{"id":11853,"date":"2022-10-19T18:01:58","date_gmt":"2022-10-19T16:01:58","guid":{"rendered":"https:\/\/www.intesys.it\/journal\/?p=11853"},"modified":"2023-12-15T11:27:35","modified_gmt":"2023-12-15T10:27:35","slug":"potenziare-l-application-performance-monitoring-tramite-il-machine-learning","status":"publish","type":"post","link":"https:\/\/www.intesys.it\/journal\/information-technology\/potenziare-l-application-performance-monitoring-tramite-il-machine-learning\/","title":{"rendered":"Potenziare l\u2019Application Performance Monitoring tramite il machine learning"},"content":{"rendered":"<p><div id='wpig-contents' class='wpig-contents wpig-number-list wpig-no-hierarachy wpig-sidebar-widget wpig-style-1'><span class='wpig-headline'>Indice dei contenuti<\/span><!-- Table of Contents --><div id='wpig-table-of-content' class='wpig-table-of-content' ><ol><li class='stoc-perche-e-importante-garantire-losservabilita'><a href='#stoc-perche-e-importante-garantire-losservabilita'>Perch\u00e9 \u00e8 importante garantire l\u2019osservabilit\u00e0?<\/a><\/li><li class='stoc-passare-allazione-con-lapplication-performance-monitoring'><a href='#stoc-passare-allazione-con-lapplication-performance-monitoring'>Passare all\u2019azione con l\u2019Application Performance Monitoring<\/a><\/li><li class='stoc-potenziare-i-processi-di-monitoring-grazie-al-machine-learning'><a href='#stoc-potenziare-i-processi-di-monitoring-grazie-al-machine-learning'>Potenziare i processi di monitoring grazie al machine learning<\/a><\/li><\/ol><\/div><!-- END OF Table of Contents --><\/div><\/p>[vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text]\n<h4>A fronte di una sempre maggiore diffusione delle architetture distribuite e della migrazione verso il cloud, mantenere il controllo del proprio ambiente IT e intervenire rapidamente per risolvere eventuali problemi \u00e8 cruciale non solo da un punto di vista tecnico, ma anche per preservare la competitivit\u00e0 dei servizi offerti dall\u2019azienda.<br \/>\nPer fare questo occorre quindi rendere i propri sistemi osservabili: capiamo come raggiungere questo obiettivo adottando un approccio di Application Performance Monitoring potenziato dalle tecnologie di machine learning.<\/h4>\n[\/vc_column_text][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][divider line_type=&#8221;No Line&#8221; custom_height=&#8221;10&#8243;][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text]\n<h2 id=\"stoc-perche-e-importante-garantire-losservabilita\" class=\"wpig-heading\">Perch\u00e9 \u00e8 importante garantire l\u2019osservabilit\u00e0?<\/h2>\n<p>Partiamo da un concetto chiave:<\/p>\n<blockquote>\n<p><em>L\u2019osservabilit\u00e0 \u00e8 la capacit\u00e0 di comprendere lo stato di un sistema analizzando i dati che genera, come log, metriche e tracing, al fine di rilevare e risolvere le cause alla base di un problema (debug).<\/em><\/p>\n<\/blockquote>\n<p>Siamo consapevoli che oggi l\u2019<a href=\"https:\/\/www.intesys.it\/journal\/information-technology\/observability-vs-monitoring-combinare-i-due-approcci-per-evitare-downtime-e-disservizi\/\"><strong>osservabilit\u00e0<\/strong><\/a> gioca un ruolo fondamentale per <strong>garantire gli standard di servizio 24\/7 richiesti dagli utenti<\/strong>, e per rendere un sistema cloud osservabile occorrono strumenti tecnici adatti: ma \u00e8 cos\u00ec semplice a farsi?