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: Running heavy aggregations on a free cloud container will trigger CPU throttling. Offload compute tasks to localized embedded engines like DuckDB. agg maalcom free

[Raw Field Data / IoT] ──> [API Aggregator] ──> [Malcom Ag Group Analytics] ──> [Trading Insights] Maximizing Data Streams in Modern Ag Tech

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The "Free" isn't just about the price tag. It’s about data sovereignty . By using tools that allow local storage or end-to-end encryption, you aren't locked into a single ecosystem. You own your workflow. How to Get Started Today

Deploy lightweight forwarders across your endpoints to push raw data into the central aggregation funnel. [Raw Field Data / IoT] ──> [API Aggregator]

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