Listings
Why listings data is the earliest signal of market movement
Listings appear before transactions: making them the first observable signal in the property market.
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Listings
Why MLS data fragments property history
MLS systems track listings, not properties. Each relist creates a new ID and breaks the chain.
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Industry
What pre-mover data actually represents
Pre-mover data is derived from listing activity. It identifies properties entering a potential move cycle.
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Pricing
Why sold data is the ground truth for pricing
Sold data represents completed transactions: the actual price paid, not an estimate.
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Rental
Why rental listings reflect current supply
Rental listings represent available units in the market, updated as inventory changes.
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Listings · Coming soon
Listings are rising in Toronto: before prices adjust
Listings increased this week. This is typically the first signal before pricing changes.
Rental · Coming soon
Rental supply is increasing in Calgary: before reports show it
Unit-level rental listings are rising, indicating early supply shifts.
Pricing · Coming soon
Price reductions are accelerating: what listings are showing
Price changes are appearing more frequently, signaling early market pressure.
Listings · Coming soon
Days on market is extending: before demand slows
Properties are taking longer to sell, indicating a shift in buyer activity.
Industry · Coming soon
How telecom companies use property data to reduce churn
Listings reveal churn before cancellation happens.
Industry · Coming soon
Property data for mortgage acquisition: a bank's guide
Capture borrowers before financing decisions are made.
AI · Coming soon
How to query property data using AI (MCP + Snowflake)
How modern systems use property data to trigger actions.