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Key Takeaways Suburban portfolios are defined by fragmentation: distributed units, mixed systems and inconsistent data that most software is not built to handle.
The integration layer is where most real estate technology breaks down in practice, not in demos.
Architecture decisions made in the first six months determine what is possible at month 18 and beyond.
In November 2021, one of the most data-rich companies in real estate shut down a major business unit, cut 25% of its workforce and wrote off more than $540 million. Zillow had world-class engineers, institutional capital and years of market data. None of it was enough. Residential real estate at scale beat them anyway.
The failure was more of an infrastructure problem than a technology one. Zillow underestimated how fragmented, unpredictable and locally specific the residential market actually is when you try to operate within it at scale, not just observe it from the outside.
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