Apr 9 · 3 min read · OpenSearch can look cheap at first glance, then surprise you in the monthly bill. Most teams look at one line item and assume that is "the OpenSearch cost." In reality, OpenSearch spend is a composite of compute, storage, backups, and data movement, ...
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Mar 14 · 5 min read · Building a Retrieval-Augmented Generation (RAG) prototype takes a weekend. Taking that prototype to production without burning through your infrastructure budget is a completely different engineering
Join discussionDec 17, 2025 · 8 min read · Search looks simple on the surface. You type a word, press Enter, and results appear. But once you start building real-world products, you quickly realize that search is far more than a database query — it’s a direct reflection of how thoughtfully an...
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Nov 22, 2025 · 5 min read · To truly understand Elasticsearch or OpenSearch, you must understand shards. They dictate your cluster’s performance, reliability, scalability, and even cost. Without grasping how shards are stored and balanced, you can’t master the system. This post...
Join discussionOct 5, 2025 · 6 min read · Introduction OpenSearch is a powerful, open-source search and analytics suite derived from Elasticsearch 7.10 and Kibana 7.10, developed and maintained by the OpenSearch Project, originally started by Amazon Web Services (AWS). It enables developers ...
Join discussionSep 1, 2025 · 9 min read · 🧩 The Challenge: Drowning in Data During Incidents In the critical moments of a production incident, engineering teams face a formidable challenge: navigating a deluge of log data to find the needle in the haystack. Traditional log analysis demands ...
Join discussionAug 26, 2025 · 28 min read · In the rapidly evolving landscape of generative AI, Retrieval-Augmented Geeration (RAG) has emerged as a cornerstone for building context-aware and factually grounded applications. As organizations move from single-purpose RAG systems to sophisticate...
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Jun 9, 2025 · 2 min read · Introduction This is a recap of the work done during the first week of GSOC 2025. Log detective is a project for analyzing build logs. The task is to automate the collection of logs from various openSUSE projects on OBS and then feed each failed buil...
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