https://techgazette.com.br/learn/observability/ New guides on observability, by the people who build it. Traces, metrics, logs and alerts. en 180 Tue, 13 Oct 2026 19:56:00 GMT https://www.langchain.com/blog/improving-deep-agents-with-harness-engineering https://www.langchain.com/blog/improving-deep-agents-with-harness-engineering Tue, 13 Oct 2026 19:56:00 GMT LangChain Observability LangChain — Harness engineering improved LangChain's coding agent from Top 30 to Top 5 on Terminal Bench using self-verification, tracing, and context optimization. https://arize.com/blog/eu-ai-act-compliance-ai-agents/ https://arize.com/blog/eu-ai-act-compliance-ai-agents/ Tue, 13 Oct 2026 16:00:00 GMT Arize Observability Arize — Learn how agent traces, human oversight, production evaluations, and log retention support EU AI Act compliance with a practical credit-assistant example. The post EU AI Act compliance for AI agents: a practical engineer… https://aws.amazon.com/blogs/database/monitor-amazon-aurora-dsql-costs-with-the-aurora-dsql-console-and-cloudwatch-alarms/ https://aws.amazon.com/blogs/database/monitor-amazon-aurora-dsql-costs-with-the-aurora-dsql-console-and-cloudwatch-alarms/ Tue, 13 Oct 2026 15:28:00 GMT AWS Databases Observability AWS Databases — As your Amazon Aurora DSQL workload scales, DPU consumption and storage costs can grow without a fixed instance ceiling. This post shows how to monitor Aurora DSQL usage and cost with the built-in Usage and cost panel, s… https://blog.jetbrains.com/teamcity/2026/10/cicd-pipeline-observability-tools/ https://blog.jetbrains.com/teamcity/2026/10/cicd-pipeline-observability-tools/ Tue, 13 Oct 2026 11:28:00 GMT JetBrains Observability JetBrains — When a CI/CD pipeline fails, its dashboard can usually show you what went wrong. Pipeline observability tools should help you understand why, whether the cause is a flaky test, an overloaded build agent, or a problem els… https://engineering.razorpay.com/inside-razorpays-rto-model-the-engineering-behind-its-ml-lifecycle-999fe75e66ec?source=rss----6407ad2e59af---4 https://engineering.razorpay.com/inside-razorpays-rto-model-the-engineering-behind-its-ml-lifecycle-999fe75e66ec?source=rss----6407ad2e59af---4 Tue, 13 Oct 2026 10:00:00 GMT Razorpay Engineering Observability Razorpay Engineering — Contributor: Abhik Debnath In this article, we use Razorpay’s Return to Origin (RTO) risk model to explain the ML lifecycle: how we build a reproducible release, deploy it into checkout, monitor its behaviour, and use la… https://www.datadoghq.com/blog/how-datadog-defines-service-criticality-at-scale/ https://www.datadoghq.com/blog/how-datadog-defines-service-criticality-at-scale/ Tue, 13 Oct 2026 00:00:00 GMT Datadog Observability Datadog — Learn how Datadog classifies internal services by criticality using incident history, APM traces, monitor data, and traffic signals. https://blog.apnic.net/2026/10/12/seven-years-of-ipv6-in-production-lessons-from-one-million-broadband-subscribers/ https://blog.apnic.net/2026/10/12/seven-years-of-ipv6-in-production-lessons-from-one-million-broadband-subscribers/ Sun, 11 Oct 2026 23:07:00 GMT APNIC Blog Observability APNIC Blog — Guest Post: IPv6 deployment is often described as a protocol upgrade. In reality, operating IPv6 at broadband scale is a test of subscriber management, DHCP, CPE interoperability, observability, and operational processes… https://opentelemetry.io/blog/2026/otel-native-by-design/ https://opentelemetry.io/blog/2026/otel-native-by-design/ Fri, 09 Oct 2026 15:50:00 GMT OpenTelemetry Observability OpenTelemetry — With contributions from Dan Gomez Blanco (New Relic). If you’re building self-hosted software or a SaaS product, your users will eventually ask to send logs, traces, and metrics to their own observability stack, wh… https://newrelic.com/blog/observability/engineer-reliability-at-scale https://newrelic.com/blog/observability/engineer-reliability-at-scale Fri, 09 Oct 2026 12:00:00 GMT New Relic Observability New Relic — Learn how New Relicengineers reliability at scale with telemetry, resilient architecture, and automation to detect, contain and respond to failure. https://stackoverflow.blog/2026/10/08/part-5-operating-an-llm-system-observability-cost-routing-and-the-platform-underneath/ https://stackoverflow.blog/2026/10/08/part-5-operating-an-llm-system-observability-cost-routing-and-the-platform-underneath/ Thu, 08 Oct 2026 20:08:00 GMT Stack Overflow Blog Observability Stack Overflow Blog — Your service can be 100% up and still quietly approving the wrong things, burning its budget, or failing over into untested quality. Level 5 is the infrastructure that lets you see your decisions, bound your spend, route… https://blog.postman.com/build-ai-agents-with-astropods/ https://blog.postman.com/build-ai-agents-with-astropods/ Wed, 07 Oct 2026 14:32:00 GMT Postman Observability Postman — Learn how to build, deploy, and monitor AI agents with Astropods, from local project to production. Start with the Postman AI stack today. The post Build, Deploy & Monitor AI Agents with Astropods appeared first on Postm… https://www.honeycomb.io/blog/otel-collector-llm-observability https://www.honeycomb.io/blog/otel-collector-llm-observability Wed, 07 Oct 2026 13:00:00 GMT Honeycomb Observability Honeycomb — A complete, annotated OpenTelemetry Collector configuration for LLM observability: receiving traces over OTLP, normalizing OpenInference/OpenLLMetry schemas onto GenAI semantic conventions, redacting sensitive prompt and… https://aws.amazon.com/blogs/big-data/monitoring-mwaa-orchestrated-etl-pipelines-with-amazon-opensearch-service/ https://aws.amazon.com/blogs/big-data/monitoring-mwaa-orchestrated-etl-pipelines-with-amazon-opensearch-service/ Tue, 06 Oct 2026 16:17:00 GMT AWS Big Data Observability AWS Big Data — Troubleshooting a multi-service, MWAA-orchestrated ETL pipeline often means hunting across scattered Amazon CloudWatch log groups. This post shows how to centralize your ETL logs in Amazon OpenSearch Service and query th… https://arize.com/blog/agent-traces-without-llm-judge/ https://arize.com/blog/agent-traces-without-llm-judge/ Tue, 06 Oct 2026 14:00:00 GMT Arize Observability Arize — Some agent failures are already in the trace. tracelint proves them on Phoenix OpenInference spans and fails CI, without an LLM judge. The post What agent traces can tell you without an LLM judge appeared first on Arize… https://arize.com/blog/ai-agent-benchmarking-harbor-arize-phoenix/ https://arize.com/blog/ai-agent-benchmarking-harbor-arize-phoenix/ Mon, 05 Oct 2026 14:19:00 GMT Arize Observability Arize — See how Arize uses Harbor and Phoenix to benchmark AI agents, MCP servers, skills, and CLIs in reproducible sandboxes, then inspect traces and annotations. The post How we benchmark AI agents and tools with Harbor and Ar… https://www.datadoghq.com/blog/observability-pipelines-exabeam-packs/ https://www.datadoghq.com/blog/observability-pipelines-exabeam-packs/ Mon, 05 Oct 2026 00:00:00 GMT Datadog Observability Datadog — Learn how Observability Pipelines Packs reduce security log volume before data reaches Exabeam while preserving parser compatibility. https://launchdarkly.com/blog/machine-learning-pipeline-architecture/ https://launchdarkly.com/blog/machine-learning-pipeline-architecture/ Sat, 03 Oct 2026 14:02:00 GMT LaunchDarkly Observability LaunchDarkly — Learn how machine learning pipeline architecture connects data validation, feature engineering, training, deployment, guarded rollouts, and monitoring. https://arize.com/blog/prompt-caching-benchmark/ https://arize.com/blog/prompt-caching-benchmark/ Fri, 02 Oct 2026 18:01:00 GMT Arize Observability Arize — We benchmarked prompt caching across DeepSeek, GLM, GPT, and Claude using Harbor evals and Phoenix traces, so we could compare cache reuse, estimated cost, and latency on the same multi-turn shopping assistant agent. The… https://ebpf.io/blog/cloudflare-replatforming-4 https://ebpf.io/blog/cloudflare-replatforming-4 Fri, 02 Oct 2026 17:00:00 GMT eBPF Foundation Observability eBPF Foundation — The fourth instalment chronicling Cloudflare’s journey with eBPF, looking at how eBPF improved observability, incident response, and fleet security. https://aws.amazon.com/blogs/devops/closed-loop-incident-response-connect-aws-devops-agent-to-opensearch/ https://aws.amazon.com/blogs/devops/closed-loop-incident-response-connect-aws-devops-agent-to-opensearch/ Fri, 02 Oct 2026 15:24:00 GMT AWS DevOps Observability AWS DevOps — Connect AWS DevOps Agent to your Amazon OpenSearch Service observability data using the Model Context