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The latest News and Information on DevOps, CI/CD, Automation and related technologies.

cloudzero

AI Vendor Lock-In: How AI Is Creating A New Dependency Problem

Feb 9, 2026 By Keith MacKenzie In CloudZero
Like most SaaS companies, you’re under pressure to ship AI-powered features faster, smarter, and at scale. For many teams, that pressure leads to relying on external AI platforms, managed models, and third-party APIs instead of building everything from scratch in-house. At first, it feels like a win. Your team ships an AI-powered feature in weeks instead of months. No GPU clusters to manage. No models to train. No infrastructure to babysit.
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Why leaders are reassessing the role of big tech in 2026

Feb 9, 2026 By Civo In Civo
This session highlights a major strategic shift where sovereignty has moved from a technical detail to a top boardroom priority. The data reveals that 84% of leaders are concerned about geopolitical threats to their data access. 82% of respondents are ready to reassess their big tech partnerships specifically to regain data control. This shift is further evidenced by the 71% of decision-makers who now place sovereignty at the heart of their tech partner choices moving forward. The era of "sovereign-by-design" infrastructure is here. Are you ready to build for a more resilient future?
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Beyond boundaries: How global collaboration defines AI in 2026

Feb 9, 2026 By Civo In Civo
As we move through 2026, the global conversation around AI is shifting from simple adoption to a deeper focus on true openness and sovereignty. In this session from Civo Navigate India 2025, OpenUK CEO Amanda Brock explores the evolving state of AI openness and shares a significant milestone: India is now the world’s number one open-source contributing community.
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ilert

Reference architecture: The blueprint for safe and scalable autonomy in SRE and DevOps

Feb 9, 2026 By Leah Wessels In iLert
Everyone wants autonomous incident response. Most teams are building it wrong. ‍ The ultimate goal of autonomy in SRE and DevOps is the capacity of a system to not only detect incidents but to resolve them independently through intelligent self-regulation. However, true autonomy isn't born from automating random, isolated tasks. It requires a stable foundation: a Reference Architecture.
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haproxy

Zero crashes, zero compromises: inside the HAProxy security audit

Feb 9, 2026 By Willy Tarreau In HAProxy
An in-depth look at the recent audit by Almond ITSEF, validating HAProxy’s architectural resilience and defining the shared responsibility of secure configuration. Trust is the currency of the modern web. When you are the engine behind the world’s most demanding applications, "trust" isn't a marketing slogan—it’s an engineering requirement.
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speedscale

API Testing Tools Best Practices Guide

Feb 6, 2026 By Kasper Siig In Speedscale
Today’s software testing trends show the growing demand for more efficient and automated API testing. Manual testing is not only time-intensive for internal testing teams, it can also lead to poor customer experiences. When manual testing processes cannot proactively discover issues, your customers may inevitably be the ones finding them. Many of the current test automation solutions today focus on the UI, while most API-level testing is still done manually.
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virtualmetric

VirtualMetric DataStream + Google SecOps Integration: Pre-Ingest UDM Normalization at Scale

Feb 6, 2026 By VirtualMetric In VirtualMetric
Google SecOps (formerly Chronicle) is widely used for large-scale security analytics, long-term telemetry retention, and detection across diverse environments. Its Unified Data Model (UDM) enables correlation across sources and supports analytics that operate over long time horizons. To take full advantage of these capabilities, security data must arrive in a consistent and well-structured UDM format. In practice, this is rarely the case.
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