic for some messages. The root cause is that the Service Bus trigger fetches messages faster than the workflow actions can process them. As we can see in the following figure, the Service Bus trigger can fetch as much as 60k messages per minute, but the workflow can only process less than 30k messages per minute. Recommendations We recommend going with the default scaling settings if your workload is well below the published message throughput and increase the maximum burst when a heavier workload is expected. Horizontal scaling capabilities of the Logic App Service Bus connector In this section, we probe into the horizontal scaling of Logic App message handling capabilities with varying instance counts. We conduct experiments on the most performant and widely used WS3 SKU. Experiment Methodology For each experiment we varied the number of pre-warmed instances and maximum burst instances and supplied a steady influx of X messages per minute to the connected Service Bus queue, gradually increase X until the Logic App cannot process all the messages immediately. We push enough (4 million) messages to the queue for each experiment to ensure that each workflow reaches a steady state processing rate. Environment configuration The experiment setup is summarized in the table below:  Tests setup Multi Stamp Logic App Number of workflows  1 Templated Triggers  Service Bus Trigger batch size 50 Actions  Service Bus, Scope, Condition, Compose Number of storage accounts  3 Message size 1 KB Service Bus queue max size 4 GB Service Bus queue message lock duration 5 minutes WS Plan WS3 Service Bus queue message max delivery count 10 Experiment results The experiment results are summarized in the table below: Prewarmed Instances Max Burst Instances Message Throughput 1 20 24000 messages/minute 1 60 65000 messages/minute 5 60 65000 messages/minute 10 60 65000 messages/minute 10 100 85000 messages/minute In all the experiments, the Logic App scaled out to the maximum burst instance allowed at steady state. Editor's Note: The actual business logic can affect the number of machines the app scales out to. The performance might also vary based on the complexity of the workflow logic. Findings Understand the scaling and bottlenecks In the horizontal scaling experiments, when the max burst instances count is 60 or above, we no longer observe "dead-letters" being generated. In these cases, the Service Bus trigger can only fetch messages as fast as the workflow actions can process them. As we can observe in the following figure, all messages are processed immediately after they are fetched. Does the scaling speed affect the workload?   As we can see below, a Standard Logic app with a prewarmed instance count of 5 can scale out to its maximum scaling of 60 under 10 minutes. The message fetching and message processing abilities scale out together, preventing the generation of “dead-letters.” Also, from the results in our horizontal scaling experiments, we see that having more prewarmed instances does not affect the steady-state throughput of the workflow. Recommendations With these two findings, we recommend keeping the minimum instance number small for cost-saving, without any impact on your peak performance. If a use case requires a higher throughput, the maximum burst instances setting can be set higher to accommodate that. For production workflows, we still recommend having at least two always-ready instances, as they would reduce any potential downtime from reboots. </span><img src="https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM5MDQzLUtEdTVPWQ?image-dimensions=300x400&constrain-image=true" alt="" data-testid="messagePreviewImage" class="MessageViewInline_lia-preview-img__v_cnb"/></a></div><div class="MessageViewInline_lia-footer__gNh52"><div class="MessageViewInline_lia-footer-section__99rW3 MessageViewInline_lia-footer-left__gAfgM"><div class="MessageViewInline_lia-byline__I93OZ MessageViewInline_lia-byline-md__VW8Gt"><div class="styles_lia-g-divider__X68T2 MessageViewInline_lia-author-info__8PVPG"><a data-hovercard-trigger="true" data-testid="userLink" class="MessageViewInline_lia-byline-item__kxYvN" aria-label="View Profile: ChenshuZhu" aria-describedby="UserHoverCard-2765038" target="_self" href="/users/chenshuzhu/2765038">ChenshuZhu</a></div><a class="styles_lia-g-divider__X68T2 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class="MessageViewInline_lia-section__mP71c"><div class="MessageViewInline_lia-main__H_QLJ MessageViewInline_lia-with-meta__Z4OLF"><h5 title="Partner Case Study | Manufacturer VIBCO turns IoT data overload into actionable insights with Praemo’s Razor™" class="styles_text-break__Ny06M MessageViewInline_lia-subject__rxhY_" data-testid="MessageSubject"><a class="MessageViewInline_lia-subject-link__BO63O styles_lia-g-clamp__dg3Sg styles_lia-g-clamp-2__53ACH" data-testid="MessageLink" target="_self" aria-label="Partner Case Study | Manufacturer VIBCO turns IoT data overload into actionable insights with Praemo’s Razor™" href="/blog/partnernews/partner-case-study--manufacturer-vibco-turns-iot-data-overload-into-actionable-i/4338954">Partner Case Study | Manufacturer VIBCO turns IoT data overload into actionable insights with Praemo’s Razor™</a></h5><a class="MessageViewInline_lia-content__wPIos" data-testid="MessageLink" target="_self" tabindex="-1" aria-label="Partner Case Study | Manufacturer VIBCO turns IoT data overload into actionable insights with Praemo’s Razor™" href="/blog/partnernews/partner-case-study--manufacturer-vibco-turns-iot-data-overload-into-actionable-i/4338954"><span class="styles_lia-g-message-body__LkV7_ styles_lia-g-message-body-blog__TUnqH styles_clearfix__xFEoC styles_lia-g-clamp__dg3Sg styles_lia-g-clamp-3__hQHtO MessageViewInline_lia-body__C9SCk MessageViewInline_lia-body-md__SERhT"> The manufacturing industry is changing, and it’s changing fast. “The globe has shrunk—you have competition everywhere you look, domestic and abroad. There are many companies, old and young, that are being aggressive with technology, and if you want to keep up, you need a world-class team with world-class technology.” That’s Karl Wadensten, CEO of VIBCO Vibrators, a Rhode Island-based manufacturing company specializing in industrial vibration products used in construction, manufacturing, and infrastructure. “If you don’t keep up with the times and utilize technology to the fullest extent possible in your operations, other companies are going to eat your lunch,” he explains. Modern technology has revolutionized virtually every industry on the planet, manufacturing included, but the inherent complexity of most manufacturing operations can make it difficult to make big changes or implement new solutions. Altering factory processes can be costly, time-consuming, and risky if something goes wrong. As a result, some manufacturers are cautious about implementing new technology. Not VIBCO. Their competitive spirit and ongoing pursuit of improvement imbues everything they do, and recently, it’s been the driving force behind their Industry 4.0 Initiative. “Data is going to be absolutely critical to every manufacturing operation going forward—honestly, it’s critical today. It helps us better serve our customers, and it helps us run a more efficient operation,” notes Wadensten. “That’s what our Industry 4.0 Initiative is all about at VIBCO: finding new ways to collect as much data as possible from our operations, and then quickly turning that data into valuable insights.” Continue reading here **Explore all case studies orsubmit your own** </span><img src="https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM4OTU0LWtpOXNxcA?image-dimensions=300x400&constrain-image=true" alt="" data-testid="messagePreviewImage" class="MessageViewInline_lia-preview-img__v_cnb"/></a><div class="MessageViewInline_lia-meta__lmi01"><svg class="styles_lia-g-icon-size-14__x7dQA Icon_lia-size-14__XOl7p Icon_lia-icon__on1Gb" data-testid="messageReadOnlyIcon" style="--lia-local-icon-color:var(--lia-bs-gray-600);--lia-local-icon-color-h:var(--lia-bs-gray-600-h);--lia-local-icon-color-s:var(--lia-bs-gray-600-s);--lia-local-icon-color-l:var(--lia-bs-gray-600-l)" 