International Journal For Multidisciplinary Research

E-ISSN: 2582-2160     Impact Factor: 9.24

A Widely Indexed Open Access Peer Reviewed Multidisciplinary Bi-monthly Scholarly International Journal

Call for Paper Volume 8, Issue 2 (March-April 2026) Submit your research before last 3 days of April to publish your research paper in the issue of March-April.

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

Share this