Tue.Jun 10, 2025

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Operationalizing Data Quality in Cloud ETL Workflows: Automated Validation and Anomaly Detection

DZone

Data quality has shifted from a checkpoint to being an operational requirement. As more and more data warehouses become cloud-native, and the complexity of running real-time pipelines increases, data engineers face a non-trivial problem: how to operationalize quality checks without slowing down the velocity of the ETL workflows. “Traditional post-load checks or static rules” do not suffice.

Cloud 186
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Percona Named to DBTA’s 2025 List of 100 Companies That Matter Most in Data

Percona

We’re proud to share that Percona has been named to the 2025 DBTA 100—Database Trends and Applications’ annual list of “The Companies That Matter Most in Data.” This recognition highlights our success in empowering organizations to build, scale, and optimize open source database environments for today’s most demanding applications.

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Exploring Reactive and Proactive Observability in the Modern Monitoring Landscape

DZone

Introduction The modern digital world, with its complex web of microservices, containerized apps, and cloud-native systems, demands a rethinking of how we monitor and observe these environments. From the traditional monitoring systems, there is an evident shift to two main approaches that have emerged: Reactive and Proactive observability. What is Reactive and Proactive Observability?

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Normal Technology at Scale

O'Reilly

The widely read and discussed article “ AI as Normal Technology ” is a reaction against claims of “superintelligence,” as its headline suggests. I’m substantially in agreement with it. AGI and superintelligence can mean whatever you want—the terms are ill-defined and next to useless. AI is better at most things than most people, but what does that mean in practice, if an AI doesn’t have volition?

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Turbocharge Load Testing: Yandex.Tank + ghz Combo for Lightning-Fast Code Checks

DZone

Hi there! Occasionally, there arises a need for swift load testing, whether it be in a local environment or on a testing platform. Typically, such tasks are tackled using specialized tools that demand thorough prior comprehension. However, within enterprises and startups where rapid time-to-market and prompt hypothesis validation are paramount, excessive tool familiarization becomes a luxury.

Code 100
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Understanding the Mandelbrot Set: A Beautiful Benchmark for Computing Power

DZone

Imagine a mathematical object so complex that it can push computers to their limits, yet so beautiful that it has captivated mathematicians and artists alike. Welcome to the world of the Mandelbrot set—a fascinating fractal that doubles as a powerful benchmark for computing performance. Have you ever wondered how to compare the performance of different programming languages ?