Protocol (MCP), so an alert that fires at 2 AM triggers autonomous root cause investigation. Covers three MCP server h… https://arize.com/blog/claude-hillclimb-production-traces/ https://arize.com/blog/claude-hillclimb-production-traces/ Fri, 02 Oct 2026 13:30:00 GMT Arize Observability Arize — Anthropic's Claude hillclimb loop designs evals and improves agents one change at a time. Here's how to run that loop against production traces in Arize AX. The post Claude’s hillclimb loop for AI agents: start with prod… https://www.datadoghq.com/blog/key-metrics-for-databricks-monitoring/ https://www.datadoghq.com/blog/key-metrics-for-databricks-monitoring/ Fri, 02 Oct 2026 00:00:00 GMT Datadog Observability Datadog — Learn about key metrics for monitoring the health, performance, and costs of Databricks data engineering, analytics, and Model Serving workloads. https://www.datadoghq.com/blog/how-to-monitor-databricks-with-datadog/ https://www.datadoghq.com/blog/how-to-monitor-databricks-with-datadog/ Fri, 02 Oct 2026 00:00:00 GMT Datadog Observability Datadog — Learn how to monitor the performance, data quality, and costs of your Databricks analytics and AI/ML workloads with Datadog. https://www.datadoghq.com/blog/databricks-native-monitoring-resources/ https://www.datadoghq.com/blog/databricks-native-monitoring-resources/ Fri, 02 Oct 2026 00:00:00 GMT Datadog Observability Datadog — Learn how to collect Databricks and Spark telemetry with system tables, the Databricks and Spark UIs, job notifications, and the Databricks REST API. https://aws.amazon.com/blogs/machine-learning/building-ambient-agents-with-amazon-bedrock-agentcore-from-event-driven-signals-to-human-in-the-loop-workflows/ https://aws.amazon.com/blogs/machine-learning/building-ambient-agents-with-amazon-bedrock-agentcore-from-event-driven-signals-to-human-in-the-loop-workflows/ Thu, 01 Oct 2026 16:40:00 GMT AWS Machine Learning Observability AWS Machine Learning — Ambient agents respond to events such as an Amazon S3 upload, a schedule, or an alert instead of waiting for a chat prompt. This post walks through building framework-agnostic ambient agents on Amazon Bedrock AgentCore u… https://clickhouse.com/blog/linkedin-observability-at-scale https://clickhouse.com/blog/linkedin-observability-at-scale Thu, 01 Oct 2026 15:50:00 GMT ClickHouse Observability ClickHouse — LinkedIn expanded its ClickHouse observability stack from distributed tracing to metric discovery and analytics, consolidating 13B+ metrics into one index serving 150k+ queries per minute. https://pydantic.dev/articles/agent-observability-layer https://pydantic.dev/articles/agent-observability-layer Thu, 01 Oct 2026 09:00:00 GMT Pydantic Observability Pydantic — Agents are still software, but traditional monitoring can't see what they actually do. A practitioner's case for treating observability as a first-class layer, and how we do it with Logfire. https://aws.amazon.com/blogs/mt/best-practices-for-writing-aws-devops-agent-skills/ https://aws.amazon.com/blogs/mt/best-practices-for-writing-aws-devops-agent-skills/ Thu, 01 Oct 2026 00:25:00 GMT AWS Cloud Operations Observability AWS Cloud Operations — When an incident hits at 2 AM, the on-call engineer’s effectiveness depends on what they know about the system, which metrics to check first, what “normal” looks like for this service, and where to find the deployment hi… https://www.datadoghq.com/blog/monitor-warehouse-data-quality-beyond-pipeline-health/ https://www.datadoghq.com/blog/monitor-warehouse-data-quality-beyond-pipeline-health/ Thu, 01 Oct 2026 00:00:00 GMT Datadog Observability Datadog — Learn how to monitor warehouse data quality at rest, detect issues that happen even when pipelines succeed, and trace issues to their source. https://www.digitalocean.com/community/tutorials/multi-tenant-gpu-isolation https://www.digitalocean.com/community/tutorials/multi-tenant-gpu-isolation Thu, 01 Oct 2026 00:00:00 GMT DigitalOcean Tutorials Observability DigitalOcean Tutorials — Multi-tenant GPU isolation, measured on an H100 Droplet: which of 7 serving layers 'dedicated' covers, which it doesn't, and how to read it off telemetry. https://developer.nvidia.com/blog/tracing-agent-harness-behavior-with-nvidia-nemo-relay/ https://developer.nvidia.com/blog/tracing-agent-harness-behavior-with-nvidia-nemo-relay/ Wed, 30 Sep 2026 16:00:00 GMT NVIDIA Developer Observability NVIDIA Developer — An agent can finish a task and still take an inefficient path. A failed search can trigger another search. A truncated file read can lead to a command fetching... https://arize.com/blog/using-arize-ax-with-mongodb-atlas-agent-engine/ https://arize.com/blog/using-arize-ax-with-mongodb-atlas-agent-engine/ Wed, 30 Sep 2026 15:00:00 GMT Arize Observability Arize — Agents built and deployed on MongoDB’s Atlas Agent Engine can export OpenTelemetry traces to Arize AX, where teams can inspect each run, evaluate both the outcome and execution path, and test fixes before redeploying. Th… https://www.cncf.io/blog/2026/09/30/from-40-seconds-to-under-10-rebuilding-incident-detection-on-opentelemetry-apache-kafka-and-apache-flink-on-kubernetes/ https://www.cncf.io/blog/2026/09/30/from-40-seconds-to-under-10-rebuilding-incident-detection-on-opentelemetry-apache-kafka-and-apache-flink-on-kubernetes/ Wed, 30 Sep 2026 11:00:00 GMT CNCF Observability CNCF — Every SaaS company has the same uncomfortable question after a major incident: who noticed first, the monitoring or the customers? For a long time our honest answer was “it depends”. This post describes how a small... https://pydantic.dev/articles/debugging-production-with-logfire-mcp-and-cursor https://pydantic.dev/articles/debugging-production-with-logfire-mcp-and-cursor Wed, 30 Sep 2026 09:00:00 GMT Pydantic Observability Pydantic — Connect Pydantic Logfire's MCP server to Cursor, Claude Code, or Codex and let your coding agent query real production traces, then build the dashboard and the alert that catch the next one. https://www.snowflake.com/content/snowflake-site/global/en/blog/opentelemetry-enterprise-data-asset https://www.snowflake.com/content/snowflake-site/global/en/blog/opentelemetry-enterprise-data-asset Tue, 29 Sep 2026 19:58:00 GMT Snowflake Observability Snowflake — Learn how to turn telemetry into a governed enterprise data asset. See how Observe by Snowflake and the Snowflake AI Data Cloud help teams connect operational signals with business context for analytics and AI. https://aws.amazon.com/blogs/mt/automate-rca-across-servicenow-dynatrace-and-slack-with-aws-devops-agent/ https://aws.amazon.com/blogs/mt/automate-rca-across-servicenow-dynatrace-and-slack-with-aws-devops-agent/ Tue, 29 Sep 2026 19:37:00 GMT AWS Cloud Operations Observability AWS Cloud Operations — If you manage production incidents, you know the drill. A ServiceNow ticket fires at 2 AM. The on-call engineer wakes up, logs in to Dynatrace, pulls traces and metrics across multiple dashboards, cross-references change… https://qdrant.tech/documentation/production-operations/managed-cloud-prometheus/ https://qdrant.tech/documentation/production-operations/managed-cloud-prometheus/ Tue, 29 Sep 2026 08:00:00 GMT Qdrant Observability Qdrant — Monitoring Managed Cloud with Prometheus and Grafana This tutorial will guide you through the process of setting up Prometheus and Grafana to monitor Qdrant databases running in Qdrant Managed Cloud. Prerequisites This t… https://aws.amazon.com/blogs/devops/how-property-finder-automated-incident-management-with-aws-devops-agent/ https://aws.amazon.com/blogs/devops/how-property-finder-automated-incident-management-with-aws-devops-agent/ Mon, 28 Sep 2026 19:03:00 GMT AWS DevOps Observability AWS DevOps — Property Finder built end-to-end autonomous incident management with AWS DevOps Agent. The full lifecycle, from alert to root cause analysis, Jira ticket, on-call page, and an auto-remediation pull request, completes in… https://aws.amazon.com/blogs/machine-learning/implementing-synthetic-monitoring-using-amazon-nova-act/ https://aws.amazon.com/blogs/machine-learning/implementing-synthetic-monitoring-using-amazon-nova-act/ Mon, 28 Sep 2026 15:56:00 GMT AWS Machine Learning Observability AWS Machine Learning — Learn an agent-driven approach to synthetic monitoring using Amazon Nova Act and Amazon Bedrock AgentCore. The post covers the architecture and patterns for resilient, managed user-journey validation that moves beyond br… https://developer.nvidia.com/blog/nvidia-open-agent-safety-platform-a-reference-for-continuous-in-silicon-agent-monitoring/ https://developer.nvidia.com/blog/nvidia-open-agent-safety-platform-a-reference-for-continuous-in-silicon-agent-monitoring/ Mon, 28 Sep 2026 08:56:00 GMT NVIDIA Developer Observability NVIDIA Developer — To understand where agentic AI stands today, consider the last seismic shift in technology: the rise of the internet in the 90s. It was new and full of... https://valkey.io/blog/monitoring-valkey-with-prometheus/ https://valkey.io/blog/monitoring-valkey-with-prometheus/ Mon, 28 Sep 2026 00:00:00 GMT Valkey Observability Valkey — Imagine this: your application is running fine, until one day, out of the blue, requests start timing out. The only thing you know for certain is that you implemented Valkey to be somewhere in the request path. Is it mem… https://www.dremio.com/blog/monitoring-iceberg-table-health-with-metrics-reports-and-metadata-tables/ https://www.dremio.com/blog/monitoring-iceberg-table-health-with-metrics-reports-and-metadata-tables/ Fri, 25 Sep 2026 12:43:00 GMT Dremio Observability Dremio — Build Iceberg observability with ScanReport, CommitReport, REST metrics, metadata-table queries, SLOs, alerts, and a practical health dashboard. The post Monitoring Iceberg Table Health with Metrics Reports and Metadata… https://opentelemetry.io/blog/2026/exploring-instrumentation-ecosystem/ https://opentelemetry.io/blog/2026/exploring-instrumentation-ecosystem/ Fri, 25 Sep 2026 11:24:00 GMT OpenTelemetry Observability OpenTelemetry — OpenTelemetry has a lot of pieces: APIs, SDKs, a protocol, semantic conventions, instrumentation, and tools like the Collector. The APIs and protocol define how telemetry is created and exchanged, while instrumentation i… https://grafana.com/blog/what-if-your-agent-s-hallucinations-had-a-budget-how-to-start-using-slos-for-agent-behavior/ https://grafana.com/blog/what-if-your-agent-s-hallucinations-had-a-budget-how-to-start-using-slos-for-agent-behavior/ Thu, 24 Sep 2026 17:14:00 GMT Grafana Labs Observability Grafana Labs — At Grafana Labs, observability is what we do. So as we started building AI agents, we naturally reached for the same instincts we bring to every system: measure it, set targets, and make reliability something you can rea… https://www.datadoghq.com/blog/jev-evals-agent-observability/ https://www.datadoghq.com/blog/jev-evals-agent-observability/ Thu, 24 Sep 2026 00:00:00 GMT Datadog Observability Datadog — See how we wired Jev into online evals on live spans and offline evals inside Datadog experiments, using a single rubric for both. https://www.twilio.com/en-us/blog/developers/tutorials/integrations/test-voice-agent-cekura-conversation-relay https://www.twilio.com/en-us/blog/developers/tutorials/integrations/test-voice-agent-cekura-conversation-relay Thu, 24 Sep 2026 00:00:00 GMT Twilio Observability Twilio — Build and test an AI voice agent using Twilio Conversation Relay and Cekura. Write metrics, run evaluations, and fix prompt bugs. https://www.datadoghq.com/blog/ai/investigate-production-alerts/ https://www.datadoghq.com/blog/ai/investigate-production-alerts/ Wed, 23 Sep 2026 00:00:00 GMT Datadog Observability Datadog — Learn how we fine-tuned Qwen3.5-9B into a specialized agent for change attribution that achieved 87% of GLM-5.3’s Recall@5 roughly 5% of the investigation cost. https://www.datadoghq.com/blog/agent-feedback-classification-skill/ https://www.datadoghq.com/blog/agent-feedback-classification-skill/ Tue, 22 Sep 2026 00:00:00 GMT Datadog Observability Datadog — Learn how we used weak labeling to infer user satisfaction from Datadog telemetry when agent users don’t click thumbs up. https://valkey.io/blog/valkey-prometheus-exporters/ https://valkey.io/blog/valkey-prometheus-exporters/ Tue, 22 Sep 2026 00:00:00 GMT Valkey Observability Valkey — Everything you need to monitor Valkey is already in the Prometheus ecosystem. This post is about how kube-prometheus, redis_exporter, and BetterDB Monitor come together to give you a complete picture of a running Valkey… https://launchdarkly.com/blog/mlops-solutions-for-production-machine-learning/ https://launchdarkly.com/blog/mlops-solutions-for-production-machine-learning/ Mon, 21 Sep 2026 20:52:00 GMT LaunchDarkly Observability LaunchDarkly — Learn how MLOps solutions support experiment tracking, model serving, monitoring, feature management, governance, and production rollouts.