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data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_WhatsNew_Windows_11_apps_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n8c1c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:8,\u0026quot;aN\u0026quot;:\u0026quot;c1c1c1m1r1a2\u0026quot;}\"\u003eWindows 11 apps\u003c/a\u003e \u003c/li\u003e \u003c/ul\u003e \u003c/div\u003e \u003cdiv class=\"c-uhff-nav-group\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;footerNavColumn2_cont\u0026quot;,\u0026quot;cT\u0026quot;:\u0026quot;Container\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;c2c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:2,\u0026quot;aN\u0026quot;:\u0026quot;c1c1m1r1a2\u0026quot;}\"\u003e \u003cdiv class=\"c-heading-4\" role=\"heading\" aria-level=\"2\"\u003eMicrosoft Store\u003c/div\u003e \u003cul class=\"c-list f-bare\"\u003e \u003cli\u003e \u003ca aria-label=\"Account profile Microsoft Store\" class=\"c-uhff-link\" href=\"https://account.microsoft.com/\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_StoreandSupport_AccountProfile_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n1c2c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:1,\u0026quot;aN\u0026quot;:\u0026quot;c2c1c1m1r1a2\u0026quot;}\"\u003eAccount profile\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Download Center Microsoft Store\" class=\"c-uhff-link\" href=\"https://www.microsoft.com/en-us/download\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_StoreandSupport_DownloadCenter_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n2c2c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:2,\u0026quot;aN\u0026quot;:\u0026quot;c2c1c1m1r1a2\u0026quot;}\"\u003eDownload Center\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Microsoft Store support Microsoft Store\" class=\"c-uhff-link\" href=\"https://go.microsoft.com/fwlink/?linkid=2139749\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_StoreandSupport_SalesAndSupport_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n3c2c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:3,\u0026quot;aN\u0026quot;:\u0026quot;c2c1c1m1r1a2\u0026quot;}\"\u003eMicrosoft Store support\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Returns Microsoft Store\" class=\"c-uhff-link\" href=\"https://go.microsoft.com/fwlink/p/?LinkID=824764\u0026amp;clcid=0x409\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;MicrosoftStore_ExtendedHolidayReturns_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n4c2c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:4,\u0026quot;aN\u0026quot;:\u0026quot;c2c1c1m1r1a2\u0026quot;}\"\u003eReturns\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Order tracking Microsoft Store\" class=\"c-uhff-link\" href=\"https://account.microsoft.com/orders\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_StoreandSupport_OrderTracking_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n5c2c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:5,\u0026quot;aN\u0026quot;:\u0026quot;c2c1c1m1r1a2\u0026quot;}\"\u003eOrder tracking\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Virtual workshops and training Microsoft Store\" class=\"c-uhff-link\" href=\"https://www.microsoft.com/en-us/store/workshops-training-and-events?icid=vl_uf_932020\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_StoreandSupport_StoreLocations_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n6c2c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:6,\u0026quot;aN\u0026quot;:\u0026quot;c2c1c1m1r1a2\u0026quot;}\"\u003eVirtual workshops and training\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Microsoft Store Promise Microsoft Store\" class=\"c-uhff-link\" href=\"https://www.microsoft.com/en-us/store/b/why-microsoft-store?icid=footer_why-msft-store_7102020\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_StoreandSupport_MicrosoftPromise_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n7c2c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:7,\u0026quot;aN\u0026quot;:\u0026quot;c2c1c1m1r1a2\u0026quot;}\"\u003eMicrosoft Store Promise\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Flexible Payments Microsoft Store\" class=\"c-uhff-link\" href=\"https://www.microsoft.com/en-us/store/b/payment-financing-options?icid=footer_financing_vcc\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_StoreandSupport_Financing_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n8c2c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:8,\u0026quot;aN\u0026quot;:\u0026quot;c2c1c1m1r1a2\u0026quot;}\"\u003eFlexible Payments\u003c/a\u003e \u003c/li\u003e \u003c/ul\u003e \u003c/div\u003e \u003cdiv class=\"c-uhff-nav-group\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;footerNavColumn3_cont\u0026quot;,\u0026quot;cT\u0026quot;:\u0026quot;Container\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;c3c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:3,\u0026quot;aN\u0026quot;:\u0026quot;c1c1m1r1a2\u0026quot;}\"\u003e \u003cdiv class=\"c-heading-4\" role=\"heading\" aria-level=\"2\"\u003eEducation\u003c/div\u003e \u003cul class=\"c-list f-bare\"\u003e \u003cli\u003e \u003ca aria-label=\"Microsoft in education Education\" class=\"c-uhff-link\" href=\"https://www.microsoft.com/en-us/education\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_Education_MicrosoftInEducation_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n1c3c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:1,\u0026quot;aN\u0026quot;:\u0026quot;c3c1c1m1r1a2\u0026quot;}\"\u003eMicrosoft in education\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Devices for education Education\" class=\"c-uhff-link\" href=\"https://www.microsoft.com/en-us/education/devices/overview\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_Education_DevicesforEducation_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n2c3c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:2,\u0026quot;aN\u0026quot;:\u0026quot;c3c1c1m1r1a2\u0026quot;}\"\u003eDevices for education\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Microsoft Teams for Education Education\" class=\"c-uhff-link\" href=\"https://www.microsoft.com/en-us/education/products/teams\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_Education_MicrosoftTeamsforEducation_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n3c3c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:3,\u0026quot;aN\u0026quot;:\u0026quot;c3c1c1m1r1a2\u0026quot;}\"\u003eMicrosoft Teams for Education\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Microsoft 365 Education Education\" class=\"c-uhff-link\" href=\"https://www.microsoft.com/en-us/education/buy-license/microsoft365\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_Education_Microsoft365Education_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n4c3c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:4,\u0026quot;aN\u0026quot;:\u0026quot;c3c1c1m1r1a2\u0026quot;}\"\u003eMicrosoft 365 Education\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Education consultation appointment Education\" class=\"c-uhff-link\" href=\"https://www.microsoft.com/en-us/store/b/business-consultation?tab=educationconsultation\u0026amp;icid=CNavfooter_educationconsultation\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_Education_ConsultationAppointment_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n5c3c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:5,\u0026quot;aN\u0026quot;:\u0026quot;c3c1c1m1r1a2\u0026quot;}\"\u003eEducation consultation appointment\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Educator training and development Education\" class=\"c-uhff-link\" href=\"https://education.microsoft.com/\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_Education_EducatorTrainingDevelopment_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n6c3c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:6,\u0026quot;aN\u0026quot;:\u0026quot;c3c1c1m1r1a2\u0026quot;}\"\u003eEducator