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If you are a VP of Engineering building data apps or embedded analytics for your customers, the data engineering needed on the 'Modern' Data Stack looks kinda like this: ? 20% Programming (the fun part!) ?? 30% Infrastructure (because nothing is ever plug & play) ?? 15% Deciding the Right Tools (and hoping they don’t become obsolete) ?? 20% Refactoring (because your stack is always changing) ?? 10% Database Migration (because nothing stays in one place forever) The result? Your engineers are drowning in maintenance, not innovation. Immersa's AI Data Agents help automate the repetitive, accelerate the complex, and free your team to focus on building data-driven products—not pipelines. Connect with us for a free consultation on how we can take the data heavy lifting off your plate. Link in comments. #DataEngineering #AI #EmbeddedAnalytics #ProductInnovation