<\/p>\n<p>Nella realt\u00e0, le imprese si trovano ad affrontare <a href=\"https:\/\/www.elastic.co\/virtual-events\/cloud-trends-and-observability\" target=\"_blank\" rel=\"noopener\">sfide di observability non indifferenti<\/a>:[\/vc_column_text][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221; row_position=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; pointer_events=&#8221;all&#8221;][vc_column_inner column_padding=&#8221;padding-1-percent&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; advanced_gradient_angle=&#8221;0&#8243; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/3&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; gradient_type=&#8221;default&#8221;][milestone heading_inherit=&#8221;default&#8221; symbol_position=&#8221;after&#8221; subject_padding=&#8221;2%&#8221; color=&#8221;Accent-Color&#8221; effect=&#8221;count&#8221; symbol_alignment=&#8221;Default&#8221; milestone_alignment=&#8221;left&#8221; number=&#8221;76&#8243; subject=&#8221;<b> delle organizzazioni utilizza pi\u00f9 di un vendor cloud<\/b>.&#8221; number_font_size=&#8221;92&#8243; symbol=&#8221;%&#8221;][\/vc_column_inner][vc_column_inner column_padding=&#8221;padding-1-percent&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; advanced_gradient_angle=&#8221;0&#8243; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/3&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; gradient_type=&#8221;default&#8221;][milestone heading_inherit=&#8221;default&#8221; symbol_position=&#8221;after&#8221; subject_padding=&#8221;2%&#8221; color=&#8221;Accent-Color&#8221; effect=&#8221;count&#8221; symbol_alignment=&#8221;Default&#8221; milestone_alignment=&#8221;left&#8221; number=&#8221;+50&#8243; subject=&#8221;<b>dei team IT stanno migrando le loro applicazioni verso il Cloud Native<\/b>.&#8221; number_font_size=&#8221;92&#8243; symbol=&#8221;%&#8221;][\/vc_column_inner][vc_column_inner column_padding=&#8221;padding-1-percent&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; advanced_gradient_angle=&#8221;0&#8243; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/3&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; gradient_type=&#8221;default&#8221;][milestone heading_inherit=&#8221;default&#8221; symbol_position=&#8221;after&#8221; subject_padding=&#8221;2%&#8221; color=&#8221;Accent-Color&#8221; effect=&#8221;count&#8221; symbol_alignment=&#8221;Default&#8221; milestone_alignment=&#8221;left&#8221; number=&#8221;+50&#8243; subject=&#8221;<b>delle aziende afferma di fare deploy dei software a cadenza settimanale, giornaliera o addirittura ogni ora<\/b>.&#8221; number_font_size=&#8221;92&#8243; symbol=&#8221;%&#8221;][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text]I rischi derivanti da questo quadro sono molteplici: disservizi, operativit\u00e0 inefficiente, scarsa qualit\u00e0 dei rilasci e proliferazione dei tool utilizzati, sono solo alcuni degli elementi che possono<strong> impattare negativamente sul livello di servizio<\/strong> e quindi sull\u2019esperienza dell\u2019utente finale.<\/p>\n<p>Di cosa hanno bisogno quindi le aziende per garantire<strong> l\u2019osservabilit\u00e0 di un\u2019architettura cloud<\/strong>?[\/vc_column_text][\/vc_column][\/vc_row][vc_row type=&#8221;full_width_background&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; equal_height=&#8221;yes&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; advanced_gradient_angle=&#8221;0&#8243; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221; shape_type=&#8221;&#8221; gradient_type=&#8221;default&#8221;][vc_column column_padding=&#8221;padding-3-percent&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;right&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; 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direction=&#8221;vertical&#8221; icon_size=&#8221;small&#8221; icon_style=&#8221;border&#8221;][nectar_icon_list_item icon_type=&#8221;numerical&#8221; text_full_html=&#8221;simple&#8221; title=&#8221;List Item&#8221; id=&#8221;1666252742131-6&#8243; tab_id=&#8221;1666252742135-9&#8243; header=&#8221;Visibilit\u00e0 end-to-end degli applicativi;&#8221;][\/nectar_icon_list_item][nectar_icon_list_item icon_type=&#8221;numerical&#8221; text_full_html=&#8221;simple&#8221; title=&#8221;List Item&#8221; id=&#8221;1666252742226-9&#8243; tab_id=&#8221;1666252742228-10&#8243; header=&#8221;Un sistema di troubleshooting