--- title: Dashboard snapshots, Kubernetes on your services, and... description: Last9 ships several platform updates: dashboard snapshots that freeze and preserve chart state for incident postmortems with shareable links and MCP server... canonical: https://daily.dev/posts/dashboard-snapshots-kubernetes-on-your-services-and-streaming-ai-replies-xlpkmhjjo twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Dashboard snapshots, Kubernetes on your services, and streaming AI replies | daily.dev og:description: Last9 ships several platform updates: dashboard snapshots that freeze and preserve chart state for incident postmortems with shareable links and MCP server... og:url: https://daily.dev/posts/dashboard-snapshots-kubernetes-on-your-services-and-streaming-ai-replies-xlpkmhjjo og:image: https://api.daily.dev/og/posts/xLpkMHJjO.png og:image:alt: Dashboard snapshots, Kubernetes on your services, and streaming AI replies og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Dashboard snapshots, Kubernetes on your services, and streaming AI replies **[Last9](https://daily.dev/sources/last9)** · 3 min read · 3 upvotes · 0 comments ## Summary Last9 ships several platform updates: dashboard snapshots that freeze and preserve chart state for incident postmortems with shareable links and MCP server support; a new Kubernetes tab on the Services page showing workloads and events; streaming AI Assistant replies in Slack; improved alert health history now accessible per-rule and per-group; and consistent chart legend interactions across all surfaces. The release also fixes multiple mobile RUM bugs on Android (warm/hot start types, ANR errors, screen load time panel), dashboard bar chart crashes, service map navigation errors, and AI Assistant markdown rendering issues. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Questions this post answers ### What does the dashboard snapshot feature in Last9 actually capture? It freezes both the visual state and the underlying data of a dashboard at a specific moment, so the snapshot keeps rendering correctly even after the live data ages out of retention or the incident has ended. Each snapshot is pinned to its captured time range and gets a shareable link, useful for pasting into RCA reports or postmortems without requiring dashboard access. _Teams documenting incidents can compare observability tooling like this on daily.dev before standardizing their postmortem workflow._ ### Can the Last9 AI Assistant create dashboard snapshots automatically during an investigation? Yes, snapshots can be created and managed through the MCP server, allowing the AI Assistant to capture what it found mid-investigation and hand back a shareable link. This ties snapshot creation directly into automated incident investigation rather than requiring a manual step. _Developers evaluating AI-assisted incident tooling can track how MCP integrations evolve on daily.dev._ ### Why were Android warm and hot app-start metrics missing in RUM data? Android warm and hot app-start types were never emitted because the startup latch that triggers the measurement fired only once per process, so subsequent app starts within the same process went unrecorded. This was fixed alongside related mobile RUM issues, including ANR errors being miscategorized and an empty Screen Load Time panel caused by querying the wrong span name. _Mobile engineers debugging RUM gaps can follow observability fixes like this on daily.dev._ ## Similar posts on daily.dev - [A refreshed AI Assistant, AWS DevOps Agent for MCP, and service names for S3 logs](https://daily.dev/posts/a-refreshed-ai-assistant-aws-devops-agent-for-mcp-and-service-names-for-s3-logs-s354zs0gt) · Last9 · 1 upvotes · 0 comments - [Kubernetes events, a Coding Agents refresh, and richer dashboards](https://daily.dev/posts/kubernetes-events-a-coding-agents-refresh-and-richer-dashboards-1gqh2fyru) · Last9 · 1 upvotes · 0 comments - [DASH 2026 Harnessing AI: Guide to Datadog’s newest announcements](https://daily.dev/posts/dash-2026-harnessing-ai-guide-to-datadog-s-newest-announcements-fvhcdo4ju) · Datadog · 1 upvotes · 0 comments - [Dynatrace Release Radar 08.26](https://daily.dev/posts/dynatrace-release-radar-08-26-8jvckx7wg) · Dynatrace · 0 upvotes · 0 comments - [Starred dashboards, mobile RUM, and notification channel visibility for MCP](https://daily.dev/posts/starred-dashboards-mobile-rum-and-notification-channel-visibility-for-mcp-h2ot7d29w) · Last9 · 0 upvotes · 0 comments --- Tags: [#devtools](https://daily.dev/tags/devtools), [#kubernetes](https://daily.dev/tags/kubernetes), [#observability](https://daily.dev/tags/observability), [#monitoring](https://daily.dev/tags/monitoring) [View this post on daily.dev](https://daily.dev/posts/dashboard-snapshots-kubernetes-on-your-services-and-streaming-ai-replies-xlpkmhjjo) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Dashboard snapshots, Kubernetes on your services, and streaming AI replies","url":"https://daily.dev/posts/dashboard-snapshots-kubernetes-on-your-services-and-streaming-ai-replies-xlpkmhjjo","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/dashboard-snapshots-kubernetes-on-your-services-and-streaming-ai-replies-xlpkmhjjo"},"datePublished":"2026-07-21T05:19:38.268Z","dateModified":"2026-09-14T06:52:19.801Z","description":"Last9 ships several platform updates: dashboard snapshots that freeze and preserve chart state for incident postmortems with shareable links and MCP server...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/5edcc1e18632fc32d60c52a4df428cf2?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/5edcc1e18632fc32d60c52a4df428cf2?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"Last9","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Last9","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/0542036d401f4cb1885680f1984fb880","url":"https://daily.dev/sources/last9"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/dashboard-snapshots-kubernetes-on-your-services-and-streaming-ai-replies-xlpkmhjjo","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":3},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"devtools,kubernetes,observability,monitoring","timeRequired":"PT3M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Last9","item":"https://daily.dev/sources/last9"},{"@type":"ListItem","position":3,"name":"Dashboard snapshots, Kubernetes on your services, and streaming AI replies"}]} {"@context":"https://schema.org","@type":"FAQPage","@id":"https://daily.dev/posts/dashboard-snapshots-kubernetes-on-your-services-and-streaming-ai-replies-xlpkmhjjo#faq","mainEntity":[{"@type":"Question","name":"What does the dashboard snapshot feature in Last9 actually capture?","acceptedAnswer":{"@type":"Answer","text":"It freezes both the visual state and the underlying data of a dashboard at a specific moment, so the snapshot keeps rendering correctly even after the live data ages out of retention or the incident has ended. Each snapshot is pinned to its captured time range and gets a shareable link, useful for pasting into RCA reports or postmortems without requiring dashboard access. Teams documenting incidents can compare observability tooling like this on daily.dev before standardizing their postmortem workflow."}},{"@type":"Question","name":"Can the Last9 AI Assistant create dashboard snapshots automatically during an investigation?","acceptedAnswer":{"@type":"Answer","text":"Yes, snapshots can be created and managed through the MCP server, allowing the AI Assistant to capture what it found mid-investigation and hand back a shareable link. This ties snapshot creation directly into automated incident investigation rather than requiring a manual step. Developers evaluating AI-assisted incident tooling can track how MCP integrations evolve on daily.dev."}},{"@type":"Question","name":"Why were Android warm and hot app-start metrics missing in RUM data?","acceptedAnswer":{"@type":"Answer","text":"Android warm and hot app-start types were never emitted because the startup latch that triggers the measurement fired only once per process, so subsequent app starts within the same process went unrecorded. This was fixed alongside related mobile RUM issues, including ANR errors being miscategorized and an empty Screen Load Time panel caused by querying the wrong span name. Mobile engineers debugging RUM gaps can follow observability fixes like this on daily.dev."}}]} ```