The Mezmo blog

AURA orchestration mode routes SRE workflows across scoped workers configured in TOML, reducing tool overload, context confusion, and single-agent failure modes.

Context engineering is the deliberate design of telemetry, metadata, and feedback loops so AI agents reason accurately over production systems during incidents

Mezmo PM Henry Andrews on why AURA uses Rust, TOML configs, and OpenTelemetry to make MCP-native agent workflows inspectable and production-ready for SRE teams.

56% of teams have zero agents in production. The five steps that move SREs and platform engineers from agent demo to autonomous ops, with notes on AURA and Mezmo.

Learn how AURA helps SRE and platform teams turn incident investigations into draft runbooks using grounded context, MCP tools, and human review.

Deep dive into six ways AURA, the open-source agentic harness from Mezmo, can help expand your team’s AI workflows.

AURA was built to be an open-source standard for production AI, designed to connect your models so you can trust what you see.

Grok Patterns are reactive. Real evolution is shifting from manual parsing to AI-assisted systems for improved understanding and observability.

Take back the power and control of your observability strategy. With OpenTelemetry and Mezmo, break free from vendor lock-in and cut your costs today.

Discover the latest Mezmo AI SRE updates. We’ve added streaming progress, log aggregation, and visualization tools to make your observability workflow faster and more intuitive.

Don’t let legacy agents cause problems during your OpenTelemetry migration. Mezmo makes migrating to OpenTelemetry and unlocking the true potential of AI easy.

Stop the migration headaches. Learn how to transition to OpenTelemetry in 2026 using a telemetry pipeline to maintain existing dashboards and reduce costs.

Learn how context first telemetry and context engineering improve AI powered RCA, cut MTTR, and reduce tokens and cost.

Mezmo and Catchpoint combine Active Telemetry, Internet Performance Monitoring, and agentic SRE insights to reduce blind spots, cut noise, and resolve incidents faster.

Mezmo's new AI SRE agent is here. Get instant root cause analysis, 90% faster MTTR, and proactive observability, included in your subscription at no extra cost.

Active Telemetry turns logs, metrics, and traces into AI ready signals in real time to cut noise, reduce spend, speed MTTR, and enable agentic ops.

Mezmo’s AI SRE delivers root cause analysis fast with agentic workflows, Active Telemetry, and an MCP Server, cutting costs by 90% and MTTR by up to 80%.

This blog dives into Mezmo's Active Telemetry, a new way for companies to move beyond slow, passive monitoring to a proactive model that taps into data the moment it's created; this approach delivers the real-time, high-fidelity data developers, SREs, and agents need, making Mezmo the essential telemetry backbone for the AI era.

AI SRE agents overpromise but underdeliver due to missing context. Learn why raw telemetry breaks them — and how Mezmo’s Context Engine fixes it

Learn how Mezmo’s telemetry pipeline acts as an essential context engine for AI-powered observability. Discover how it empowers AI agents with the real-time data they need to perform effectively.

Skip the manual log hunt. The Mezmo MCP Server delivers context-rich data to AI agents, enabling instant root cause analysis and proactive workflows.

Eliminate tool friction and boost productivity. The Mezmo MCP Server delivers seamless access to observability data across your dev ecosystem.

Boost efficiency with Mezmo’s new AI chatbot. Get instant answers, context-aware help for pipelines, and smarter workflows, all directly in the platform.

Engineering teams don’t need more telemetry data. Discover how Mezmo’s MCP Server brings AI-ready context to observability and accelerates root cause analysis.

It’s time to ditch the oil analogy. Discover why modern data infrastructure looks more like a dynamic power grid than a pipeline, and what that means for SREs.

Learn how Mezmo helps platform teams streamline OpenTelemetry, manage compliance, and cut observability costs in Dynatrace, all from one control plane.

Cut MTTR by replaying full-fidelity logs on demand. Learn how Mezmo + Dynatrace accelerate root cause analysis with real-time data and zero delay.

Learn how Mezmo helps reduce your Dynatrace bill by filtering noisy logs, managing cardinality, and sending only high-value data to the platform.

Learn how to reduce observability costs without sacrificing visibility. Explore four key cost drivers and how Mezmo helps teams take control.

