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

From Telemetry to Truth: Why Observability Must Be Service-Centric

Modern enterprises depend on systems that appear calm: dashboards glow, availability reads steady, and metrics suggest composure. But the signals only tell part of the story. Conversion softens at the margins, regional sign-in times drift, a compliance report misses an expected field. The puzzle isn’t visibility; it’s meaning. Components describe status; services carry outcomes.

Observability vs. Monitoring: What's the Difference?

Modern systems are complex, distributed, and fast-changing, so keeping them reliable requires more than watching dashboards. Observability vs. Monitoring explains how teams gain the deep insight needed to detect, diagnose, and resolve issues. Monitoring collects predefined metrics and alerts you to known problems, while observability provides rich, contextual telemetry to investigate unknown failures.

Coffee and Claude: How Honeycomb MCP Makes AI Work for You

If you caught our recent Introducing Honeycomb MCP: Your AI Agent’s New Superpower webinar, you know it was a lively mix of big ideas, demos, and a few laughs about the messy, fast-moving world of AI. Hosted by Austin Parker, Morgante Pell, and James Bland from AWS, the conversation explored how Honeycomb’s new Model Context Protocol (MCP) is changing the way developers and AI agents interact with data.

Observability vs. Monitoring: Key Differences Explained (2026 Guide)

People often get confused between Monitoring and Observability, using the terms interchangeably in DevOps. However, they represent two distinct yet complementary concepts that play a crucial role in ensuring application reliability and performance. As modern applications evolve, over 90% of new digital services are built using microservices and cloud-native architectures. Traditional monitoring alone can’t provide full visibility into distributed systems.

From Logs to Insights: Observability with ClickHouse

Watch this session to learn why ClickHouse is a natural fit for observability pipelines and log analytics platforms. Includes a demo of Aiven for ClickHouse service. Relevant for DevOps and Platform Engineers, SREs and Observability/Monitoring Leads AIVEN DATA PLATFORM The Aiven Platform is more than a collection of open source services for streaming, storing and analyzing data. The platform ensures that all services run reliably and securely in the clouds of your choice, are observable, and can easily be integrated with each other and with external 3rd party tools.

Observability 2025 Decoded: What the DZone Report Means for SLO-Driven Ops

DZone’s 2025 Intelligent Observability Trend Report captures a real inflection point: teams are shifting from “more data” to outcome-driven practices that improve resilience and accountability. The survey was gathered between August 28 and September 25, 2025, from a global pool of developers, architects, and IT professionals.

Top 4 Inefficiencies For Dev Teams Resolving Issues

Every hour developers spend troubleshooting is an hour they’re not building features, innovating, or delivering value to customers. Yet in most organizations, issue management and debugging remains one of the biggest drains on productivity and release velocity. That frustration is exactly what led our founders, themselves developers, to create Lightrun.

5 Best Practices for Incorporating AI Into Your Team

Honeycomb’s Jessica Kerr and Fred Hebert recently hosted a webinar with Courtney Nash of The VOID where they dug into one of the biggest questions in tech right now: How do we build systems (and teams) that actually learn with AI, not just use it? The conversation was surprisingly optimistic about what happens when we stop treating AI as a productivity tool and start seeing it as a teammate. You can watch the full webinar here, or read on below for a quick recap.

Redefining Frontend Observability with Datadog RUM

Discover how Datadog is redefining frontend observability with Real User Monitoring (RUM). In this demo, see how RUM helps teams detect, investigate, and resolve frontend issues that directly impact user experience and business outcomes. With RUM Without Limits, you get full visibility into every user session, giving you an accurate and comprehensive view of your users’ experiences. Monitor performance, track errors, and understand how your application behaves in real time.