Local vs Remote MCP Servers – Which Should You Choose?
Model Context Protocol (MCP) servers let AI applications pull live data, tools, and prompts, bridging the gap between static LLM knowledge and up‑to‑date enterprise information. Architects must decide whether to host MCP servers locally or remotely, a choice that influences security posture, network latency, and scalability. Two transport options exist: Streamable HTTP for networked, multi‑client scenarios and stdio for simple, single‑process integrations. The article outlines common deployment patterns, highlighting that most teams run a local MCP server that connects to a remote database via a driver, balancing ease of security with remote data access.
When, and when Not, to Use LLMs in Your Data Pipeline
Data teams often rush to add large language models (LLMs) to pipelines, but misapplication can cause cost, latency, and compliance headaches. The guide outlines where LLMs truly add value—unstructured text enrichment, semantic search with retrieval‑augmented generation, natural‑language‑to‑SQL, and anomaly explanation—while...
Data Manipulation Techniques in esProc SPL: A Complete Guide
The article provides a comprehensive guide to data manipulation in esProc SPL, positioning it as a powerful alternative to Python for cleaning, reshaping, and merging datasets. It walks through handling missing values, outlier detection with Z‑score and IQR, duplicate removal,...
DevOps Anti-Patterns: What They Are and How to Avoid Them
The article outlines common DevOps anti‑patterns that undermine speed, quality, and collaboration, such as creating a dedicated DevOps team, over‑investing in tools, and inserting manual approvals into CI/CD pipelines. It highlights cultural pitfalls like blame‑oriented environments and misapplied microservices, as...
The Secret Life of Database Keys
The article demystifies database keys, contrasting natural keys—business‑meaning values—with surrogate keys that are system‑generated identifiers. It outlines why surrogates are favored for stability, compactness, and predictable performance, while also noting scenarios where natural keys or composite junction keys are preferable....
How to Safely Use MySQL 8.0 Post End-of-Life (and Alternatives to Consider)
MySQL 8.0 reaches official End‑Of‑Life in April 2026, ending Oracle’s security patches and bug fixes. Organizations can still rely on Premier or Extended Support for a limited period, but the safest route is to upgrade to newer MySQL releases or migrate...