{"schema_version":"onlylabs.public_signal.v1","title":"DigitalOcean (GradientAI) Writing: From Incident Counting to SLIs: How DigitalOcean Rethought Availability","description":"DigitalOcean (GradientAI) writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/8a041481-b648-4797-8634-7563e9e42fc6","json_url":"https://onlylabs.fyi/signals/8a041481-b648-4797-8634-7563e9e42fc6/signal.json","generated_at":"2026-06-07T21:14:42.793212+00:00","org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/digitalocean","dossier_json_url":"https://onlylabs.fyi/labs/digitalocean/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/8a041481-b648-4797-8634-7563e9e42fc6","signal_json":"https://onlylabs.fyi/signals/8a041481-b648-4797-8634-7563e9e42fc6/signal.json","source":"https://www.digitalocean.com/blog/sli-based-availability-framework","lab_dossier":"https://onlylabs.fyi/labs/digitalocean","lab_dossier_json":"https://onlylabs.fyi/labs/digitalocean/dossier.json","analysis":"https://onlylabs.fyi/analysis/digitalocean","analysis_json":"https://onlylabs.fyi/analysis/digitalocean/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/digitalocean/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":"DigitalOcean (GradientAI) published From Incident Counting to SLIs: How DigitalOcean Rethought Availability. 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This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Technical blog post on SLIs, not a model release. · From Incident Counting to SLIs: How DigitalOcean Rethought Availability | DigitalOcean © 2026 DigitalOcean, LLC. Sitemap . Dark mode is coming soon. 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Sitemap . Dark mode is coming soon. Engineering From Incident Counting to SLIs: How DigitalOcean Rethought Availability By Miguel Carrera Published: April 23, 2026 11 min read <- Back to blog home Our journey to truly understand our customer experience began with a hard look at our internal availability numbers at the start of 2025. We saw something uncomfortable: the numbers didn’t match our customers’ reality. Our monthly availability oscillated between 99.5% and 99.9%. Those peaks and valleys depended more on whether we declared a high-severity incident that month than on how the platform was actually performing. Customers were still experiencing issues and opening escalations, but the metric didn’t reflect customer availability. The previous internal measurement served us well in our early days, but its limitations became evident as DigitalOcean expanded. 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