veloce;&#8221;][\/nectar_icon_list_item][nectar_icon_list_item icon_type=&#8221;numerical&#8221; text_full_html=&#8221;simple&#8221; title=&#8221;List Item&#8221; id=&#8221;1666252742291-1&#8243; tab_id=&#8221;1666252742292-1&#8243; header=&#8221;Affidabilit\u00e0 del servizio sull\u2019ambiente IT;&#8221;][\/nectar_icon_list_item][nectar_icon_list_item icon_type=&#8221;numerical&#8221; text_full_html=&#8221;simple&#8221; title=&#8221;List Item&#8221; id=&#8221;1666252742374-0&#8243; tab_id=&#8221;1666252742376-2&#8243; header=&#8221;Processi orientati al ROI e agganciati quindi agli obiettivi di business.&#8221;][\/nectar_icon_list_item][\/nectar_icon_list][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; 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full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][divider line_type=&#8221;No Line&#8221; custom_height=&#8221;10&#8243;][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text]Capiamo quindi come garantire l\u2019osservabilit\u00e0 dei sistemi IT.[\/vc_column_text][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][divider line_type=&#8221;No Line&#8221; custom_height=&#8221;10&#8243;][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; bg_color=&#8221;#000000&#8243; bg_image=&#8221;11691&#8243; bg_position=&#8221;right center&#8221; background_image_loading=&#8221;default&#8221; bg_repeat=&#8221;no-repeat&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;light&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; advanced_gradient=&#8221;radial-gradient(circle at top left, rgb(15,51,206) 16%, rgba(243,243,243,0) 47%)&#8221; advanced_gradient_radial_position=&#8221;top left&#8221; 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overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; gradient_type=&#8221;default&#8221;][vc_row_inner equal_height=&#8221;yes&#8221; content_placement=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221; row_position=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; pointer_events=&#8221;all&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;0px&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; advanced_gradient_angle=&#8221;0&#8243; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/6&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; gradient_type=&#8221;default&#8221;][image_with_animation image_url=&#8221;10303&#8243; image_size=&#8221;full&#8221; animation_type=&#8221;entrance&#8221; animation=&#8221;None&#8221; animation_movement_type=&#8221;transform_y&#8221; hover_animation=&#8221;none&#8221; alignment=&#8221;&#8221; border_radius=&#8221;none&#8221; box_shadow=&#8221;none&#8221; image_loading=&#8221;default&#8221; max_width=&#8221;custom&#8221; max_width_custom=&#8221;60%&#8221;][\/vc_column_inner][\/vc_row_inner][vc_column_text]\n<h3 style=\"margin: 0!important;font-size: 32px\" style=\"margin: 0!important;font-size: 32px\" id=\"stoc-api-date\" class=\"wpig-heading\">API date<\/h3>\n<h3 style=\"font-weight: 200;margin-top: 5px!important;font-size: 28px\">Evolvere e governare<br \/>\nle architetture IT<\/h3>\n[\/vc_column_text][nectar_btn size=&#8221;medium&#8221; open_new_tab=&#8221;true&#8221; button_style=&#8221;see-through-2&#8243; color_override=&#8221;#ffffff&#8221; hover_color_override=&#8221;#17fdb4&#8243; hover_text_color_override=&#8221;#000000&#8243; icon_family=&#8221;none&#8221; text=&#8221;GUARDA L&#8217;EVENTO ON DEMAND&#8221; url=&#8221;https:\/\/www.intesys.it\/api-date\/&#8221;][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][divider line_type=&#8221;No Line&#8221; custom_height=&#8221;10&#8243;][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text]\n<h2 id=\"stoc-passare-allazione-con-lapplication-performance-monitoring\" class=\"wpig-heading\">Passare all\u2019azione con l\u2019Application Performance Monitoring<\/h2>\n<p>Per garantire il controllo di un ambiente cloud \u00e8 essenziale combinare l\u2019osservabilit\u00e0 con il <strong>monitoraggio<\/strong>, ossia i processi di raccolta, analisi e utilizzo dei dati rispetto al raggiungimento di determinati obiettivi: in questo modo \u00e8 possibile avere tutte le informazioni necessarie per comprendere <strong>lo stato di salute del sistema nel tempo<\/strong> e individuare <strong>le aree di miglioramento<\/strong>.