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OpenTelemetry Specification 1.61 and Q3 2026 Changes: What Platform Teams Should Do

OpenTelemetry Specification 1.61 and Q3 2026 Changes: What Platform Teams Should Do

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inKubernetesNo Comments
OpenTelemetry Specification v1.61 and recent Collector, Rust 0.33 and Demo 3.1 releases: what changed in Q3 2026, migration risks, and a pragmatic upgrade.
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OpenTelemetry Kubernetes Attributes Processor v1.0: Migration Guide

OpenTelemetry Kubernetes Attributes Processor v1.0: Migration Guide

Posted by By MPRAUTO MPRAUTO September 30, 2026Posted inKubernetes1 Comment
The k8sattributes processor hit v1.0.0 on Sept 16, 2026 with stable semantic conventions v1.42. Breaking changes, config migration, and rollout plan.
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OTel Collector vs Vector vs Fluent Bit: 2026 Telemetry Pipeline

OTel Collector vs Vector vs Fluent Bit: 2026 Telemetry Pipeline

Posted by By MPRAUTO MPRAUTO September 17, 2026Posted inArchitecture2 Comments
OpenTelemetry Collector vs Vector vs Fluent Bit in 2026: throughput, memory, transforms, backpressure and the right telemetry-pipeline agent for edge and cloud.
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OTLP vs Prometheus Remote Write: The 2026 Metrics Pipeline Decision

OTLP vs Prometheus Remote Write: The 2026 Metrics Pipeline Decision

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted inKubernetesNo Comments
OTLP metrics vs Prometheus remote write compared for 2026: cardinality control, push vs pull, and the migration path for existing Prometheus fleets.
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LLM Observability and LLMOps: Tracing, Evals, Drift

LLM Observability and LLMOps: Tracing, Evals, Drift

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted inAINo Comments
An LLM observability and LLMOps architecture: OpenTelemetry GenAI traces, spans, online evals, and drift detection for production LLM and agent systems.
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Grafana Alloy: An OpenTelemetry Collector Tutorial

Grafana Alloy: An OpenTelemetry Collector Tutorial

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inDevelopmentNo Comments
A 2026 Grafana Alloy tutorial: build an OpenTelemetry collector pipeline for metrics, logs, and traces, with working config, components, and deployment tips.
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Edge Observability ADR: OpenTelemetry vs Prometheus+Loki

Edge Observability ADR: OpenTelemetry vs Prometheus+Loki

Posted by By MPRAUTO MPRAUTO June 8, 2026Posted inKubernetes3 Comments
An ADR-style 2026 decision on edge-fleet observability: OpenTelemetry vs Prometheus+Loki, collector topology, cost at the edge, and the consequences of each.
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OpenTelemetry Collector Architecture: Pipelines, Processors, Exporters

OpenTelemetry Collector Architecture: Pipelines, Processors, Exporters

Posted by By MPRAUTO MPRAUTO May 26, 2026Posted inTech1 Comment
OpenTelemetry Collector architecture — receivers, processors, exporters, gateway vs agent deployment, tail sampling, and high-cardinality survival tips.
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OpenTelemetry for Industrial IoT Observability (2026)

OpenTelemetry for Industrial IoT Observability (2026)

Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inKubernetesNo Comments
OpenTelemetry for industrial IoT observability — instrument edge services, run the OTel Collector, and ship traces, metrics, and logs end to end.
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  • Retries, Backoff with Jitter, Circuit Breakers and Retry Budgets: Resilience Patterns (2026)
  • SOME/IP and Automotive Ethernet: Service-Oriented Architecture for the Software-Defined Vehicle (2026)
  • DNP3 Protocol Deep Dive: Link, Transport and Application Layers, Secure Authentication and SCADA Utilities (2026)
  • OAuth 2.1, PKCE, OIDC and JWT Validation Pitfalls: A Token Security Guide (2026)
  • Interchange Fees and Least-Cost Routing: Card Payment Cost Architecture (2026)
  • Payment Retries and Dunning: Smart Retry Architecture for Recovering Failed Card Payments (2026)
  • Browser Agents Architecture: DOM, Accessibility Tree vs Vision, and Playwright MCP (2026)
  • Mechanistic Interpretability: Sparse Autoencoders, Features and Circuits in LLMs (2026)
  • Distributed Training Parallelism: Data, Tensor, Pipeline, FSDP/ZeRO and NCCL Collectives (2026)
  • Probabilistic Data Structures: Bloom Filters, HyperLogLog, Count-Min Sketch and Cuckoo Filters (2026)
  • Load Balancing Algorithms: Power of Two Choices, Maglev and L4 vs L7 (2026)
  • MVCC and Transaction Isolation Levels: Snapshot Isolation, Write Skew and SSI (2026)
  • ISA-100.11a vs WirelessHART: Wireless Industrial Networks Compared
  • Iceberg Catalogs: Polaris vs Nessie vs Unity Comparison (2026)
  • IO-Link Wireless: Industrial Sensor Network Architecture
  • Model Context Protocol (MCP) Explained: How It Works (2026)
  • Idempotent API Design: The Complete Engineering Guide
  • Agentic Digital Twins: AI-Driven Twins in 2026
  • OpenPLC v3 + Modbus TCP: Open-Source PLC Architecture
  • LLMs on Jetson Orin Benchmarked (2026): tok/s & VRAM
  • Claude Skills Architecture: Dynamic Capability Injection for LLM Agents
  • PROFIBUS Protocol: The Complete Technical Guide to Process and Factory Fieldbus
  • Database Sharding Strategies: Consistent Hashing, Rendezvous Hashing and Online Resharding (2026)
  • TLS 1.3 for Constrained IoT Devices: Handshake, 0-RTT, mTLS and Performance Costs (2026)
  • Hybrid Logical Clocks vs Vector Clocks: Event Ordering for Distributed IoT and Edge (2026)
  • Card Issuing Architecture: Processors, BIN Sponsors, JIT Funding and Authorization Flow (2026)
  • Core Banking Modernization: Strangler Fig, Event-Driven Cores and Migration Risk (2026)
  • Spot GPU Training: Checkpointing, Preemption Handling and Fault-Tolerant LLM Jobs (2026)
  • RAG Latency Budget: Optimizing Retrieval, Reranking and Streaming for Production (2026)
  • SBOM and VEX: CycloneDX vs SPDX for Software Supply Chain Vulnerability Triage (2026)
  • Kafka Exactly-Once Semantics: Idempotent Producers, Transactions and Their Limits (2026)
  • Raft vs Paxos: Leader Election, Log Replication and Consensus Failure Modes (2026)
  • LSM-Trees and RocksDB: Compaction, Write Amplification and Tuning (2026)
  • Saga Pattern: Orchestration vs Choreography and Compensating Transactions (2026)
  • Neural Operators (FNO, DeepONet) vs PINNs for Engineering Surrogate Models (2026)
  • Digital Twin Maturity Model: Fidelity Levels, ROI and a Practical Framework (2026)
  • Software-Defined Vehicle: AUTOSAR Classic vs Adaptive Architecture (2026)
  • Battery Management System (BMS) Architecture: SoC, SoH Estimation and Digital Twins (2026)
  • Project Haystack vs Brick Schema vs RealEstateCore for Building Digital Twins (2026)

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