{"schema_version":"onlylabs.public_signal.v1","title":"Scaleway Writing: Understanding Kubernetes Autoscaling","description":"Scaleway writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/47f62c8a-d5f8-4fcf-89b6-e899595af75b","json_url":"https://onlylabs.fyi/signals/47f62c8a-d5f8-4fcf-89b6-e899595af75b/signal.json","generated_at":"2026-06-07T21:17:21.842817+00:00","org":{"slug":"scaleway","name":"Scaleway","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/scaleway","dossier_json_url":"https://onlylabs.fyi/labs/scaleway/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/47f62c8a-d5f8-4fcf-89b6-e899595af75b","signal_json":"https://onlylabs.fyi/signals/47f62c8a-d5f8-4fcf-89b6-e899595af75b/signal.json","source":"https://www.scaleway.com/en/blog/understanding-kubernetes-autoscaling/","lab_dossier":"https://onlylabs.fyi/labs/scaleway","lab_dossier_json":"https://onlylabs.fyi/labs/scaleway/dossier.json","analysis":"https://onlylabs.fyi/analysis/scaleway","analysis_json":"https://onlylabs.fyi/analysis/scaleway/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/scaleway/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":"https://onlylabs.fyi/topics/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Scaleway published Understanding Kubernetes Autoscaling. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Understanding Kubernetes Autoscaling Scale • Benedikt Rollik • 01/08/22 • 8 min read Kubernetes provides a series of features to ensure your clusters have the right size.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://www.scaleway.com/en/blog/understanding-kubernetes-autoscaling/","source_host":"scaleway.com","occurred_at":"2022-08-01T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:15.955798+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Scaleway","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"scaleway.com","source":"source"},{"label":"Author","value":"Benedikt Rollik","source":"source"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://www.scaleway.com/en/blog/understanding-kubernetes-autoscaling/"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-07T21:17:21.842817+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/47f62c8a-d5f8-4fcf-89b6-e899595af75b/signal.json","dossier_json":"https://onlylabs.fyi/labs/scaleway/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/scaleway/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/scaleway/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","evidence_focus":["post title","source URL","captured page text","HN traction","linked model or paper references","publication date"],"extraction_questions":["Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which writing reframes a recent release, model, hiring wave, or policy stance?","Which posts mention data, evals, infrastructure, safety, or deployment workflows?"],"signal_questions":["What public theme, launch framing, or research direction does this writing signal expose?","Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Do the 6 related writing signals show a repeated pattern?"],"output_fields":["org","theme","public_framing","traction","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/47f62c8a-d5f8-4fcf-89b6-e899595af75b/signal.json","required":true},{"label":"source","url":"https://www.scaleway.com/en/blog/understanding-kubernetes-autoscaling/","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/scaleway/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/scaleway/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/talking/signals.json?category=neocloud","required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Scaleway's writing signal \"Understanding Kubernetes Autoscaling\" for neocloud strategy."},"semantic_triples":[{"subject":"Scaleway","predicate":"published","object":"Understanding Kubernetes Autoscaling","text":"Scaleway published Understanding Kubernetes Autoscaling."},{"subject":"Understanding Kubernetes Autoscaling","predicate":"is classified as","object":"writing signal","text":"Understanding Kubernetes Autoscaling is classified as writing signal."},{"subject":"Understanding Kubernetes Autoscaling","predicate":"belongs to","object":"talking desk","text":"Understanding Kubernetes Autoscaling belongs to talking desk."},{"subject":"Understanding Kubernetes Autoscaling","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Understanding Kubernetes Autoscaling has evidence coverage 1 captured evidence page."},{"subject":"Understanding Kubernetes Autoscaling","predicate":"has captured page count","object":"1","text":"Understanding Kubernetes Autoscaling has captured page count 1."},{"subject":"Understanding Kubernetes Autoscaling","predicate":"has readable page count","object":"1","text":"Understanding Kubernetes Autoscaling has readable page count 1."