International Journal For Multidisciplinary Research
E-ISSN: 2582-2160
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A Widely Indexed Open Access Peer Reviewed Multidisciplinary Bi-monthly Scholarly International Journal
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Volume 8 Issue 2
March-April 2026
Indexing Partners
Shift-Left Observability in Cloud-Native DevOps: Tracing-First SLO Engineering for Micro Services
| Author(s) | Nagarjuna Nellutla |
|---|---|
| Country | United States |
| Abstract | Distributed tracing has become a practical foundation for understanding micro service behavior under change. However, in many DevOps workflows, tracing is treated as a post deployment debugging tool rather than an upstream design input for reliability goals. This paper proposes a tracing-first, shift-left observability workflow that uses trace semantics to derive and validate service level objectives (SLOs) earlier in the lifecycle. The approach connects trace-driven signals to error budgets, release gates, and deployment safety checks, reducing time-to-diagnosis and improving reliability feedback loops without requiring major changes to application architecture. |
| Keywords | DevOps, Observability, Distributed Tracing, SLO, Error Budget, Micro services, SRE, Open Telemetry |
| Field | Engineering |
| Published In | Volume 5, Issue 4, July-August 2023 |
| Published On | 2023-08-09 |
| DOI | https://doi.org/10.36948/ijfmr.2023.v05i04.68796 |
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E-ISSN 2582-2160
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IJFMR DOI prefix is
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