What makes real estate analytics in Dubai challenging?

Answer:
The market is highly dynamic with a constant stream of new development launches; seasonality is wave-like (summer heat vs. busy autumn), so you must track annual cycles and inherited seasonal trends; districts and master developments are periodically renamed, requiring a unified data model; granularity is high across 224 communities with strong socio-economic and asset quality differentiation; and there is no single open address index—addresses can differ across sources, so Makani Number is needed for reliable building/entrance identification (compare Makani.ae vs. 2GIS).

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