},{"subject":"Understanding Kubernetes Autoscaling","predicate":"has related signal count","object":"6","text":"Understanding Kubernetes Autoscaling has related signal count 6."},{"subject":"Understanding Kubernetes Autoscaling","predicate":"has analysis playbook objective","object":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","text":"Understanding Kubernetes Autoscaling has analysis playbook objective Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.."},{"subject":"Understanding Kubernetes Autoscaling","predicate":"has source host","object":"scaleway.com","text":"Understanding Kubernetes Autoscaling has source host scaleway.com."},{"subject":"Understanding Kubernetes Autoscaling","predicate":"has lab","object":"Scaleway","text":"Understanding Kubernetes Autoscaling has lab Scaleway."},{"subject":"Understanding Kubernetes Autoscaling","predicate":"has signal desk","object":"talking","text":"Understanding Kubernetes Autoscaling has signal desk talking."},{"subject":"Understanding Kubernetes Autoscaling","predicate":"has source host","object":"scaleway.com","text":"Understanding Kubernetes Autoscaling has source host scaleway.com."},{"subject":"Understanding Kubernetes Autoscaling","predicate":"has author","object":"Benedikt Rollik","text":"Understanding Kubernetes Autoscaling has author Benedikt Rollik."},{"subject":"Understanding Kubernetes Autoscaling","predicate":"has watch term","object":"Infrastructure","text":"Understanding Kubernetes Autoscaling has watch term Infrastructure."},{"subject":"Understanding Kubernetes Autoscaling","predicate":"has watch term","object":"Safety and alignment","text":"Understanding Kubernetes Autoscaling has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"talking","answer":"Scaleway published Understanding Kubernetes Autoscaling. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Understanding Kubernetes Autoscaling Scale • Benedikt Rollik • 01/08/22 • 8 min read Kubernetes provides a series of features to ensure your clusters have the right size.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"Scaleway","predicate":"published","object":"Understanding Kubernetes Autoscaling","text":"Scaleway published Understanding Kubernetes Autoscaling."},{"subject":"Understanding Kubernetes Autoscaling","predicate":"is classified as","object":"writing signal","text":"Understanding Kubernetes Autoscaling is classified as writing signal."},{"subject":"Understanding Kubernetes Autoscaling","predicate":"belongs to","object":"talking desk","text":"Understanding Kubernetes Autoscaling belongs to talking desk."},{"subject":"Understanding Kubernetes Autoscaling","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Understanding Kubernetes Autoscaling has evidence coverage 1 captured evidence page."}]},"signal":{"id":"47f62c8a-d5f8-4fcf-89b6-e899595af75b","url":"https://onlylabs.fyi/signals/47f62c8a-d5f8-4fcf-89b6-e899595af75b","json_url":"https://onlylabs.fyi/signals/47f62c8a-d5f8-4fcf-89b6-e899595af75b/signal.json","source_url":"https://www.scaleway.com/en/blog/understanding-kubernetes-autoscaling/","title":"Understanding Kubernetes Autoscaling","summary":"Scaleway published a writing signal. onlylabs watches public writing for research themes, product direction, and model-launch context.","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2022-08-01T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:15.955798+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://www.scaleway.com/en/blog/understanding-kubernetes-autoscaling/"]},"facets":{},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://www.scaleway.com/en/blog/understanding-kubernetes-autoscaling/","final_url":"https://www.scaleway.com/en/blog/understanding-kubernetes-autoscaling/","title":"Understanding Kubernetes Autoscaling","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-07T21:17:21.842817+00:00","bytes":172075,"raw_path":"15a7b017806611f7fcfe3b3d05ddf7a7e4381a32b6635939f75b0cb2a464ea1b.html","content_hash":"f6a1afe2e85c8e3b63586a6e8c3c15cddcf7f911d70714bba696c9f2a646336a","excerpt_chars":1200,"truncated":true,"excerpt":"Understanding Kubernetes Autoscaling Scale • Benedikt Rollik • 01/08/22 • 8 min read Kubernetes provides a series of features to ensure your clusters have the right size to handle any type of load. In this blog post, we will look into the different auto-scaling tools provided by Kubernetes and learn the difference between the horizontal pod autoscaler, the vertical pod autoscaler and Kubernetes Nodes autoscaler. Developers use Kubernetes to ship faster to their users and respond to their requests as quickly as possible. You design the capacity of your cluster on the estimated load your users will generate on it. But imagine your service went viral, and the number of requests grows faster than you ever imagined. You risk running out of compute resources, your service might slow down, and users may get frustrated. When you allocate resources manually, your responses may not be as quick as required by your application&#x27;s changing needs. This is were Kubernetes Autoscaling comes in: Kubernetes provides multiple layers of autoscaling functionality: Pod-based scaling with the Horizontal Pod Autoscaler and the Vertical Pod Autoscaler, as well as node-based with the Cluster..."