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Detecting Anomalies in Operational Data with OpenSearch

Open Source For You

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September 2025

OpenSearch offers a robust and affordable anomaly detection solution. This fully open source and extensible platform incorporates machine learning capabilities straight into the operational data pipeline.

The scale, complexity, and velocity of contemporary IT infrastructures lead to a few challenges when using traditional DevOps methods. By incorporating artificial intelligence and machine learning into operations, AI-powered DevOps (AIOps) makes proactive monitoring, intelligent alerting, and autonomous remediation possible. An essential component of this ecosystem is the OpenSearch anomaly detection tool, which offers an open source, machine learning-based method for detecting anomalies in operational data in real time.

The role of AlOps IT systems in the digital age are producing enormous volumes of data every second, ranging from events and logs to metrics and traces. Manually maintaining such systems is unsustainable and ineffective. Artificial intelligence for IT operations, or AIOps, automates and improves IT operations by using AI and machine learning, facilitating quicker problem identification, diagnosis, and resolution.

Conventional IT monitoring tools are reactive, static, and rule based. As organisations adopt microservices, containers, hybrid cloud, and edge computing, IT environments have become complex, volatile and large. Intelligence, automation, and scalability are provided by AIOps to manage these environments.

MEER VERHALEN VAN Open Source For You

Open Source For You

Open Source For You

The Role of Open Source in Building Modern Data Infrastructure

It's no secret that open source is emerging as the backbone of modern data infrastructure. Here’s a list of the core open source technologies used to deploy this infrastructure, along with some real-world examples and a brief on why open source matters.

time to read

3 mins

December 2025

Open Source For You

Open Source For You

The Whispering Machines: How Open Source is Bringing Intelligence to the Tiniest Devices

Built on open source frameworks, TinyML is enabling complex machine learning models to run on the microcontrollers embedded in connected devices, bringing artificial intelligence to the very edge of the network.

time to read

3 mins

December 2025

Open Source For You

Open Source For You

Setting Up Snort to Secure Your Network

Snort is a popular, open source intrusion detection system that monitors traffic in real time to detect malware. Here’s a detailed explanation of how to set it up on Ubuntu and test it by generating traffic from another system.

time to read

7 mins

December 2025

Open Source For You

Open Source For You

When AI Meets DevOps to Build Self-Healing Systems

Traditional DevOps, with its rule-based automation, is struggling to work effectively in today’s complex tech world. But when combined with AlOps, it can lead to IT systems that predict failures and solve issues without human intervention.

time to read

7 mins

December 2025

Open Source For You

Open Source For You

How to Automate Java Code Modernisation

This short guide illustrates that automating Java code modernisation with Python and OpenAI API is not just possible-it's remarkably effective.

time to read

5 mins

December 2025

Open Source For You

Open Source For You

The Quest to Build a Quantum Computer

The road to large-scale quantum computing is long and hard, with incremental advances paving the way. But the destination is in sight.

time to read

12 mins

December 2025

Open Source For You

Open Source For You

Job Opportunities: What's Hot in the Cloud Space?

If there's one field that refuses to slow down, it's cloud computing. Even as automation and AI reshape roles, cloud adoption continues to surge. From startups deploying microservices overnight to enterprises migrating decades of legacy systems, cloud remains the engine of digital transformation. For professionals, this means one thing: skills that live in the cloud won't come down anytime soon.

time to read

2 mins

December 2025

Open Source For You

Open Source For You

Securing Client Identity with Post-Quantum Cryptography

Here's a quick tutorial on how to build a secure, real world client-server model that establishes client identity by using CRYSTALS-Dilithium, a post-quantum cryptography algorithm.

time to read

3 mins

December 2025

Open Source For You

Open Source For You

Unlocking the Power of Multi-Agent Solutions with the Microsoft Agentic Framework

The Microsoft Agentic Framework is rapidly emerging as a cornerstone for developers, architects, and technology leaders seeking to build dynamic, intelligent systems powered by multiple collaborating agents. In an era where automation, distributed intelligence, and adaptive software are increasingly vital, this framework offers robust tools and features to accelerate the design and deployment of agent-based solutions.

time to read

6 mins

December 2025

Open Source For You

Open Source For You

Apache Iceberg and Trino: Powering Data Lakehouse Architecture

Apache Iceberg is a cornerstone of any open data lakehouse, providing the transactional foundation upon which highly scalable and flexible analytics can flourish. Along with Trino, it can be used to build a robust, scalable, and high-performance data lakehouse.

time to read

4 mins

December 2025

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