training and development\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Deals for students and parents Education\" class=\"c-uhff-link\" href=\"https://www.microsoft.com/en-us/store/b/education\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_Education_DealsForStudentsandParents_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n7c3c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:7,\u0026quot;aN\u0026quot;:\u0026quot;c3c1c1m1r1a2\u0026quot;}\"\u003eDeals for students and parents\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Azure for students Education\" class=\"c-uhff-link\" href=\"https://azure.microsoft.com/en-us/free/students/\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_Azureforstudents_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n8c3c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:8,\u0026quot;aN\u0026quot;:\u0026quot;c3c1c1m1r1a2\u0026quot;}\"\u003eAzure for students\u003c/a\u003e \u003c/li\u003e \u003c/ul\u003e \u003c/div\u003e \u003c/div\u003e \u003cdiv class=\"c-uhff-nav-row\"\u003e \u003cdiv class=\"c-uhff-nav-group\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;footerNavColumn4_cont\u0026quot;,\u0026quot;cT\u0026quot;:\u0026quot;Container\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;c4c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:4,\u0026quot;aN\u0026quot;:\u0026quot;c1c1m1r1a2\u0026quot;}\"\u003e \u003cdiv class=\"c-heading-4\" role=\"heading\" aria-level=\"2\"\u003eBusiness\u003c/div\u003e \u003cul class=\"c-list f-bare\"\u003e \u003cli\u003e \u003ca aria-label=\"Microsoft Cloud Business\" class=\"c-uhff-link\" href=\"https://www.microsoft.com/en-us/microsoft-cloud\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_Business_Microsoft_Cloud_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n1c4c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:1,\u0026quot;aN\u0026quot;:\u0026quot;c4c1c1m1r1a2\u0026quot;}\"\u003eMicrosoft Cloud\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Microsoft Security Business\" class=\"c-uhff-link\" href=\"https://www.microsoft.com/en-us/security\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_Business_Microsoft Security_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n2c4c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:2,\u0026quot;aN\u0026quot;:\u0026quot;c4c1c1m1r1a2\u0026quot;}\"\u003eMicrosoft Security\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Dynamics 365 Business\" class=\"c-uhff-link\" href=\"https://dynamics.microsoft.com/en-us/\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_Business_MicrosoftDynamics365_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n3c4c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:3,\u0026quot;aN\u0026quot;:\u0026quot;c4c1c1m1r1a2\u0026quot;}\"\u003eDynamics 365\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Microsoft 365 Business\" class=\"c-uhff-link\" href=\"https://www.microsoft.com/en-us/microsoft-365/business/\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;More_Business_Microsoft365_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n4c4c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:4,\u0026quot;aN\u0026quot;:\u0026quot;c4c1c1m1r1a2\u0026quot;}\"\u003eMicrosoft 365\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Microsoft Power Platform Business\" class=\"c-uhff-link\" href=\"https://powerplatform.microsoft.com/en-us/\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_DeveloperAndIT_Power Platform_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n5c4c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:5,\u0026quot;aN\u0026quot;:\u0026quot;c4c1c1m1r1a2\u0026quot;}\"\u003eMicrosoft Power Platform\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Microsoft Teams Business\" class=\"c-uhff-link\" href=\"https://www.microsoft.com/en-us/microsoft-teams/group-chat-software\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_Business_Microsoft365_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n6c4c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:6,\u0026quot;aN\u0026quot;:\u0026quot;c4c1c1m1r1a2\u0026quot;}\"\u003eMicrosoft Teams\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Microsoft Industry Business\" class=\"c-uhff-link\" href=\"https://www.microsoft.com/en-us/industry\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_Business_MicrosoftIndustry_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n7c4c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:7,\u0026quot;aN\u0026quot;:\u0026quot;c4c1c1m1r1a2\u0026quot;}\"\u003eMicrosoft Industry\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Small Business Business\" class=\"c-uhff-link\" href=\"https://www.microsoft.com/en-us/store/b/business?icid=CNavBusinessStore\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_Business-SmallBusiness_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n8c4c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:8,\u0026quot;aN\u0026quot;:\u0026quot;c4c1c1m1r1a2\u0026quot;}\"\u003eSmall Business\u003c/a\u003e \u003c/li\u003e \u003c/ul\u003e \u003c/div\u003e \u003cdiv class=\"c-uhff-nav-group\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;footerNavColumn5_cont\u0026quot;,\u0026quot;cT\u0026quot;:\u0026quot;Container\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;c5c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:5,\u0026quot;aN\u0026quot;:\u0026quot;c1c1m1r1a2\u0026quot;}\"\u003e \u003cdiv class=\"c-heading-4\" role=\"heading\" aria-level=\"2\"\u003eDeveloper \u0026amp; IT\u003c/div\u003e \u003cul class=\"c-list f-bare\"\u003e \u003cli\u003e \u003ca aria-label=\"Azure Developer \u0026amp; IT\" class=\"c-uhff-link\" href=\"https://azure.microsoft.com/en-us/\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_Enterprise_MicrosoftAzure_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n1c5c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:1,\u0026quot;aN\u0026quot;:\u0026quot;c5c1c1m1r1a2\u0026quot;}\"\u003eAzure\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Developer Center Developer \u0026amp; IT\" class=\"c-uhff-link\" href=\"https://developer.microsoft.com/en-us/\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_Developer_DeveloperCenter_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n2c5c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:2,\u0026quot;aN\u0026quot;:\u0026quot;c5c1c1m1r1a2\u0026quot;}\"\u003eDeveloper Center\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Documentation Developer \u0026amp; IT\" class=\"c-uhff-link\" href=\"https://learn.microsoft.com/docs/\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_DeveloperAndIT_Documentation_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n3c5c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:3,\u0026quot;aN\u0026quot;:\u0026quot;c5c1c1m1r1a2\u0026quot;}\"\u003eDocumentation\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Microsoft Learn Developer \u0026amp; IT\" class=\"c-uhff-link\" href=\"https://learn.microsoft.com/\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_DeveloperAndIT_MicrosoftLearn_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n4c5c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:4,\u0026quot;aN\u0026quot;:\u0026quot;c5c1c1m1r1a2\u0026quot;}\"\u003eMicrosoft Learn\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Microsoft Tech Community Developer \u0026amp; IT\" class=\"c-uhff-link\" href=\"https://techcommunity.microsoft.com/\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_DeveloperAndIT_MicrosoftTechCommunity_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n5c5c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:5,\u0026quot;aN\u0026quot;:\u0026quot;c5c1c1m1r1a2\u0026quot;}\"\u003eMicrosoft Tech Community\u003c/a\u003e \u003c/li\u003e \u003cli\u003e \u003ca aria-label=\"Azure Marketplace Developer \u0026amp; IT\" class=\"c-uhff-link\" href=\"https://azuremarketplace.microsoft.com/en-us/\" 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href=\"https://aka.ms/yourcaliforniaprivacychoices\" class=\"c-uhff-link