},"evidence_pages":[{"url":"https://www.scaleway.com/en/blog/understanding-kubernetes-autoscaling/","final_url":"https://www.scaleway.com/en/blog/understanding-kubernetes-autoscaling/","title":"Understanding Kubernetes Autoscaling","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-07T21:17:21.842817+00:00","bytes":172075,"raw_path":"15a7b017806611f7fcfe3b3d05ddf7a7e4381a32b6635939f75b0cb2a464ea1b.html","content_hash":"f6a1afe2e85c8e3b63586a6e8c3c15cddcf7f911d70714bba696c9f2a646336a","excerpt_chars":1200,"truncated":true,"excerpt":"Understanding Kubernetes Autoscaling Scale • Benedikt Rollik • 01/08/22 • 8 min read Kubernetes provides a series of features to ensure your clusters have the right size to handle any type of load. In this blog post, we will look into the different auto-scaling tools provided by Kubernetes and learn the difference between the horizontal pod autoscaler, the vertical pod autoscaler and Kubernetes Nodes autoscaler. Developers use Kubernetes to ship faster to their users and respond to their requests as quickly as possible. You design the capacity of your cluster on the estimated load your users will generate on it. But imagine your service went viral, and the number of requests grows faster than you ever imagined. You risk running out of compute resources, your service might slow down, and users may get frustrated. When you allocate resources manually, your responses may not be as quick as required by your application&#x27;s changing needs. This is were Kubernetes Autoscaling comes in: Kubernetes provides multiple layers of autoscaling functionality: Pod-based scaling with the Horizontal Pod Autoscaler and the Vertical Pod Autoscaler, as well as node-based with the Cluster..."}],"related_signals":[{"id":"b0ad8b34-33f4-455d-b0bc-9c40f34e08e5","url":"https://onlylabs.fyi/signals/b0ad8b34-33f4-455d-b0bc-9c40f34e08e5","source_url":"https://www.scaleway.com/en/blog/secnumcloud-strategic-challenges/","title":"SecNumCloud: The Strategic Challenges of The Qualification","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-05-18T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:15.955798+00:00","date_source":"source"},{"id":"1ebc5528-9bd0-4245-8610-f28f9e3c5701","url":"https://onlylabs.fyi/signals/1ebc5528-9bd0-4245-8610-f28f9e3c5701","source_url":"https://www.scaleway.com/en/blog/what-is-file-storage/","title":"What is File Storage ?","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-05-11T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:15.955798+00:00","date_source":"source"},{"id":"25d2fe5f-0386-4230-88d5-a8441b913ea5","url":"https://onlylabs.fyi/signals/25d2fe5f-0386-4230-88d5-a8441b913ea5","source_url":"https://www.scaleway.com/en/blog/secnumcloud-trusted-cloud-standard/","title":"SecNumCloud: Understanding the trusted cloud standard","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-05-11T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:15.955798+00:00","date_source":"source"},{"id":"5ab5596e-ffbc-4a9e-84f9-cb54758bd5ff","url":"https://onlylabs.fyi/signals/5ab5596e-ffbc-4a9e-84f9-cb54758bd5ff","source_url":"https://www.scaleway.com/en/blog/risc-v-servers-in-the-cloud/","title":"How Scaleway brought the first RISC-V servers to the cloud","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-05-04T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:15.955798+00:00","date_source":"source"},{"id":"868f0aa0-2b52-47bf-afa3-5b656454f763","url":"https://onlylabs.fyi/signals/868f0aa0-2b52-47bf-afa3-5b656454f763","source_url":"https://www.scaleway.com/en/blog/updates-on-top-level-domain-tld-price-list/","title":"Updates on Top-Level Domain (TLD) price list","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-04-27T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:15.955798+00:00","date_source":"source"},{"id":"ee327ff2-954d-407d-8d37-447f25d5ddf5","url":"https://onlylabs.fyi/signals/ee327ff2-954d-407d-8d37-447f25d5ddf5","source_url":"https://www.scaleway.com/en/blog/a-transparent-update-on-scaleway-pricing/","title":"A transparent update on Scaleway pricing","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"scaleway","name":"Scaleway","category":"neocloud"},"occurred_at":"2026-04-27T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:15.955798+00:00","date_source":"source"}]}