<\/p>\n<p>Gli strumenti di <strong>Application Performance Monitoring<\/strong> (<a href=\"https:\/\/www.elastic.co\/observability\/application-performance-monitoring\" target=\"_blank\" rel=\"noopener\">APM<\/a>) permettono di raggiungere questo scopo, agendo proattivamente sui propri applicativi e ottenendo vantaggi come per esempio:<\/p>\n<ul>\n<li>miglioramento della<strong> qualit\u00e0 del codice rilasciato<\/strong>;<\/li>\n<li>ottimizzazione del <a href=\"https:\/\/www.intesys.it\/journal\/information-technology\/troubleshooting-nei-microservizi-velocizzare-la-caccia-all-errore-con-elastic-stack\/\">troubleshooting<\/a>;<\/li>\n<li>automazione dei processi di <strong>anomaly detection<\/strong>;<\/li>\n<li>velocizzazione della pipeline di <strong>delivery delle applicazioni<\/strong>.<\/li>\n<\/ul>\n<p>I tool di APM per rispondere a queste esigenze integrano al proprio interno diverse tecnologie, in modo da rispondere con flessibilit\u00e0 all\u2019evoluzione dei sistemi IT e dei comportamenti degli utenti nel tempo: in particolare, sfruttano anche i vantaggi del <strong>machine learning.<\/strong><\/p>\n<p>Capiamo insieme in che modo!<\/p>\n<h2 id=\"stoc-potenziare-i-processi-di-monitoring-grazie-al-machine-learning\" class=\"wpig-heading\">Potenziare i processi di monitoring grazie al machine learning<\/h2>\n<p>Il machine learning permette di analizzare i dati raccolti e, partendo da questi, di <strong>generare modelli di pattern comportamentali<\/strong>, l\u00e0 dove qualcosa potrebbe sfuggire a \u201cocchio nudo\u201d.<\/p>\n<p>I tool di APM vengono in questo modo potenziati nelle funzionalit\u00e0 di:[\/vc_column_text][\/vc_column][\/vc_row][vc_row type=&#8221;full_width_background&#8221; 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direction=&#8221;vertical&#8221; icon_size=&#8221;small&#8221; icon_style=&#8221;no-border&#8221;][nectar_icon_list_item icon_type=&#8221;icon&#8221; icon_family=&#8221;iconsmind&#8221; text_full_html=&#8221;simple&#8221; title=&#8221;List Item&#8221; id=&#8221;1666252743017-3&#8243; tab_id=&#8221;1666252743018-3&#8243; icon_iconsmind=&#8221;iconsmind-Error-404Window&#8221; header=&#8221;Individuazione di <b>anomalie e outlier<\/b>;&#8221;][\/nectar_icon_list_item][nectar_icon_list_item icon_type=&#8221;icon&#8221; icon_family=&#8221;iconsmind&#8221; text_full_html=&#8221;simple&#8221; title=&#8221;List Item&#8221; id=&#8221;1666252743065-1&#8243; tab_id=&#8221;1666252743066-1&#8243; icon_iconsmind=&#8221;iconsmind-Upload-Window&#8221; header=&#8221;Identificazione di <b>aree di miglioramento<\/b>;&#8221;][\/nectar_icon_list_item][nectar_icon_list_item icon_type=&#8221;icon&#8221; icon_family=&#8221;iconsmind&#8221; text_full_html=&#8221;simple&#8221; title=&#8221;List Item&#8221; id=&#8221;1666252743106-2&#8243; tab_id=&#8221;1666252743108-4&#8243; icon_iconsmind=&#8221;iconsmind-Split-Horizontal2Window&#8221; header=&#8221;<b>Classificazione<\/b> dei dati;&#8221;][\/nectar_icon_list_item][nectar_icon_list_item icon_type=&#8221;icon&#8221; icon_family=&#8221;iconsmind&#8221; text_full_html=&#8221;simple&#8221; title=&#8221;List Item&#8221; id=&#8221;1666252743158-10&#8243; tab_id=&#8221;1666252743159-10&#8243; icon_iconsmind=&#8221;iconsmind-Statistic&#8221; header=&#8221;<b>Inferenza<\/b> ed elaborazione di modelli di <b>regressione<\/b>.