{"podcast":{"title":"Reliability Enablers","slug":"reliability-enablers-6320409","podcast_index_feed_id":6320409,"rss_url":"https://api.substack.com/feed/podcast/2473001/s/120870.rss","website_url":"https://read.srepath.com/s/podcast","image_url":"https://substackcdn.com/feed/podcast/2473001/s/120870/abfe10d2208d01555e256a06fdbdb005.jpg","author":"Ash Patel & Sebastian Vietz","episode_count":71,"summary":"Audio conversations around reliability, especially around enabling it across teams and organizations","last_synced_at":"2026-06-13T00:20:34.814387+00:00","page_url":"https://stenobird.com/podcast/reliability-enablers-6320409"},"episode":{"title":"#50 Making Better Sense of Observability Data","slug":"50-making-better-sense-of-observability-data","published_at":"2024-07-09T12:12:00+00:00","page_url":"https://stenobird.com/podcast/reliability-enablers-6320409/50-making-better-sense-of-observability-data","show_page_url":"https://stenobird.com/podcast/reliability-enablers-6320409","url":"https://read.srepath.com/p/50-making-better-sense-of-observability","audio_url":"https://api.substack.com/feed/podcast/146273994/b0e99fcd0d5aef306f19b109cfb21910.mp3","summary":"Jack Neely is a DevOps observability architect at Palo Alto Networks and has a few interesting ways of extracting value from o11y data. We crammed into just under 25 minutes ideas like these 7 takeaways: * Reasserting the Need to Monitor Four Golden Signals : Focus on latency, traffic, errors, and saturation for effective system monitoring and management. * Prioritize Customer Health : in Jack’s words, the 5th golden signal. Go beyond traditional metrics to monitor the health of your customers for a more comprehensive view of your system's impact. * Apply Mathematical Techniques : Incorporate advanced mathematical concepts, like the Nyquist Shannon law and T Digest algorithm, to enhance data accuracy and observability metrics. * Build Accurate Percentiles : Implement techniques to accurately reproduce percentiles from raw data to ensure reliable performance metrics. * Manage High Cardinality Data : Develop strategies to handle high cardinality data without overwhelming your resources, ensuring you extract valuable insights. * Standardize Log Records : Use readily available frameworks to emit standardized log records makes data easier to process and visualize. * Handle High-Velocity Data Efficiently : Develop methods for collecting and processing high-velocity data without incurring prohibitive costs. Watch Jack’s Monitorama talk via this link: https://vimeo.com/843996971 This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit read.srepath.com","meta_description":"Jack Neely is a DevOps observability architect at Palo Alto Networks and has a few interesting ways of extracting value from o11y data. We crammed into ju…","key_points":[],"chapters":[],"topics":[],"duration_seconds":1478,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/reliability-enablers-6320409/episodes/50-making-better-sense-of-observability-data/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/reliability-enablers-6320409/50-making-better-sense-of-observability-data.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}