data sources
data sources on Beyond Market Intelligence: a running collection of 3 stories we have gathered and hand-picked because they are worth your time. Every post here touches on data sources in some way — the news, the analysis, the deep dives, and the occasional surprise find. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work with data. New stories are added to this page as we find them, so check back if you want to keep up with what is happening around data sources, or subscribe to the RSS feed to get them as soon as they are published. Browse the collection below, or head back to the homepage to see everything Beyond Market Intelligence is covering right now.
How to xlookup/indexmatch columns with imperfect data?
Reconciling data from disparate sources—especially when formats are inconsistent—is a common challenge. You’re facing this with “first last” and “Last, First” name variations, compounded by duplicates and misspellings. While concatenation often fails in these scenarios, XLOOKUP and INDEX/MATCH can still be powerful tools. Explore leveraging fuzzy matching techniques or data cleaning steps *before* applying these functions to improve accuracy. For deeper preparation, consider reviewing our article on passing the Microsoft Excel Exam (MO 210) for valuable insights.
Graph Engineering for AI Agents: Beyond the Single-Agent Loop
AI agent development is evolving beyond autonomous loops, with graph engineering emerging as a critical next step. This approach reframes AI applications as explicitly designed workflows, orchestrating agents, tools, and data sources for optimal coordination. Graph engineering defines these interactions, offering a more structured and predictable path toward complex AI solutions. Explore how this paradigm shift moves beyond the single-agent perspective—a concept further detailed in "MCP Explained: How Modern AI Agents Connect to the Real World"—and unlocks new possibilities for intelligent automation.
Grafana Assistant Expands to More Than 30 Data Sources
Grafana Assistant now empowers users to explore observability insights across a broader landscape, integrating with more than 30 diverse data sources. This expansion allows for natural language queries and correlations, streamlining data analysis and accelerating troubleshooting. Leverage AI to transform how you understand your systems, moving beyond siloed views. For a deeper dive into related AI projects, see our recent article, "Recent project I worked on: End to End Edge ML platform," demonstrating practical applications of AI-driven solutions.