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The Latest Performance Topics

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Performance-Centric Platform Engineering: Shared Responsibility, Guardrails, and Tenant Isolation
Performance becomes predictable when platforms embed guardrails, autoscaling, isolation, observability, and continuous testing.
February 24, 2026
by Josephine Eskaline Joyce DZone Core CORE
· 980 Views · 2 Likes
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Observability Without Cost Telemetry Is Broken Engineering
Treating cost as a first-class signal lets teams spot financial regressions early and make informed infrastructure trade-offs before cloud spend becomes a surprise.
February 20, 2026
by David Iyanu Jonathan
· 1,819 Views · 1 Like
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Hurley: A High-Performance HTTP Client and Load Testing Tool Engineered in Rust
Technical architecture, capabilities, and use cases of hurley, a project developed in Rust that functions as a general-purpose HTTP client and a performance testing tool.
February 20, 2026
by Dursun Koç DZone Core CORE
· 1,694 Views
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Production-Ready Observability for Analytics Agents: An Open Telemetry Blueprint Across Retrieval, SQL, Redaction, and Tool Calls
Standardize analytics agent observability with OpenTelemetry spans for policy, retrieval, SQL, verification, redaction, tools, capturing proof without sensitive payloads
February 18, 2026
by Anusha Kovi DZone Core CORE
· 1,954 Views · 1 Like
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How to Build Permission-Aware Retrieval That Doesn't Leak Across Teams
Permission-aware retrieval ensures that the assistant uses only allowed information. A context graph enforces access control to prevent cross-team leakage.
February 18, 2026
by Anusha Kovi DZone Core CORE
· 1,332 Views · 1 Like
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When Kubernetes Forgets: The 90-Second Evidence Gap
Kubernetes heals too fast, losing diagnostic context. Engineers reconstruct incidents manually. Time-bounded queries, correlation, and intent tracking preserve evidence.
February 18, 2026
by Shamsher Khan DZone Core CORE
· 2,381 Views · 2 Likes
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Automatic Data Correlation: Why Modern Observability Tools Fail and Cost Engineers Time
Your observability stack is complete. So why does debugging still take hours, sifting through data across eight different tools?
February 16, 2026
by Thomas Johnson DZone Core CORE
· 1,296 Views · 1 Like
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Building a Self-Correcting GraphRAG Pipeline for Enterprise Observability
Self-correcting GraphRAG uses LangGraph agents to autonomously traverse knowledge graphs and search into a deterministic, multi-hop reasoning system.
February 16, 2026
by Vamshidhar Parupally
· 2,191 Views
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AWS Bedrock Knowledge Bases: Comparing S3 Vector Store, OpenSearch, PostgreSQL, and Neptune for Cost and Performance
In this article, we compare the performance of AWS OpenSearch and S3 Vector Store to find the optimal balance between cost and speed.
February 12, 2026
by Artem Tokarev
· 2,253 Views
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Golden Paths for AI Workloads - Standardizing Deployment, Observability, and Trust
Golden Paths enable scalable AI by standardizing deployment, observability, drift detection, and governance as built-in platform defaults.
February 12, 2026
by Josephine Eskaline Joyce DZone Core CORE
· 1,736 Views · 2 Likes
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Building a Self-Healing Observability System with AWS Bedrock AgentCore
This article explains how to build a self-healing observability system with AWS Bedrock AgentCore using AI agents to analyze and remediate infrastructure issues.
February 9, 2026
by Lakshmi Narayana Rasalay
· 1,434 Views
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The Self-Healing Directory: Architecting AI-Driven Security for Active Directory
Active Directory is the heartbeat of the enterprise, and a favorite target of attackers. Here is an architectural pattern for AI-driven anomaly detection and remediation.
February 6, 2026
by Dippu Kumar Singh
· 808 Views
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ITSM Uncovered: How IT Teams Keep Businesses Running Smoothly
Modern ITSM is evolving from ticket-based incident handling into intelligent, automated resilience for cloud-native systems.
February 6, 2026
by Akshay Pratinav
· 1,533 Views · 1 Like
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Principles for Operating Large-Scale Global Production Systems with AI Innovation Across the Stack
AI speeds detection and remediation, protects error budgets, and boosts availability, linking reliability to user satisfaction at scale.
February 5, 2026
by Sayantan Ghosh
· 649 Views
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Rate Limiting Beyond “N Requests/sec”: Adaptive Throttling for Spiky Workloads (Spring Cloud Gateway)
Build smarter Spring Cloud Gateway throttling — fair per-client limits, a global cap, and adaptive tuning — to survive spikes without meltdowns.
February 4, 2026
by Varun Pandey
· 1,217 Views · 1 Like
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Oracle Data Loading Reimagined: Performance Strategies for Modern Workloads
Combining direct path loading, parallelism, partitioning, index strategy, NOLOGGING, and tuned commits can reduce Oracle data load times by 70–90% in production.
February 4, 2026
by arvind toorpu DZone Core CORE
· 628 Views
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Building a 300 Channel Video Encoding Server
NETINT VPU Technology with Ampere® Altra® Processors set new operational cost and efficiency standards
February 3, 2026
by John Oneill
· 2,357 Views · 1 Like
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Building SRE Error Budgets for AI/ML Workloads: A Practical Framework
ML systems decay gradually instead of breaking suddenly, so we need error budgets for model accuracy, data freshness, and fairness — not just uptime.
February 3, 2026
by Varun Kumar Reddy Gajjala
· 1,905 Views · 1 Like
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ML Performance Monitoring Metrics: A Simple Guide for Every Model Type
This article gives a clear, beginner-friendly overview of which metrics to monitor for different types of ML models, with small, easy examples.
February 2, 2026
by Sevinthi Kali Sankar Nagarajan
· 1,474 Views
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Mastering Fluent Bit: Developer Guide to Routing to Prometheus (Part 13)
This intro to mastering Fluent Bit covers the first pattern for developers routing telemetry pipeline metrics to Prometheus, with hands-on examples.
February 2, 2026
by Eric D. Schabell DZone Core CORE
· 1,053 Views
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