Ingest GitLab events into Mezmo to boost observability, trigger alerts, and correlate code changes with system performance. Easy setup with flexible routing.

Discover Mezmo’s redesigned product homepage with real-time data views, faster navigation, and quick access to Pipelines, Log Views, and system trends.

Your AI is only as ethical as your data. Learn why messy telemetry creates bias, and how to build trust with transparency, security, and human oversight.

Observability is evolving, not ending. Learn how AI-first pipelines cut costs, speed insights, and transform ops into a strategic advantage.

Learn how Mezmo’s Parse processor uses Grok to help users deeply understand & extract insights from complex log data with custom pattern validation.

From cost control to real-time insights, telemetry pipelines help engineers cut noise, enrich data, and build smarter observability into every tool.

Mezmo filters noise, enriches logs, and pinpoints root causes fast—so you can resolve incidents quickly and avoid sleepless nights.

Struggling with noisy logs and rising Datadog costs? Learn how smarter telemetry pipelines help teams cut volume, reduce spend, and regain observability control.

Mezmo’s new pricing model simplifies observability, reduces costs, and gives teams full control over how they process, analyze, and retain telemetry data.

Mezmo has been recognized by G2 with 25 badges across four key categories: Enterprise Monitoring, Log Monitoring, Log Analysis, and Cloud Infrastructure Monitoring.

Discover how rapid pipelining reduces telemetry toil and data overload. Learn why early telemetry data processing beats retention policies for better observability and system performance.

As application environments become more complex, the volume of telemetry data increases more than exponentially. The challenge lies in striking a balance – how do you maximize insights while controlling costs?

Telemetry data is everywhere, but actually making sense of it? In our webinar, Telemetry Pipeline 101, we broke down what makes a good telemetry pipeline and why it matters for DevOps and engineering teams. From optimizing log management to cutting down on unnecessary data bloat, a well-built pipeline helps you get useful insights without burning through your budget.

Discover the best observability and DevOps articles of 2024, featuring insights on trends, tools, and practices shaping modern engineering and operational excellence.

Discover how Mezmo scaled its telemetry pipeline to manage 600–700 MB/s of metrics, resolving Kafka partitioning issues for enhanced observability.

Webinar Recap: 2024 DORA Report: Accelerate State of DevOps

Discover Mezmo Flow: the fast, efficient way to build a telemetry pipeline in just 15 minutes. Simplify data flow, enhance observability, and boost performance.

Explore the 2024 DORA Report's insights on DevOps performance metrics and the nuanced impact of AI on software delivery.

Explore practical strategies for managing complex telemetry data and building robust pipelines from Mezmo and DZone experts.

Learn the differences between SLOs, SLAs, and SLIs, and how Mezmo helps optimize system performance for reliability, compliance, and operational success.

Learn how telemetry pipelines optimize log data, reduce noise, manage costs, and enhance real-time alerting for effective log management.

Learn how Mezmo's Shared Sources and Processor Modules streamline telemetry pipeline creation, promoting reusability and centralized data governance.

Learn how Mezmo's telemetry pipeline enhances SLO monitoring by optimizing SLIs for tools like Nobl9, Grafana, and Datadog.

Discover how Mezmo's next-gen log management solutions help unlock more value from your logs, enhancing observability and driving smarter business decisions.

Discover how Mezmo utilized its own Telemetry Pipeline to significantly reduce data volume, optimize performance, and achieve cost savings.

Unlock business insights with telemetry pipelines. Streamline data collection, transformation, and analysis to enhance performance and improve user experience.

Learn how responsive telemetry pipelines maximize data value by understanding, optimizing, and responding to changes.

Discover how to optimize data by routing it to specialized processing chains. Learn techniques to enhance efficiency and performance in your data systems.

Discover key data privacy insights from the Gartner Security & Risk Summit to enhance your organization's security measures.

Discover the benefits of telemetry pipelines for data control and compliance, with expert insights from Michael Fratto of S&P Global Market Intelligence.

Discover key takeaways from Gartner Security and Risk Summit 2024: AI in cybersecurity, staff shortages, resilience, and privacy.

Regulatory fines reached $10.5bn in 2023. Explore how telemetry pipelines provide visibility, control & compliance for sensitive data with Mezmo’s solutions.

