Why data and targeting outrun glossy creative in mail
How to structure attribution with matchbacks, QR, and holdouts
The build path from vendor pilot to in-house system
Market and segment rules that protect CAC
When a startup should add mail to the mix
Andrea Leewong led growth and expansion work across NerdWallet, Opendoor, Intuit, and now Parafin. She approaches marketing like a GM: channel economics, data pipelines, and cross-functional execution. At Opendoor, her team scaled direct mail to millions of pieces monthly and millions of dollars in spend, making it a permanent part of the portfolio.
Opendoor’s business model required strong data on homes, from pricing information to neighborhood comparisons. That same data gave the team an advantage in targeting. Instead of relying on digital ads, they could put specific offers directly in front of the right homeowners.
Although the cost per lead looked higher at first, direct mail produced better conversion rates and ultimately a lower customer acquisition cost. What started as a test became one of the most efficient and durable channels in the company’s portfolio.
Direct mail was not a side channel. It scaled into one of the largest ongoing campaigns in the company.
Investment matched the scale. Mail consistently earned its place beside digital in budget allocation.
At peak, nearly a third of all media dollars were tied to direct mail, proving it was central to growth.
The program expanded from six launch markets to more than fifty, showing adaptability across geographies.
Leads looked more expensive up front, but customers converted at a higher rate, giving the channel an edge.
Andrea’s team proved that success came from the message, not the polish.
They tested three levels of personalization:
A plain letter in an envelope consistently beat glossy postcards. For a financial product involving hundreds of thousands of dollars, homeowners valued credibility and discretion over flash.

Attribution was never perfect, but the team created a stack that delivered confidence.
The biggest shift was moving from cost per lead to customer acquisition cost. Leads looked expensive, but conversions were higher. When measured at the customer level, mail was one of the most efficient channels.
Opendoor’s direct mail program grew in three phases.
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Not all homes responded equally. Lower-value homes converted better on average, although fees and competitiveness also mattered.
Markets needed to be managed like a portfolio. Direct mail was strong in some cities but weaker in others. Comparing across markets and within each market against other channels showed where to double down.
Ideas like targeting change-of-address lists or trustee records seemed promising but rarely scaled. The most consistent results came from focusing on clean property data and disciplined targeting.
Andrea advises that direct mail only makes sense if the company already runs on data. If accurate records and data science are part of the business, mail can be explored early. If not, it is better to wait until those capabilities are in place.
Direct mail is also a good option when:
When these conditions exist, direct mail becomes a powerful way to diversify the media mix.
