InfoQ Homepage Logging Content on InfoQ
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Lowering Recovery Time through AI-Enabled Troubleshooting
Machine learning algorithms for anomaly detection can assist DevOps in daily working routines, where generalized ML models are trained and applied to detect hidden patterns and identify suspicious behaviour. Applied machine learning for IT-operations (AIOPs) is starting to move from research environments to production environments in companies.
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Rookout Launches Live Logger to Dynamically Modify Log Verbosity
Rookout, creators of Live Debugger, have launched Live Logger with the goal of making the wealth of information hidden in production logs more accessible. They intend to achieve that by dynamically switching the logging levels, log pipelining, log throughput tracking, text and context based filtering.
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Datadog Publishes Best Practices for Monitoring Dark Launches
Datadog recently published the best practices for monitoring dark launches. The blog post includes a detailed description of dark launches, the different types of metrics and dashboards, as well as the best practices for monitoring them.
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Artificial Intelligence for IT Operations: an Overview
Artificial intelligence for IT operations (AIOps) combines sophisticated methods from deep learning, data streaming processing, and domain knowledge to analyse infrastructure data from internal and external sources to automate operations and detect anomalies (unusual system behavior) before they impact the quality of service.
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AWS Announces the General Availability of Lambda Extensions
Recently AWS announced Lambda extensions' general availability (GA), which allows its users to integrate Lambda functions with their preferred tooling for monitoring, observability, security, and governance. The GA release includes performance improvements and an expanded set of partners.
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Microsoft and Elastic Partner to Offer Elastic Stack on Azure
Microsoft and Elastic have recently announced Elastic on Azure, a preview service that offers managed Elastic, Logstash, and Kibana to search, analyze, and visualize data in real time on Azure.
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OpenTelemetry Moves Python and Swift Tracing API/SDKs to 1.0
OpenTelemetry released version 1.0 of the Python and Swift distributed tracing API and SDK. They both include OpenTelemetry API support, SDKs, exporters to common telemetry formats, and getting started materials. The Python release is considered stable whereas the Swift release is still in beta.
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Logz.io Extends Monitoring Platform with Hosted Prometheus and Jaeger
Logz.io recently announced the addition of Prometheus-as-a-Service to their infrastructure monitoring product. The service incorporates the metrics collection of Prometheus with the Logz.io platform that includes Grafana, ELK, and, also added recently, Jaeger. The data correlation features included within Logz.io allow for connecting metrics, traces, and logs all within a single platform.
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Elastic Stack 7.6 Released with Security, Performance, and Observability Improvements
Elastic announced the release of Elastic Stack 7.6. This release contains a number of security improvements including a new SIEM detection engine and a redesigned SIEM overview dashboard page. This release also includes performance improvements to queries that are sorted by date, enhanced supervised machine learning capabilities, and support for ingesting Jaeger trace data.
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Logz.io Survey Finds Tool Sprawl and Complex Architecture Key Challenges for Observability
Logz.io released their annual survey of the DevOps industry with the spotlight this year on observability. The key findings include that DevOps and observability tool sprawl is becoming an issue and complex architectures present the key challenge in implementing an observability solution. In the next year, they predict greater investment in observability with a focus on distributed tracing.
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Elastic Cloud on Kubernetes Moves into General Availability
Elastic recently moved Elastic Cloud on Kubernetes (ECK) into GA. Originally announced as an alpha release in May 2019, Elastic is looking to support the growing number of users leveraging Kubernetes for deploying ElasticSearch. This release includes support for many of Elastic's core features and can run on a number of public cloud Kubernetes offerings.
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Oracle Expands Cloud Native Services, Adds Kafka Streaming, API Gateway and Logging Support
In a recent blog post, Oracle announced the limited availability of three news service offerings in its Oracle Cloud Native Services platform. The three new services include Kafka Compatibility for Oracle Streaming, an API Gateway for managing connectivity to serverless components and containers and a Logging service that supports log management and analytics across resources and applications.
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logz.io Releases Feature to Automatically Identify Patterns within Log Data
logz.io released a new feature to help identify recurring patterns within log data. This new feature, entitled Log Patterns, automatically analyzes millions of log messages in real-time to reduce the volume of logs and potentially reveal common trends. This feature is their third feature to provide automated interpretation and filtering of log messages under the label of AIOps.
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Google Releases New Java Logging Framework
Google announced the release of a new open-source Java logging framework called Flogger that improves upon existing logging frameworks by reducing the cost of disabled log statements, increasing overall readability, and allowing extensibility.
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Three Pillars with Zero Answers: Rethinking Observability with Ben Sigelman
At KubeCon NA, held in Seattle, USA, in December 2018, Ben Sigelman presented “Three Pillars, Zero Answers: We Need to Rethink Observability” and argued that many organisations may need to rethink their approach to metrics, logging and distributed tracing.