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How to Use OpenSearch with Python for Search and Analytics

If you're working with search and analytics, you’ve probably heard about OpenSearch—the open-source alternative to Elasticsearch. OpenSearch is a powerful tool, whether you're building a search engine, running log analytics, or implementing full-text search in your applications. And the best part? You can integrate it easily with Python.

OpenTelemetry Visualization Setup: A Developer's Guide

If you've ever tried to set up OpenTelemetry visualization, you know it can be a bit overwhelming. But don't worry—in this guide, we'll break it all down step by step. Whether you're just getting started or looking to fine-tune your existing setup, this walkthrough will help you get the most out of your telemetry data.

It was DNS Again: Why Your Status Page Needs Its Own Domain

On February 20, 2025, at 16:22 UTC, StatusGator detected an outage affecting Vultr. The issue appeared to stem from a DNS failure, causing vultr.com and any other services hosted on its domain to become inaccessible. But what does that include? The official Vultr status page. Because Vultr hosts its status page on status.vultr.com, the same domain hosting its primary website and dashboard, users were left without an official source of updates during the outage.

Getting Ready with Regex 101

If you’ve dropped your house key in tall grass, you know how difficult it is to locate a small item hiding in an overgrown field. Perhaps, you borrowed a metal detector from a friend, then returned to the field hoping to get the loud beep that indicates finding metal in an otherwise organic area. Trying to find patterns in strings of data is the same process.

Guide To Confluent Kafka vs Apache Kafka

Kafka is an open-source distributed streaming platform for high-throughput and fault-tolerant real-time data streaming in large-scale systems. It can integrate with a wide range of data sources and sinks, which include databases, message queues, big data processing frameworks like Apache Spark and Apache Flink, and many more.

How to make APIM log data easily accessible for non-technical users?

This video explains the use case for API Management and Integration using the Business Activity Monitoring (BAM) feature of Turbo360. The scenario involves tracking help desk ticket submissions via an API, ensuring that support teams and business users can easily check the status of tickets. The challenge is that log data is complex and not easily accessible to non-technical users. Turbo360 simplifies this by providing a user-friendly interface where support teams can search, filter, and analyze logs without deep technical expertise.

Elastic achieves AWS Government ISV Partner Competency, strengthening public sector solutions portfolio

Advancing digital transformation in government through Search AI and cloud innovation We’re thrilled to share that Elastic has achieved the AWS Government ISV Partner Competency. This prestigious designation recognizes Elastic as an Amazon Web Services (AWS) partner that has proven expertise in delivering high-quality solutions that help government agencies meet mandates, reduce costs, drive efficiencies, and boost innovation.

How well-designed automations lead to efficient orchestration in AWS

Managing resources efficiently in cloud-based environments like AWS is crucial for scalability, security, and cost-effectiveness. Automation is key to eliminating manual intervention in routine tasks, while orchestration ensures that these automated tasks are executed in a structured, coordinated manner. In AWS, leveraging well-designed automation enhances orchestration, enabling organizations to optimize performance, resource utilization, and security while maintaining operational agility.

Perses - A new language for dashboards?

One of the most interesting stories in the dashboarding space over the past year or so has been the emergence of the Perses project. This is an open source project which not only provides a platform for dashboard creation, but also sets itself the very ambitious target of defining a common standard for dashboards as code. As a SquaredUp user, you may be wondering why we might want to talk about a potentially competing technology. Well, obviously, being SquaredUp, dashboards are in our DNA.