c-uhff-ccpa\"\u003e \u003csvg role=\"img\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 30 14\" xml:space=\"preserve\" height=\"16\" width=\"43\"\u003e \u003ctitle\u003eCalifornia Consumer Privacy Act (CCPA) Opt-Out Icon\u003c/title\u003e \u003cpath d=\"M7.4 12.8h6.8l3.1-11.6H7.4C4.2 1.2 1.6 3.8 1.6 7s2.6 5.8 5.8 5.8z\" style=\"fill-rule:evenodd;clip-rule:evenodd;fill:#fff\"\u003e\u003c/path\u003e \u003cpath d=\"M22.6 0H7.4c-3.9 0-7 3.1-7 7s3.1 7 7 7h15.2c3.9 0 7-3.1 7-7s-3.2-7-7-7zm-21 7c0-3.2 2.6-5.8 5.8-5.8h9.9l-3.1 11.6H7.4c-3.2 0-5.8-2.6-5.8-5.8z\" style=\"fill-rule:evenodd;clip-rule:evenodd;fill:#06f\"\u003e\u003c/path\u003e \u003cpath d=\"M24.6 4c.2.2.2.6 0 .8L22.5 7l2.2 2.2c.2.2.2.6 0 .8-.2.2-.6.2-.8 0l-2.2-2.2-2.2 2.2c-.2.2-.6.2-.8 0-.2-.2-.2-.6 0-.8L20.8 7l-2.2-2.2c-.2-.2-.2-.6 0-.8.2-.2.6-.2.8 0l2.2 2.2L23.8 4c.2-.2.6-.2.8 0z\" style=\"fill:#fff\"\u003e\u003c/path\u003e \u003cpath d=\"M12.7 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data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_TermsOfUse_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n5c8c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:5,\u0026quot;aN\u0026quot;:\u0026quot;c8c1c1m1r1a2\u0026quot;}\"\u003eTerms of use\u003c/a\u003e \u003c/li\u003e \u003cli id=\"c-uhff-footer_trademarks\"\u003e \u003ca class=\"c-uhff-link\" href=\"https://go.microsoft.com/fwlink/?linkid=2196228\" data-mscc-ic=\"false\" data-m=\"{\u0026quot;cN\u0026quot;:\u0026quot;Footer_Trademarks_nav\u0026quot;,\u0026quot;id\u0026quot;:\u0026quot;n6c8c1c1m1r1a2\u0026quot;,\u0026quot;sN\u0026quot;:6,\u0026quot;aN\u0026quot;:\u0026quot;c8c1c1m1r1a2\u0026quot;}\"\u003eTrademarks\u003c/a\u003e \u003c/li\u003e \u003cli id=\"c-uhff-footer_safetyandeco\"\u003e \u003ca class=\"c-uhff-link\" href=\"https://go.microsoft.com/fwlink/?linkid=2196227\" data-mscc-ic=\"false\" 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","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"341","kudosSumWeight":0,"repliesCount":0,"readOnly":false,"images":{"__typename":"AssociatedImageConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"videos":{"__typename":"VideoConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}}},"Forum:board:MicrosoftLearn":{"__typename":"Forum","id":"board:MicrosoftLearn","displayId":"MicrosoftLearn","nodeType":"board","conversationStyle":"FORUM","title":"Microsoft Learn","shortTitle":"Microsoft Learn","parent":{"__ref":"Category:category:MicrosoftLearn"}},"User:user:2794813":{"__typename":"User","uid":2794813,"login":"ghxghbfgxhb","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-10.svg"},"id":"user:2794813"},"ForumTopicMessage:message:4340826":{"__typename":"ForumTopicMessage","subject":"How do I speak to ℂoinbase support? {Quick Help}","conversation":{"__typename":"Conversation","topic":{"__typename":"ForumTopicMessage","uid":4340826},"lastPostingActivityTime":"2024-11-27T03:44:11.993-08:00","solved":false},"id":"message:4340826","revisionNum":1,"uid":4340826,"depth":0,"board":{"__ref":"Forum:board:MicrosoftLearn"},"author":{"__ref":"User:user:2794813"},"metrics":{"__typename":"MessageMetrics","views":15},"postTime":"2024-11-27T03:44:11.993-08:00","lastPublishTime":"2024-11-27T03:44:11.993-08:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" 𝕐𝕖𝕤, 𝕪𝕠𝕦 𝕔𝕙𝕒𝕟𝕘𝕖 𝕥𝕙𝕖 𝕟𝕒𝕞𝕖 𝕪𝕠𝕦𝕣 𝕥𝕚𝕔𝕜𝕖𝕥 𝕨𝕚𝕥𝕙𝕚𝕟 𝟚𝟜-𝕙𝕠𝕦𝕣 𝕟𝕒𝕞𝕖 𝕡𝕠𝕝𝕚𝕔𝕪 +1-848-850-4313, 𝕋𝕠 𝕣𝕖𝕢𝕦𝕖𝕤𝕥 𝕗𝕠𝕣 𝕟𝕒𝕞𝕖 𝕔𝕙𝕒𝕟𝕘𝕖, 𝕐𝕠𝕦 𝕥𝕪𝕡𝕚𝕔𝕒𝕝𝕝𝕪 𝕟𝕖𝕖𝕕 𝕥𝕠 𝕔𝕠𝕟𝕥𝕒𝕔𝕥 \u0026nbsp;𝕮𝖔𝖎𝖓𝖇𝖆𝖘𝖊 𝕔𝕦𝕤𝕥𝕠𝕞𝕖𝕣 𝕤𝕖𝕣𝕧𝕚𝕔𝕖 𝕒𝕥 +1-848-850-4313 𝕕𝕚𝕣𝕖𝕔𝕥𝕝𝕪 𝟚𝟜𝕩𝟟. 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Designed to be user-friendly, it offers an exciting and rewarding experience for players of all levels. With 51 Club, you can easily register, deposit funds, and start playing. The platform also provides features like bonuses, referral rewards, and secure withdrawals, making it a reliable choice for gamers. Whether you're seeking entertainment or looking to earn, 51 Club is a fun and trustworthy option. 51 Club Invite Code Details Invite Code:\u0026nbsp;364153519157 Signup Bonus:\u0026nbsp;₹200 Platform Name:\u0026nbsp;51 Club What Is a 51 Club Invite Code? A 51 Club Invite Code is a special code that new players can use while signing up. By entering this code during registration, users unlock rewards like bonus money or exclusive perks that enhance their gaming experience. These codes are often shared by friends or as part of promotions, giving new users an added advantage when joining the platform. How to Register on 51 Club with an Invite Code? Getting started with 51 Club is easy. Just follow these steps: Download the App Visit the official 51 Club website or app store and download the app. Open the App Launch the app and click on the \"Register\" or \"Sign Up\" button. Fill in Your Details Enter your name, mobile number, and password. Enter the Invite Code In the \"Invite Code\" field, type\u0026nbsp;364153519157\u0026nbsp;to claim your bonus. Complete Registration Submit the details to successfully create your account. Why Use the Invite Code? Claim a\u0026nbsp;₹200 signup bonus. Unlock additional benefits for a smoother gaming experience. Enjoy exclusive perks right from the start. Start your journey with 51 Club today and make the most of your gaming experience! Don't forget to use the Invite Code\u0026nbsp;364153519157 for exciting rewards. ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"1918","kudosSumWeight":0,"repliesCount":0,"readOnly":false,"images":{"__typename":"AssociatedImageConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"videos":{"__typename":"VideoConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}}},"Blog:board:AzureDevCommunityBlog":{"__typename":"Blog","id":"board:AzureDevCommunityBlog","displayId":"AzureDevCommunityBlog","nodeType":"board","conversationStyle":"BLOG","title":"Microsoft Developer Community Blog","shortTitle":"Microsoft Developer Community Blog","parent":{"__ref":"Category:category:Azure"}},"User:user:1310161":{"__typename":"User","uid":1310161,"login":"carlottacaste","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-12.svg"},"id":"user:1310161"},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MjQ0ODI3LTYyMDU5NmkwRTU0MjdCN0U1RDlDOEEx?revision=12\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MjQ0ODI3LTYyMDU5NmkwRTU0MjdCN0U1RDlDOEEx?revision=12","title":"MSC24-ASEAN-developer-Getty-1451309426-rgb.jpg","associationType":"TEASER","width":4800,"height":2700,"altText":"MSC24-ASEAN-developer-Getty-1451309426-rgb.jpg"},"BlogTopicMessage:message:4244827":{"__typename":"BlogTopicMessage","subject":"Responsible AI: from principles to practice - New Blog Series","conversation":{"__typename":"Conversation","topic":{"__typename":"BlogTopicMessage","uid":4244827},"lastPostingActivityTime":"2024-11-27T01:24:24.564-08:00","solved":false},"id":"message:4244827","revisionNum":12,"uid":4244827,"depth":0,"board":{"__ref":"Blog:board:AzureDevCommunityBlog"},"author":{"__ref":"User:user:1310161"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":" \n Starting from today and every 2 weeks we are going to publish a blog post focusing on a different aspect or tool enabling developers to innovate responsibly. \n \u0026nbsp; \n \u0026nbsp; ","introduction":"","metrics":{"__typename":"MessageMetrics","views":7500},"postTime":"2024-09-18T00:00:00.031-07:00","lastPublishTime":"2024-11-27T01:24:24.564-08:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" Responsible AI: from principles to practice \n \u0026nbsp; \n Welcome to this new blog series dedicated to Responsible AI (RAI), covering conceptual overviews, RAI toolchain in the Azure ecosystem and practical examples of its usage! \n \u0026nbsp; \n Responsible AI at its core is about developing, deploying and managing AI systems in a way\u0026nbsp;that is ethical, secure, and inclusive.\u0026nbsp;Microsoft's commitment to RAI is the result of a long journey of innovation and research, which led us to where we are today, to the point of operationalizing RAI in our products and enabling our customers to do so. \n \u0026nbsp; \n To grasp the fundamentals of Microsoft's RAI standard and framework, you can start by reading this article, which features a lot of helpful learning resources.