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The latest News and Information on Log Management, Log Analytics and related technologies.

Perf8: Performance metrics for Python

One tool for all your Python performance tracking needs We're building this neat service in Python to ingest data in Elasticsearch from various sources (MySQL, Network Drive, AWS, etc.) for Enterprise Search. Sucking data from a third-party service to Elasticsearch is usually an I/O-bound activity. Your code sits on opened sockets and passes data from one end to the other. That's a great use case for an asynchronous application in Python, but it needs to be carefully crafted.

Coralogix Makes Observability Collaborative

In the world of observability, there are several distinct problems to solve. Fast queries, intuitive visualizations, scalable storage, and more. The technical problems receive the most attention; however, there is another, more subtle problem. How do observability platforms facilitate collaboration on the scale needed by organizations?

2022 Year in Review

If you are like me, I always look forward to reading (here writing) a company's Year in Review and this year is no different. However, as I reflect back on 2022, I realized we achieved a five year anniversary. An anniversary of completing a very big vision of transforming customer’s cloud object storage such as AWS S3 into the first stream-based Search+SQL Analytic Database. Initially providing access via the Elastic (Search) API, then Presto (SQL), at scale and in production.

JSON Logs | Best Practices, benefits, and examples

JSON (JavaScript Object Notation) is a lightweight data-interchange format that has gained widespread popularity in recent years due to its simplicity and flexibility. It is easy for humans to read and write and for machines to parse and generate, making it a great choice for transmitting data in web applications. Logs serve multiple purposes for application developers. They are essential to understand what's happening in your application.

How OpsRamp Log Management Helps You to Find and Fix Issues Faster

OpsRamp has enhanced its hybrid observability capabilities by adding an integrated log management solution to unify log, event and alert data within customers’ monitoring and event management command center. Presenting this log data as part of a unified view of IT performance data and integrating it with remediation capabilities will allow enterprises and service providers to expedite the process of identifying and resolving potential issues before they impact their business operations.

Datadog on Building an Event Storage System

When Datadog introduced its Log Management product, it required a new event data storage platform, as storing logs and events is a completely different problem from storing metrics, which was the first Datadog product. Over time, Datadog introduced more and more products that needed to store and index multi-kilobyte timeseries “events”, re-using the Event Platform infrastructure from Log Management. The increased use of the Event Platform and the new feature requirements coming from new products started exposing the limitations of the legacy system and the need for a new approach

SigNoz - Logs Performance Benchmark

Logs are an integral part of any system that helps you get information about the application state and how it handles its operations. The goal of this blog is to compare the commonly used logging solutions, i.e., ElasticSearch(ELK stack) and Loki(PLG stack), with SigNoz on three parameters: ingestion, query, and storage. Performance benchmarks are not easy to execute. Each tool has nuances, and the testing environments must aim to provide a level playing field for all tools.

How to set up Heartbeat Alerts within Sematext

Monitoring is an essential part of any IT infrastructure, as it allows you to keep track of the performance and health of your systems. However, simply monitoring your systems is not enough - you need to be alerted when something goes wrong so that you can take action to fix the issue. With Sematext, we automatically set up heartbeat alerts for many of our integrations. However, you can always customize your alerts to suit your needs. You can choose to receive these alerts via email, SMS, or even through a chat tool like Slack.

Optimizing the AWS CloudWatch Log Process

Amazon’s native monitoring and management service AWS CloudWatch is great for basic monitoring and alerts. However, on its own, it may not be the best solution for analyzing log data at scale — especially if you need to analyze data outside of AWS. Many teams may find themselves restricted by retention issues and basic analytic features with Amazon CloudWatch logs for troubleshooting use cases.