--- title: Turn Raw Data into Reliability by Changing Performance... description: Managing reliability in microservices at scale requires moving beyond manual log inspection. When services breach SLOs and enter the 'Red Zone,' exhausting... canonical: https://daily.dev/posts/turn-raw-data-into-reliability-by-changing-performance-perspectives-x6afh6pux twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Turn Raw Data into Reliability by Changing Performance Perspectives | daily.dev og:description: Managing reliability in microservices at scale requires moving beyond manual log inspection. When services breach SLOs and enter the 'Red Zone,' exhausting... og:url: https://daily.dev/posts/turn-raw-data-into-reliability-by-changing-performance-perspectives-x6afh6pux og:image: https://api.daily.dev/og/posts/x6Afh6puX.png og:image:alt: Turn Raw Data into Reliability by Changing Performance Perspectives 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. # Turn Raw Data into Reliability by Changing Performance Perspectives **[Coralogix](https://daily.dev/sources/coralogix)** · 7 min read · 0 upvotes · 0 comments ## Summary Managing reliability in microservices at scale requires moving beyond manual log inspection. When services breach SLOs and enter the 'Red Zone,' exhausting error budgets, engineers face millions of telemetry events that make manual Lucene queries impractical. Coralogix's Loggregation feature uses unsupervised ML (the Streama engine) to cluster logs into structural templates by separating high-cardinality variables (user IDs, trace IDs) from constant error patterns. A practical SLO recovery workflow is demonstrated: starting from a Service Catalog showing 6 breaches, filtering 2.13 million logs down to 31 templates, then 16 error templates, drilling into the highest-frequency pattern, and using DataPrime queries to determine whether failures are pod-specific or systemic. This template-based approach reduces MTTR, prevents cognitive overload, and restores error budgets faster than raw log searching. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [So Agentic Systems Are Messing Up Your SLO Framework](https://daily.dev/posts/so-agentic-systems-are-messing-up-your-slo-framework-ueygqji6y) · DevOps.com · 1 upvotes · 0 comments - [Your incident response wasn’t built for AI](https://daily.dev/posts/your-incident-response-wasn-t-built-for-ai-a5d9qgdoc) · LeadDev · 0 upvotes · 0 comments - [Observability That Finds Root Cause Fast](https://daily.dev/posts/observability-that-finds-root-cause-fast-ywwxanaf6) · Medium · 0 upvotes · 0 comments - [How to Handle Cloud Monitoring Overload?](https://daily.dev/posts/how-to-handle-cloud-monitoring-overload--cb0xsaghl) · Last9 · 2 upvotes · 0 comments --- Tags: [#logging](https://daily.dev/tags/logging), [#microservices](https://daily.dev/tags/microservices), [#observability](https://daily.dev/tags/observability), [#coralogix](https://daily.dev/tags/coralogix) [View this post on daily.dev](https://daily.dev/posts/turn-raw-data-into-reliability-by-changing-performance-perspectives-x6afh6pux) ```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":"Turn Raw Data into Reliability by Changing Performance Perspectives","url":"https://daily.dev/posts/turn-raw-data-into-reliability-by-changing-performance-perspectives-x6afh6pux","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/turn-raw-data-into-reliability-by-changing-performance-perspectives-x6afh6pux"},"datePublished":"2026-02-18T16:54:34.416Z","dateModified":"2026-02-18T16:54:59.909Z","description":"Managing reliability in microservices at scale requires moving beyond manual log inspection. 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