Transform your data with Mezmo’s event to metric module in your telemetry pipeline architecture.

An illustration of the typical configuration of a Compliance module for encrypting and redacting Personally Identifying Information (PII).

Unlock the full potential of OpenTelemetry (OTel) with Mezmo by simplifying Telemetry data collection and enhanced system monitoring.

Learn more about Mezmo's product addition of real-time alerting on data in emotion and how it makes Mezmo stand out from the crowd.

Learn how the Mezmo platform team uses the Mezmo Telemetry Pipeline to handle metrics efficiently.

Explore a DevOps approach to telemetry data: understand origins, optimize for cost, and respond effectively to incidents with real-time data.

Learn more about open-source telemetry pipeline solutions, their common use cases, and how Mezmo’s offering stands out from the crowd.

Insights from SRECon on maintaining product reliability and addressing burnout in large-scale systems like Google Maps.

Learn techniques to build trust in telemetry data using data profiling, optimizing volume, ensuring compliance, and routing data effectively.

Debunk common myths in telemetry data handling and discover strategies to improve data quality, compliance, and business insights.

Discover how Mezmo leverages Vector's capabilities to enhance telemetry data management, ensuring efficient data collection and actionable insights.

Learn how to overcome the challenges of telemetry in Kubernetes by implementing resource quotas and limits to streamline data management and processing.

In a recent EM360 conversation, Mezmo CEO Tucker Callaway discussed how organizations can optimize telemetry pipelines to enhance security and observability.

Mezmo attended the Gartner IOCS Conference, where Telemetry Pipelines and Observability took center stage.

In this webinar, 451 Research analyst Mike Fratto highlights some of the best practices for utilizing an observability pipeline to get the best ROI.

Telemetry Pipelines need to be able to respond to an incident at a moment's notice. With Responsive Pipelines, users can pre-configure a pipeline to prepare for any incident.

Mezmo’s April Yep went to her first KubeCon — in this blog, she breaks down everything that went on during the the few days celebrating the Kubernetes community.

Pipeline as Code can help transform pipeline management and ensure a streamlined data operation. See how Mezmo Pipeline as Code can help your business.

Optimizing Kubernetes data is essential in order to efficiently manage deployments and gain valuable insights from your data.

Some organizations work with data that requires advanced security compliance — for those companies, there’s Mezmo Edge.

Our new Welcome Pipeline enables you to harness the raw power of Kubernetes data, delivering fast and actionable insights without the complexities.

Learn how to extract valuable metrics from logs using Mezmo's telemetry pipeline for actionable insights.

The answer to viewing and understanding expanding data sources doesn't come in a single-pane-of-glass solution, explains Mezmo and Intellyx.

Gain an in-depth understanding of how Mezmo helps empower observability engineers to tackle today's data management challenges.

How can you turn an extremely high volume of log data into actionable insights? This Mezmo webinar explains tools and best practices to propel your business forward.

As organizations continue to face a log data explosion, the value of this data needs to grow alongside it. This blog overviews the drivers behind the surge in log data, and how telemetry pipelines can help you extract more value from your logs.

Mezmo and DevOps.com joined together to discuss how to unlock the full potential and value of telemetry data via addressing growing data volume and complexity.

Metrics and log-to-metrics processors can play a crucial role in an organization’s decision-making process when analyzing its data.

Explore Mezmo's telemetry pipeline setup: from data sources to destinations, enhancing observability and cost control.

Elasticsearch is a powerful tool. Telemetry pipelines can help unlock its true potential and derive valuable insights from data in real time.

Open-source tools like Grafana are are great for analyzing data from multiple sources. Mezmo’s Telemetry Pipeline can make that data even more powerful.

Splunk is one of the top SIEMs on the market, but can easily cost a fortune to operate. Thankfully, telemetry pipelines can help you maximize the value of your Splunk investment.

Learn how telemetry pipelines can be used to overcome the limitations of log analysis and SIEM products and unlock exponential business growth and performance.

Telemetry pipelines allow companies to derive significant value from their data. Here’s how you can transform your data to become even more useful.

Organizations can gather, process, and enhance the value of their data with these six steps to implement a telemetry pipeline.

Scaling data not only can increase costs, but with it usually comes extreme complexity. Here's how you can manage that complexity while scaling.