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

Errors Got You Down? Honeycomb and OpenTelemetry are Here to Help

It’s 5:00 pm on a Friday. You’re wrapping up work, ready to head into the weekend, when one of your high-value customers Slacks you that something’s not right. Requests to their service are randomly timing out and nobody can figure out what’s causing it, so they’re looking to your team for help. You sigh as you know it’s one of those all-hands-on-deck situations, so you dig out your phone and type the "going to miss dinner" text.

Cribl Reference Architecture Series: How SpyCloud Architected its Cribl Stream Deployment

Deploying new tools can be a challenging process for Operations and Security data teams. However, we recently released a reference architecture for Cribl Stream to streamline this process and reduce trial and error. During a live discussion, Cribl's Ed Bailey and SpyCloud's Ryan Sauders will share a real-life example of how a long-time customer utilized this reference architecture to build a scalable deployment. Ryan will explain how this approach enabled SpyCloud to grow alongside its evolving needs, without requiring significant rework.

How to use Elasticsearch and Time Series Data Streams for observability metrics

Elasticsearch is used for a wide variety of data types — one of these is metrics. With the introduction of Metricbeat many years ago and later our APM Agents, the metric use case has become more popular. Over the years, Elasticsearch has made many improvements on how to handle things like metrics aggregations and sparse documents. At the same time, TSVB visualizations were introduced to make visualizing metrics easier.

Code Instrumentation Practices to Improve Debugging Productivity

Code instrumentation is closely tied to debugging. Ask one of the experienced developers and they will swear by it for their day-to-day debugging needs. With modest beginnings in the form of print statements that label program execution checkpoints, present-day developers employ a host of advanced techniques for code instrumentation. When carried out in the right way, it improves developer productivity and also reduces the number of intermediate build/deployment cycles for every bug fix.

A Simplified Guide to Implementing Full-Stack Observability

After the craziness of the last few years, who can blame IT, DevOps, and operations teams for wanting more stability in their personal lives and jobs? Yet the message from the top isn’t in line with this: Gartner reports over 94% of CEOs aim to accelerate pandemic-era digital transformation and are investing 5.1% more into IT budgets. This means threading a delicate balance between stability and scalability.

Observability, Meet Natural Language Querying with Query Assistant

Engineers know best. No machine or tool will ever match the context and capacity that engineers have to make judgment calls about what a system should or shouldn’t do. We built Honeycomb to augment human intuition, not replace it. However, translating that intuition has proven challenging. A common pitfall in many observability tools is mandating use of a query language, which seems to result in a dynamic where only a small percentage of power users in an organization know how to use it.