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The latest News and Information on Observabilty for complex systems and related technologies.

motadata

What Is Observability 2.0? Meaning, Key Features, and How to Adopt It

Jul 10, 2026 By Ramya Shah In Motadata
How many tools does your team need to answer one question about production? For most enterprise IT teams the honest count is four: a metrics dashboard, a log analyzer, a tracing tool, and the spreadsheet where someone stitches the other three together during an incident. Each of those tools stores its own copy of the truth and sends its own bill.
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eg innovations

Network Observability Tools: Complete Guide for Cloud-Native Applications

Jul 10, 2026 By John Williams In eG Innovations
Modern IT ecosystems have undergone a profound transformation. Organizations have shifted from monolithic applications running on static infrastructure to highly distributed, cloud-native environments powered by microservices, containers, and Kubernetes. This shift has unlocked unprecedented scalability and agility, but it has also introduced new layers of complexity that traditional monitoring tools were never designed to handle.
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honeycomb

Multi-Agent Collaboration on a Shared Canvas

Jul 8, 2026 By Moses Mendoza In Honeycomb
This post was co-written with Staff Software Engineer Martin Holman. Honeycomb Canvas is a collaborative investigation environment. When something goes wrong in production, multiple engineers might join the same Canvas to debug it together. Each person has their own AI agent, so they can pursue their own conversation thread and line of inquiry. This creates an opportunity for coordination.
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puppet

Driving Value from Puppet Metrics: Puppet Observability Data Connector

Jul 7, 2026 By Puppet In Puppet
The Puppet Observability Data Connector is a premium Forge module included with Puppet Enterprise Advanced (PEA). This module provides a deeper dive into your Puppet agent reports. Visualizing these metrics gives you a great way to identify what is healthy and unhealthy in your environment.
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lightrun

Deterministic vs Probabilistic AI Engineering Explained

Jul 7, 2026 By Lightrun Team In Lightrun
Deterministic processes carry one guarantee: the same input will produce the same output. That guarantee built the entire observability stack. AI broke that contract by reasoning in terms of probability. The same input can now produce different outputs, whether from AI-generated code that carries assumptions invisible in staging, or from distributed systems where timing creates failures that no pre-captured telemetry can anticipate.
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honeycomb

From Prototype to Production With AWS AgentCore

Jul 6, 2026 By Moses Mendoza In Honeycomb
"Hello world, this is your agent speaking!" The agent loop! The LLM is calling tools, the answers are sensible, and the sky's the limit. Now, as you look forward to production, you look for a composable toolset, something that can grow with your use case and system needs. That's what we created with Honeycomb Canvas: a collaborative investigation space where AI agents help you understand, fix, and learn about your system.
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Tech Talk: Observability Simplified, APM and Network Behavior

Jul 6, 2026 By Splunk In Splunk
Participants are welcomed to a session titled "Observability Simplified," focusing on user experience, application performance, and network behavior. This second part of a three-part series highlights how the Splunk Observability Cloud and Cisco ThousandEyes can create a unified view of applications, infrastructure, and network performance. Key discussions include addressing siloed troubleshooting, enhancing visibility, and a live demo showcasing how to identify network issues affecting application performance. Attendees are encouraged to participate in the Q&A and are reminded that the session will be recorded for future reference.
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VictoriaMetrics

Observability for LLM Apps and Agents: OpenLIT SDK + VictoriaMetrics observability stack

Jul 3, 2026 By Aman Agarwal / Roman Khavronenko In VictoriaMetrics
Many “LLM observability with OpenTelemetry” tutorials stop at a single chat.completions span. That works for a demo, but it leaves gaps once an agent fans out into 30 tool calls, two vector-DB queries, three handoffs, and a 90-second tail latency you need to attribute. This post wires the OpenLIT SDK (50+ instrumentations, OTel GenAI semantic conventions, one line of code) into the full VictoriaMetrics observability stack and shows query examples that turn agent telemetry into decisions.
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motadata

Unified Observability: Moving IT Teams from Reactive to Predictive

Jul 3, 2026 By Poonam Lalani In Motadata
What does it take to stop an outage before it starts? In many cases, the warning signs are already there, scattered across different monitoring tools, which makes it difficult to see the full picture before issues escalate. When an incident occurs, engineers often spend valuable time piecing together metrics, logs, traces, and alerts to determine the root cause. Every minute spent investigating extends the outage and increases its business impact.
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How SRE Practices Improve Trust in Digital Finance and Healthcare Platforms

How SRE Practices Improve Trust in Digital Finance and Healthcare Platforms

Jul 3, 2026 By OpsMatters In OpsMatters
Trust used to be a brand problem. Now it's an uptime problem, a latency problem, a data integrity problem, and sometimes a "why is the payment button spinning again?" problem. For digital finance and healthcare platforms, users don't separate the service from the system behind it. If the app fails, the business feels careless. If records lag, confidence drops. If a transaction disappears for even a few seconds, panic arrives fast.
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