InfoQ Homepage Metrics Content on InfoQ
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Learning from Big Tech’s Engineering Productivity Metrics
Gergely Orosz and Abi Noda published a Pragmatic Engineer article titled Measuring Developer Productivity: Real-World Examples. InfoQ reports on insights from Noda’s survey of engineering metrics used across 17 well-known tech giants. Noda found that rather than wholesale adoption of frameworks like DORA, leading teams use a mix of org-specific qualitative and quantitative metrics.
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Grafana Beyla Provides Auto-Instrumented Observability through eBPF
Grafana has released Grafana Beyla, an open-source eBPF auto-instrumentation tool for application observability. Beyla is able to report span information and RED metrics (Rate-Errors-Duration) for both Linux HTTP/S and gRPC services. This is accomplished without having to make code modifications for inserting probes.
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OpenTelemetry Protocol (OTLP) 1.0.0 Released
Recently, the OpenTelemetry Protocol (OTLP) 1.0.0 was released. OLTP specification describes telemetry data's encoding, transport, and delivery mechanism between telemetry sources, intermediate nodes such as collectors, and telemetry backends. It is a general-purpose telemetry data delivery protocol designed in the scope of the OpenTelemetry project.
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Grafana Adds Service Accounts and Improves Debugging Experience
Grafana Labs has released version 9.5 of Grafana including improvements to Grafana Alerting, service accounts, and improvements to the dashboards. Support bundles were also released providing a simpler way to gather and share debugging information about the Grafana stack. AWS has announced support for Grafana 9.4 within their Amazon Managed Grafana service.
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Effective and Efficient Observability with OpenTelemetry
Daniel Gomez Blanco, principal engineer at Skyscanner, shared his experiences at QCon London on a large-scale observability initiative at his company, based on adopting OpenTelemetry across hundreds of services and the motivation and value gained from adopting open standards across the entire organization.
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New CloudWatch Metrics for AWS Lambda Asynchronous Invocations
AWS recently added three new Amazon CloudWatch metrics for AWS Lambda: AsyncEventsReceived, AsyncEventAge, and AsyncEventsDropped, to monitor the performance of asynchronous event processing.
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Grafana Tempo Introduces New Query Language and Support for Apache Parquet
Grafana has released Grafana Tempo 2.0 which introduces the new TraceQL query language and support for the Apache Parquet format. Grafana Tempo is an open-source tracing backend that works with object storage. The new TraceQL query language works with the Apache Parquet format to provide improved search times and queries aligned to traces.
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Grafana Adds Outlier Detection to Its Machine Learning Toolkit
Grafana has released outlier detection as part of their Grafana Machine Learning toolkit. Outlier detection can be used to monitor a group of similar things and be alerted when some of them start to behave differently than the norm.
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Prometheus Adds Long Term Support Model and Improved Remote Write Mode
Prometheus, the open-source monitoring tool, has added a number of new features including a reduced functionality remote write mode. Additional improvements include a new HTTP service discovery mechanism, native histogram support, additional integrations for Alertmanager, and a new long-term support model.
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How We Can Use Data to Improve System Quality
To understand how systems are being used, we can collect metrics and identify trends over time. The data and insights gained can be used to improve system quality by improving software design or testing patterns.
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Using the Technical Debt Metaphor to Communicate Code Quality
With technical debt, we end up paying a gradually rising cost. The technical debt metaphor was intended as a way to help us talk and think about the invisibility of decisions and qualities in code. Kevlin Henney gave a keynote about Six Impossible Things at QCon London 2022 and at QCon Plus May 10-20, 2022. His sixth impossibility was technical debt is quantifiable as financial debt.
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Can MTTR Be an Effective Business Metric?
In a recent blog post, Sidu Ponnappa shared how MTTR should be a key business metric to measure engineering efficiency. Ponnappa notes that only tracking uptime provides no goals to target for improvements. In a recent talk at SREcon22, Courtney Nash, senior research analyst at Verica, shared that MTTR can misrepresent what is actually happening during incidents and can be an unreliable metric.
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Performance Testing Should Focus on Trends
Performance testing starts by setting a baseline and defining the metrics to track together with the development team. Nikolay Avramov advises executing performance tests and comparing the results frequently during development to spot degrading performance as soon as possible.
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What's New in MicroProfile 5.0
Delivered under the auspices of the MicroProfile Working Group and five months after the release of MicroProfile 4.1, the anticipated release of MicroProfile 5.0 was made available to the Java community. This new release features alignment with Jakarta EE 9.1 and updates to all eight community-developed core APIs and one standalone API.
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Scaling Video Quality Measurements at Netflix with Cosmos
Netflix relies heavily on measuring perceptual video quality for different business purposes. As metrics evolve and become part of more workflows, their measurement tool needs to scale too. Netflix recently described how a new video quality measurement workflow was implemented using Cosmos microservices to foster innovation in quality metrics, with good scalability and loose data coupling.