\u0026nbsp; \n \u0026nbsp; \n \u0026nbsp; \n Starting by today and every 2 weeks,\u0026nbsp;we are going to publish a blog post focusing on a different aspect or tool enabling developers to innovate responsibly. Such topics include content filtering, evaluations, mitigation strategies, jailbreaks, plus coverage for new responsible AI announcements! \n \u0026nbsp; \n Latest blogs: \n \u0026nbsp; \n \n \n \n \n \n \n Blog\u0026nbsp;\u0026nbsp; \n \n \n Publish date\u0026nbsp; \n \n \n \n \n Content filtering with Azure AI Studio\u0026nbsp;\u0026nbsp; \n \n \n \u0026nbsp;20th September\u0026nbsp; \n \n \n \n \n New Responsible AI Features for Building Trustworthy AI\u0026nbsp; \n \n \n 2nd October \n \n \n \n Evaluating generative AI: Best practices for developers - Microsoft Community Hub \n \n 16th October \n \n \n \n Responsible AI Mitigation Layers \u0026nbsp; \n \n 30th October \n \n \n \n \n Building Safer AI Applications: A Practical Approach \n \n \n 13th November \n \n \n \n \n New Responsible AI Features\u0026nbsp; \n \n \n 27th November \n \n \n \n \n \n \n \u0026nbsp; \n *This list will be updated regularly, so come back to check the latest content. \n \u0026nbsp; \n Don’t miss this learning opportunity and embark on a journey to safeguard your AI system from the latest threats and mitigate risks associated to content generation. ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"1972","kudosSumWeight":5,"repliesCount":0,"readOnly":false,"images":{"__typename":"AssociatedImageConnection","edges":[{"__typename":"AssociatedImageEdge","cursor":"MjQuMTB8Mi4xfG98MjV8X05WX3wx","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MjQ0ODI3LTYyMDU5NmkwRTU0MjdCN0U1RDlDOEEx?revision=12\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTB8Mi4xfG98MjV8X05WX3wy","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MjQ0ODI3LTYyMDU5NmkwRTU0MjdCN0U1RDlDOEEx?revision=12\"}"}}],"totalCount":2,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"videos":{"__typename":"VideoConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"coverImage":null,"coverImageProperties":{"__typename":"CoverImageProperties","style":"STANDARD","titlePosition":"BOTTOM","altText":""}},"Forum:board:Azure":{"__typename":"Forum","id":"board:Azure","displayId":"Azure","nodeType":"board","conversationStyle":"FORUM","title":"Azure","shortTitle":"Azure","parent":{"__ref":"Category:category:Azure"}},"User:user:400114":{"__typename":"User","uid":400114,"login":"lfk73","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-12.svg"},"id":"user:400114"},"ForumTopicMessage:message:4339208":{"__typename":"ForumTopicMessage","subject":"Limiting application permissions to specific Exchange Online mailboxes","conversation":{"__typename":"Conversation","topic":{"__typename":"ForumTopicMessage","uid":4339208},"lastPostingActivityTime":"2024-11-26T23:08:32.858-08:00","solved":false},"id":"message:4339208","revisionNum":1,"uid":4339208,"depth":0,"board":{"__ref":"Forum:board:Azure"},"author":{"__ref":"User:user:400114"},"metrics":{"__typename":"MessageMetrics","views":12},"postTime":"2024-11-26T19:01:22.910-08:00","lastPublishTime":"2024-11-26T19:01:22.910-08:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" Limiting application permissions to specific Exchange Online mailboxes - Microsoft Graph | Microsoft Learn Re the above link I want to give a registered app access to a mailbox.\u0026nbsp; Of course, the vendor says to give it Exchange Web Services permission scope: full_access_as_app \u0026nbsp; Re the above link I should be able to limit this to the one needed mailbox. But what's not clear is do I just need to create the ApplicationAccessPolicy or do I still need to assign the app the Exchange Web Services permission full_access_as_app wehn registering the application? ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"573","kudosSumWeight":0,"repliesCount":2,"readOnly":false,"images":{"__typename":"AssociatedImageConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"videos":{"__typename":"VideoConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}}},"Blog:board:IntegrationsonAzureBlog":{"__typename":"Blog","id":"board:IntegrationsonAzureBlog","displayId":"IntegrationsonAzureBlog","nodeType":"board","conversationStyle":"BLOG","title":"Azure Integration Services Blog","shortTitle":"Azure Integration Services Blog","parent":{"__ref":"Category:category:Azure"}},"User:user:2765038":{"__typename":"User","uid":2765038,"login":"ChenshuZhu","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-6.svg"},"id":"user:2765038"},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM5MDQzLUtEdTVPWQ?revision=8\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM5MDQzLUtEdTVPWQ?revision=8","title":"benchmark_1.jpeg","associationType":"COVER","width":1792,"height":1024,"altText":""},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM5MDQzLTltbEg4Mg?revision=8\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM5MDQzLTltbEg4Mg?revision=8","title":"workflow.png","associationType":"BODY","width":753,"height":1285,"altText":"Template workflow "},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM5MDQzLXNEbWtBUw?revision=8\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM5MDQzLXNEbWtBUw?revision=8","title":"clipboard_image-1-1732658855012.png","associationType":"BODY","width":1429,"height":392,"altText":""},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM5MDQzLWxlUTdMbQ?revision=8\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM5MDQzLWxlUTdMbQ?revision=8","title":"clipboard_image-2-1732658876299.png","associationType":"BODY","width":1429,"height":287,"altText":""},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM5MDQzLUtqc3NyTg?revision=8\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM5MDQzLUtqc3NyTg?revision=8","title":"clipboard_image-3-1732658886895.png","associationType":"BODY","width":1600,"height":396,"altText":""},"BlogTopicMessage:message:4339043":{"__typename":"BlogTopicMessage","subject":"Scaling Logic Apps Standard – Sustained Message Processing System","conversation":{"__typename":"Conversation","topic":{"__typename":"BlogTopicMessage","uid":4339043},"lastPostingActivityTime":"2024-11-26T14:55:59.030-08:00","solved":false},"id":"message:4339043","revisionNum":8,"uid":4339043,"depth":0,"board":{"__ref":"Blog:board:IntegrationsonAzureBlog"},"author":{"__ref":"User:user:2765038"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":"","introduction":"In this blog, we will see how Logic App standard can be used to process high throughput message data that can facilitate the decoupling of applications and services.","metrics":{"__typename":"MessageMetrics","views":84},"postTime":"2024-11-26T14:45:18.864-08:00","lastPublishTime":"2024-11-26T14:55:59.030-08:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" In the previous blog of this blog post series, we discussed how Logic App standard can be used to process high throughput event data at a sustained rate over long periods of time. In this blog, we will see how Logic App standard can be used to process high throughput message data that can facilitate the decoupling of applications and services. We simulate a real-life use case where messages are sent to a Service Bus queue at a sustained rate for processing, and we use a templated Logic App workflow to process the messages in real-time. The business logic in the templated workflow can be easily replaced by the customer to actions that encompass their unique processing of the relevant messaging information. To better showcase the message processing capabilities, we will discuss two scaling capabilities, one for vertical scaling (varying the performance of service plans), and another horizontal scaling (varying the number of service plan instances).