&#8221;][\/nectar_icon_list_item][\/nectar_icon_list][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; 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column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][divider line_type=&#8221;No Line&#8221; custom_height=&#8221;10&#8243;][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text]La soluzione di <strong>APM<\/strong> di <a href=\"https:\/\/www.intesys.it\/information-technology\/tecnologie-sviluppo-software\/elastic\/\" target=\"_blank\" rel=\"noopener\">Elastic<\/a> permette di acquisire, metriche, trace e log attraverso gli Elastic Agent o con l\u2019integrazione nativa opensource<strong> Opentelemetry<\/strong>. I dati raccolti su<strong> Elasticsearch<\/strong> (motore NOSQL basato su Lucene) vengono elaborati da algoritmi di <a href=\"https:\/\/www.elastic.co\/what-is\/elasticsearch-machine-learning\" target=\"_blank\" rel=\"noopener\">machine learning<\/a> cos\u00ec da fornire preziosi insight che abilitano dei meccanismi di<strong> anomaly detection<\/strong> con creazione di <strong>alert<\/strong> in situazioni di sovraccarico o failure. Attraverso Kibana (lo strumento di visualizzazione dei dati di Elastic) \u00e8 possibile rappresentare lo <strong>stato di salute degli applicativi<\/strong> sotto monitoraggio grazie a dashboard avanzate come la service map e molto altro. Inoltre, oltre alla correlazione di metriche, log e trace, Elastic permette anche di ridurre notevolmente il <strong>MTTD<\/strong> (Mean Time to Detect or Discover) e <strong>MTTR<\/strong> (Mean Time to Repair) ottenendo un <strong>TCO<\/strong> (Total Cost of Ownership) minore e riducendo i rischi di perdita di revenue causati dai disservizi.<\/p>\n<p>Implementare un <strong>sistema efficace di Application Performance Monitoring<\/strong> \u00e8 un tassello fondamentale per <strong>presidiare la qualit\u00e0 di servizio<\/strong> offerta dai propri sistemi e conseguentemente la User Experience e l\u2019impatto sugli obiettivi di business.[\/vc_column_text][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; 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animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][divider line_type=&#8221;No Line&#8221; custom_height=&#8221;10&#8243;][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text]\n<h4 id=\"stoc-scopri-di-piu-sugli-strumenti-della-suite-elastic-per-il-governo-delle-architetture-con-il-nostro-evento-dedicato-api-date-da-oggi-disponibile-on-demand\" class=\"wpig-heading\">Scopri di pi\u00f9 sugli strumenti della suite Elastic per il governo delle architetture con il nostro evento dedicato: <a href=\"https:\/\/www.intesys.it\/api-date\/\" target=\"_blank\" rel=\"noopener\">API date,<\/a>\u00a0da oggi disponibile on demand!<\/h4>\n[\/vc_column_text][nectar_btn size=&#8221;large&#8221; open_new_tab=&#8221;true&#8221; button_style=&#8221;regular&#8221; button_color_2=&#8221;Accent-Color&#8221; color_override=&#8221;#0f33ce&#8221; solid_text_color_override=&#8221;#ffffff&#8221; icon_family=&#8221;none&#8221; text=&#8221;SCOPRI I CONTENUTI ON DEMAND&#8221; margin_top=&#8221;10&#8243; url=&#8221;https:\/\/www.intesys.it\/api-date\/&#8221;][\/vc_column][\/vc_row]\n","protected":false},"excerpt":{"rendered":"<p>[vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221;&#8230;<\/p>\n","protected":false},"author":107,"featured_media":11858,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[27],"tags":[286,387,426,743,744],"class_list":{"0":"post-11853","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-information-technology","8":"tag-elastic-stack","9":"tag-it-governance","10":"tag-machine-learning","11":"tag-monitoring","12":"tag-troubleshooting"},"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Potenziare l&#039;APM tramite il machine learning<\/title>\n<meta name=\"description\" content=\"Scopri di pi\u00f9 sugli strumenti di machine learning della suite di Elastic per un sistema di Application Performance Monitoring 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