\u0026nbsp; \n Vertical scaling capabilities of the\u0026nbsp;Logic App Standard with Built-In Service Bus Connector\u0026nbsp; \n In this section, we will investigate the vertical scaling capabilities of the Logic App Service Bus connector, conducting experiments to find the maximum message throughput supported by each of the standard Logic App SKUs from WS1 to WS3.\u0026nbsp;\u0026nbsp; \n The workflow uses the Service Bus built-in trigger, so the messages are promptly picked up and are processed in the run at par with ingress rate. like the one shown below - available at our Template Gallery. Customers can replace the Business Logic and Compensation Logic to handle their business scenarios.\u0026nbsp;\u0026nbsp; \n \u0026nbsp; \n \n For this investigation, we used the out-of-the-box Logic Apps Standard configuration for scaling:\u0026nbsp; \n \n 1 always ready instance\u0026nbsp;\u0026nbsp; \n \n \n 20 maximum burst instances\u0026nbsp; \n \n We also used the default trigger batch size of 50.\u0026nbsp; \n Experiment Methodology\u0026nbsp; \n For each experiment we selected one of the available SKUs (WS1, WS2, WS3), and supplied a steady influx of X messages per minute to the connected Service Bus queue in one experiment. We conduct multiple experiments for each SKU and gradually increase X until the Logic App cannot process all the messages immediately. \u0026nbsp; \n For each experiment, we pushed enough (1 million) messages in total to the queue to ensure that each workflow reaches a steady state processing rate with its maximum scaling.\u0026nbsp;\u0026nbsp; \n Environment Configuration\u0026nbsp; \n The experiment setup is summarized in the table below:\u0026nbsp; \n \n \n \n \n \n  Tests setup\u0026nbsp; \n \n \n Single Stamp Logic App\u0026nbsp; \n \n \n \n \n Number of workflows \u0026nbsp;\u0026nbsp; \n \n \n 1 Templated\u0026nbsp; \n \n \n \n \n Triggers \u0026nbsp;\u0026nbsp; \n \n \n Service Bus\u0026nbsp;\u0026nbsp; \n \n \n \n \n Trigger batch size\u0026nbsp; \n \n \n 50\u0026nbsp; \n \n \n \n \n Actions \u0026nbsp;\u0026nbsp; \n \n \n Service Bus, Scope, Condition, Compose\u0026nbsp; \n \n \n \n \n Number of storage accounts \u0026nbsp;\u0026nbsp; \n \n \n 1\u0026nbsp; \n \n \n \n \n Prewarmed instances \u0026nbsp;\u0026nbsp; \n \n \n 1\u0026nbsp; \n \n \n \n \n Max scale settings \u0026nbsp;\u0026nbsp; \n \n \n 20\u0026nbsp; \n \n \n \n \n Message size\u0026nbsp; \n \n \n 1 KB\u0026nbsp; \n \n \n \n \n Service Bus queue max size\u0026nbsp; \n \n \n 2 GB\u0026nbsp; \n \n \n \n \n Service Bus queue message lock duration\u0026nbsp; \n \n \n 5 minutes\u0026nbsp; \n \n \n \n \n Service Bus queue message max delivery count\u0026nbsp; \n \n \n 10\u0026nbsp; \n \n \n \n \n \n Experiment results\u0026nbsp; \n We summarize the experiment results in the table below. If the default maximum scaling of 20 instances is adopted, then the throughput we measured here serves as a good reference for the upper bound of message processing powers:\u0026nbsp; \n \n \n \n \n \n WS Plan\u0026nbsp; \n \n \n Message Throughput\u0026nbsp; \n \n \n Time to process 1M messages\u0026nbsp; \n \n \n \n \n WS1\u0026nbsp; \n \n \n 9000 messages/minute\u0026nbsp; \n \n \n 120 minutes\u0026nbsp; \n \n \n \n \n WS2\u0026nbsp; \n \n \n 19000 messages/minute\u0026nbsp; \n \n \n 60 minutes\u0026nbsp; \n \n \n \n \n WS3\u0026nbsp; \n \n \n 24000 messages/minute\u0026nbsp; \n \n \n 50 minutes\u0026nbsp; \n \n \n \n \n \n In all the experiments, the Logic App scaled out to 20 instances at steady state.\u0026nbsp; \n \n 📝 Complex business logic, which requires more actions and/or longer processing times, can change those values.\u0026nbsp; \n \n Findings\u0026nbsp; \n Understand the scaling and bottlenecks\u0026nbsp; \n In the vertical scaling experiments, we limited the maximum instance count to 20. Under this setting, we sometimes observe \"dead-letter\" messages being generated.\u0026nbsp;\u0026nbsp; \n With Service Bus, messages become \"dead-letters\" if they are not processed within the lock duration for all delivery attempts. This means that the workflow takes more than 5 minutes to complete the scope/business logic for some messages. The root cause is that the Service Bus trigger fetches messages faster than the workflow actions can process them.\u0026nbsp;\u0026nbsp; \n As we can see in the following figure, the Service Bus trigger can fetch as much as 60k messages per minute, but the workflow can only process less than 30k messages per minute.\u0026nbsp; \n \n Recommendations\u0026nbsp; \n We recommend going with the default scaling settings if your workload is well below the published message throughput and increase the maximum burst when a heavier workload is expected.\u0026nbsp; \n Horizontal scaling capabilities of the Logic App Service Bus connector\u0026nbsp; \n In this section, we probe into the horizontal scaling of Logic App message handling capabilities with varying instance counts. We conduct experiments on the most performant and widely used WS3 SKU.\u0026nbsp;\u0026nbsp; \n Experiment Methodology\u0026nbsp; \n For each experiment we varied the number of pre-warmed instances and maximum burst instances and supplied a steady influx of X messages per minute to the connected Service Bus queue, gradually increase X until the Logic App cannot process all the messages immediately.\u0026nbsp;\u0026nbsp; \n We push enough (4 million) messages to the queue for each experiment to ensure that each workflow reaches a steady state processing rate.\u0026nbsp; \n Environment configuration\u0026nbsp; \n The experiment setup is summarized in the table below:\u0026nbsp; \n \n \n \n \n \n  Tests setup\u0026nbsp; \n \n \n Multi Stamp Logic App\u0026nbsp; \n \n \n \n \n Number of workflows \u0026nbsp;\u0026nbsp; \n \n \n 1 Templated\u0026nbsp; \n \n \n \n \n Triggers \u0026nbsp;\u0026nbsp; \n \n \n Service Bus\u0026nbsp;\u0026nbsp; \n \n \n \n \n Trigger batch size\u0026nbsp; \n \n \n 50\u0026nbsp; \n \n \n \n \n Actions \u0026nbsp;\u0026nbsp; \n \n \n Service Bus, Scope, Condition, Compose\u0026nbsp; \n \n \n \n \n Number of storage accounts \u0026nbsp;\u0026nbsp; \n \n \n 3\u0026nbsp; \n \n \n \n \n Message size\u0026nbsp; \n \n \n 1 KB\u0026nbsp; \n \n \n \n \n Service Bus queue max size\u0026nbsp; \n \n \n 4 GB\u0026nbsp; \n \n \n \n \n Service Bus queue message lock duration\u0026nbsp; \n \n \n 5 minutes\u0026nbsp; \n \n \n \n \n WS Plan\u0026nbsp; \n \n \n WS3\u0026nbsp; \n \n \n \n \n Service Bus queue message max delivery count\u0026nbsp; \n \n \n 10\u0026nbsp; \n \n \n \n \n \n Experiment results\u0026nbsp; \n The experiment results are summarized in the table below:\u0026nbsp; \n \n \n \n \n \n Prewarmed Instances\u0026nbsp; \n \n \n Max Burst Instances\u0026nbsp; \n \n \n Message Throughput\u0026nbsp; \n \n \n \n \n 1\u0026nbsp; \n \n \n 20\u0026nbsp; \n \n \n 24000 messages/minute\u0026nbsp; \n \n \n \n \n 1\u0026nbsp; \n \n \n 60\u0026nbsp; \n \n \n 65000 messages/minute\u0026nbsp; \n \n \n \n \n 5\u0026nbsp; \n \n \n 60\u0026nbsp; \n \n \n 65000 messages/minute\u0026nbsp; \n \n \n \n \n 10\u0026nbsp; \n \n \n 60\u0026nbsp; \n \n \n 65000 messages/minute\u0026nbsp; \n \n \n \n \n 10\u0026nbsp; \n \n \n 100\u0026nbsp; \n \n \n 85000 messages/minute\u0026nbsp; \n \n \n \n \n \n In all the experiments, the Logic App scaled out to the maximum burst instance allowed at steady state.\u0026nbsp; \n \n Editor's Note: The actual business logic can affect the number of machines the app scales out to. The performance might also vary based on the complexity of the workflow logic. \n \n Findings\u0026nbsp; \n Understand the scaling and bottlenecks\u0026nbsp; \n In the horizontal scaling experiments, when the max burst instances count is 60 or above, we no longer observe \"dead-letters\" being generated. In these cases, the Service Bus trigger can only fetch messages as fast as the workflow actions can process them. As we can observe in the following figure, all messages are processed immediately after they are fetched.\u0026nbsp;\u0026nbsp; \n \n Does the scaling speed affect the workload?   \u0026nbsp; \n As we can see below, a Standard Logic app with a prewarmed instance count of 5 can scale out to its maximum scaling of 60 under 10 minutes. The message fetching and message processing abilities scale out together, preventing the generation of “dead-letters.”\u0026nbsp;\u0026nbsp; \n \n Also, from the results in our horizontal scaling experiments, we see that having more prewarmed instances does not affect the steady-state throughput of the workflow.\u0026nbsp;\u0026nbsp; \n Recommendations\u0026nbsp; \n With these two findings, we recommend keeping the minimum instance number small for cost-saving, without any impact on your peak performance. If a use case requires a higher throughput, the maximum burst instances setting can be set higher to accommodate that. For production workflows, we still recommend having at least two always-ready instances, as they would reduce any potential downtime from reboots.\u0026nbsp; ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"8945","kudosSumWeight":1,"repliesCount":0,"readOnly":false,"images":{"__typename":"AssociatedImageConnection","edges":[{"__typename":"AssociatedImageEdge","cursor":"MjQuMTB8Mi4xfG98MjV8X05WX3wx","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM5MDQzLUtEdTVPWQ?revision=8\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTB8Mi4xfG98MjV8X05WX3wy","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM5MDQzLTltbEg4Mg?revision=8\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTB8Mi4xfG98MjV8X05WX3wz","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM5MDQzLXNEbWtBUw?revision=8\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTB8Mi4xfG98MjV8X05WX3w0","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM5MDQzLWxlUTdMbQ?revision=8\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTB8Mi4xfG98MjV8X05WX3w1","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM5MDQzLUtqc3NyTg?revision=8\"}"}}],"totalCount":5,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"videos":{"__typename":"VideoConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"coverImage":{"__typename":"UploadedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM5MDQzLUtEdTVPWQ?revision=8"},"coverImageProperties":{"__typename":"CoverImageProperties","style":"STANDARD","titlePosition":"BOTTOM","altText":""}},"Blog:board:PartnerNews":{"__typename":"Blog","id":"board:PartnerNews","displayId":"PartnerNews","nodeType":"board","conversationStyle":"BLOG","title":"Partner news","shortTitle":"Partner news","parent":{"__ref":"Category:category:PartnerCommunity"}},"User:user:2052111":{"__typename":"User","uid":2052111,"login":"JillArmourMicrosoft","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/dS0yMDUyMTExLTUyMzQ4M2k0NzRFNjIxNUE3NkI4NzIw"},"id":"user:2052111"},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM4OTU0LWtpOXNxcA?revision=3\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM4OTU0LWtpOXNxcA?revision=3","title":"Praemo case study.jpg","associationType":"COVER","width":532,"height":319,"altText":""},"BlogTopicMessage:message:4338954":{"__typename":"BlogTopicMessage","subject":"Partner Case Study | Manufacturer VIBCO turns IoT data overload into actionable insights with Praemo’s Razor™","conversation":{"__typename":"Conversation","topic":{"__typename":"BlogTopicMessage","uid":4338954},"lastPostingActivityTime":"2024-11-26T12:04:20.325-08:00","solved":false},"id":"message:4338954","revisionNum":3,"uid":4338954,"depth":0,"board":{"__ref":"Blog:board:PartnerNews"},"author":{"__ref":"User:user:2052111"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":"","introduction":"","metrics":{"__typename":"MessageMetrics","views":17},"postTime":"2024-11-26T12:04:20.325-08:00","lastPublishTime":"2024-11-26T12:04:20.325-08:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" The manufacturing industry is changing, and it’s changing fast. “The globe has shrunk—you have competition everywhere you look, domestic and abroad. There are many companies, old and young, that are being aggressive with technology, and if you want to keep up, you need a world-class team with world-class technology.” \n \u0026nbsp; \n That’s Karl Wadensten, CEO of VIBCO Vibrators, a Rhode Island-based manufacturing company specializing in industrial vibration products used in construction, manufacturing, and infrastructure. “If you don’t keep up with the times and utilize technology to the fullest extent possible in your operations, other companies are going to eat your lunch,” he explains. \n \u0026nbsp; \n Modern technology has revolutionized virtually every industry on the planet, manufacturing included, but the inherent complexity of most manufacturing operations can make it difficult to make big changes or implement new solutions. Altering factory processes can be costly, time-consuming, and risky if something goes wrong. As a result, some manufacturers are cautious about implementing new technology. Not VIBCO. Their competitive spirit and ongoing pursuit of improvement imbues everything they do, and recently, it’s been the driving force behind their Industry 4.0 Initiative. “Data is going to be absolutely critical to every manufacturing operation going forward—honestly, it’s critical today. It helps us better serve our customers, and it helps us run a more efficient operation,” notes Wadensten. “That’s what our Industry 4.0 Initiative is all about at VIBCO: finding new ways to collect as much data as possible from our operations, and then quickly turning that data into valuable insights.” \n \u0026nbsp; \n Continue reading here \n **Explore all case studies or\u0026nbsp;submit your own** ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"1799","kudosSumWeight":0,"repliesCount":0,"readOnly":true,"images":{"__typename":"AssociatedImageConnection","edges":[{"__typename":"AssociatedImageEdge","cursor":"MjQuMTB8Mi4xfG98MjV8X05WX3wx","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM4OTU0LWtpOXNxcA?revision=3\"}"}}],"totalCount":1,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"videos":{"__typename":"VideoConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"coverImage":{"__typename":"UploadedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00MzM4OTU0LWtpOXNxcA?revision=3"},"coverImageProperties":{"__typename":"CoverImageProperties","style":"STANDARD","titlePosition":"BOTTOM","altText":""}},"User:user:1723488":{"__typename":"User","uid":1723488,"login":"JoshuaHuang","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/dS0xNzIzNDg4LVByeGx2QQ?image-coordinates=0%2C0%2C266%2C266"},"id":"user:1723488"},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00Mjk2MzM3LWNKdDVaQg?revision=7\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00Mjk2MzM3LWNKdDVaQg?revision=7","title":"MSC24-China-meeting-Shutter-1361628869-rgb.jpg","associationType":"COVER","width":4200,"height":2800,"altText":""},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00Mjk2MzM3LWdoVUlVTA?revision=7\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00Mjk2MzM3LWdoVUlVTA?revision=7","title":"clipboard_image-1-1731558638944.png","associationType":"BODY","width":1067,"height":1067,"altText":"Azure Essentials is categorized into three revolving steps: Readiness and Foundation, Design and Govern, and Manage and Optimize."},"BlogTopicMessage:message:4296337":{"__typename":"BlogTopicMessage","subject":"Essentials for building and modernizing AI apps on Azure","conversation":{"__typename":"Conversation","topic":{"__typename":"BlogTopicMessage","uid":4296337},"lastPostingActivityTime":"2024-11-26T10:39:45.895-08:00","solved":false},"id":"message:4296337","revisionNum":7,"uid":4296337,"depth":0,"board":{"__ref":"Blog:board:AzureDevCommunityBlog"},"author":{"__ref":"User:user:1723488"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":" Building and modernizing AI applications is complex—but Azure Essentials simplifies the journey. With a structured, three-stage approach—Readiness and Foundation, Design and Govern, Manage and Optimize—it provides tools, best practices, and expert guidance to tackle key challenges like skilled resource gaps, modernization, and security. Discover how to streamline AI app development, enhance scalability, and achieve cost efficiency while driving business value. Ready to transform your AI journey? Explore the Azure Essentials Hub today. ","introduction":"A closer look at Azure Essentials for AI apps","metrics":{"__typename":"MessageMetrics","views":1143},"postTime":"2024-11-17T21:30:00.019-08:00","lastPublishTime":"2024-11-26T10:39:45.895-08:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" In\u0026nbsp;a recent blog, we outlined what Azure Essentials is and why it matters.\u0026nbsp;This blog will take a closer\u0026nbsp;look at how Azure Essentials helps organizations build and modernize AI applications.\u0026nbsp;We will continue with the three-stage structure of Readiness and Foundation, Design and Govern, and Manage and Optimize, designed to guide organizations through the entire cloud adoption journey. \n Before we dive in, let’s take a moment to recap what we’ve learned since: as the pace of AI innovation accelerates, increasingly, we witness enterprises building AI apps to deliver business values. This may include personalized shopping experiences, document intelligence, fraud detections, or building their own Copilots.\u0026nbsp;While such use of AI in apps is growing rapidly, we also hear a multitude of new challenges from customers. When they invest into\u0026nbsp;AI applications,\u0026nbsp;some face a\u0026nbsp;shortage of skilled developers, long release cycle, or a host of legacy app and data architectures. \n A smooth transition to AI apps requires tools for reliable deployments, a modernization strategy for existing data estates, best practices on pricing, and most important of all, security. Overwhelmed? Azure Essentials is here to help.\u0026nbsp; \n What is\u0026nbsp;Azure Essentials?\u0026nbsp; \n Azure Essentials combines Microsoft’s proven practices, product expertise, reference architectures, training, and comprehensive resources into one central hub to help you optimize your Azure investments. Built on industry and Microsoft’s own experience, Azure Essentials offers detailed guidance for various business scenarios. \n It supports the enhancement of current deployments by offering clear pathways to strengthen workload resiliency, security, and cost-efficiency. In short, it is a holistic set of resources to support organizations unlock value from AI apps. \n As consistent across Azure Essentials, for building and modernizing AI apps are categorized into three revolving steps: Readiness and Foundation, Design and Govern, and Manage and Optimize. \u0026nbsp; \n \n Stage 1: Readiness and foundation\u0026nbsp; \n The Readiness and Foundation stage is the cornerstone for developing and modernizing AI applications on Azure. This phase focuses on evaluating business processes, securing resources, and preparing for seamless migration. By leveraging tools like Azure Migrate and landing zones, organizations can ensure robust scalability, security, and cost-efficiency. Additionally, adopting FinOps practices, strengthening compliance, and skilling up teams lay the groundwork for future-proof AI app success. Let Azure Essentials guide your transformation journey effectively. Opportunities to consider include: \u0026nbsp; \n \n Tools for Ideation and Assessments: Start by evaluating existing business processes, customer interactions, and data assets to identify areas where AI can make a significant impact. Tools like Azure Migrate and Azure Well-Architected Review enable detailed assessments, guiding migration strategies and cost estimations. \u0026nbsp; \n Landing Zones: Azure landing zones provide pre-configured environments with built-in security and governance. These zones streamline app migration and ensure compliance with enterprise standards. \u0026nbsp; \n Financial Best Practices: Adopt FinOps to manage cloud costs effectively. Use tools like Azure Hybrid Benefit to reduce licensing costs and optimize resource usage throughout the cloud journey. \u0026nbsp; \n Security and Compliance: Integrate security early by leveraging the Secure Methodology and Microsoft’s Cloud Adoption Framework, ensuring incremental improvement over time. \u0026nbsp; \n Skilling and Learning Resources: Upskill your team with role-based training assets like “Modernize Apps for AI-Readiness” and interactive labs. Explore the AI Learning Hub for comprehensive, technical training resources. \n \n Stage 2: Design and govern\u0026nbsp; \n The Design and Govern phase is critical for building scalable, secure, and efficient AI applications on Azure. This stage focuses on modernizing data and app estates, implementing robust application patterns, managing APIs effectively, and optimizing database requirements. By leveraging Azure's proven tools like API Management, Verified Modules, and best practices for Responsible AI, organizations can ensure seamless integration and governance. Discover how to streamline your cloud journey while ensuring high performance, reliability, and compliance with Azure Essentials. Opportunities to consider include: \u0026nbsp; \n \n Data and App Estate Modernization: Modernization involves aligning processes, systems, and strategies with cloud-native principles. Use resources like the Forrester Application Modernization Checklist and Azure Verified Modules (AVM) for structured modernization. \u0026nbsp; \n Application Patterns: Design cloud-native apps with Azure application patterns for scalability and reliability. Resources such as Azure Pipelines baseline architecture and Azure App Configuration simplify implementation. \u0026nbsp; \n API Management: Implement Azure API Management (APIM) to facilitate secure, scalable, and efficient integration between AI services and applications. This is essential for optimizing AI consumption costs and maintaining performance. \u0026nbsp; \n Database Requirements: Choose the right database solutions based on performance, scalability, and data type. Resources like the Microsoft Intelligent Data Platform and Azure Architecture Center guide the selection process. \u0026nbsp; \n AI Considerations: Adopt practices like MLOps and Responsible AI to ensure scalable, reliable, and ethical AI deployment. Azure Machine Learning supports MLOps for continuous integration and delivery of ML models. \n \n Stage 3: Manage and optimize\u0026nbsp; \n Efficiently managing and optimizing AI applications is critical for ensuring peak performance, reliability, and cost-effectiveness. Azure Essentials offers a suite of powerful tools to streamline testing, enhance application health, fine-tune databases, and optimize performance. From robust monitoring with Azure Monitor to database tuning and AI performance enhancements, this stage helps organizations maintain resilient, scalable AI solutions. Learn how these advanced practices empower businesses to maximize AI app efficiency while delivering seamless, high-quality experiences to users. Opportunities to consider include: \u0026nbsp; \n \n Application Testing: Ensure AI models perform securely and efficiently with testing tools like Red Teaming for LLMs and Load Testing for RAG-Based Generative AI Applications. \u0026nbsp; \n Application Health: Use Azure Monitor and Application Insights for proactive monitoring of AI applications to maintain optimal performance and reliability. \u0026nbsp; \n Database Tuning: Optimize databases to reduce costs and enhance query performance. Techniques like semantic caching and query performance monitoring help minimize database read times and LLM token consumption. \u0026nbsp; \n AI Performance Optimization: Leverage Azure tools such as OpenAI Service Performance Guidelines to enhance model performance by minimizing latency and improving throughput. \n \n Before you go \n Azure Essentials simplifies the complex journey of building and modernizing AI applications. From foundational readiness to robust management and optimization, its structured approach ensures organizations can unlock the full potential of AI. \n To explore more, visit the Azure Essentials Hub for ongoing updates and in-depth guidance. 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