People: Founders with range—vision + day-to-day execution
Market: Is it growing? Space for new entrants?
Product: Can you hear the spark? User enthusiasm?
Distribution: What's the unfair advantage to reach customers?
The joining calculusYou won't get 10/10 on all four. Pick where you can add the most value to de-risk the bet.
Finding Product Spark
Signs You've Found Something Special
Users evangelize unprompted to colleagues
Product becomes part of how they self-identify
They describe emotional attachment, not just utility
Organic word-of-mouth is the distribution engine
dbt's special qualityJulia discovered dbt users described it unlike any tool—it was their identity. That emotional resonance was the predictor of something truly special.
M&A Playbook
How to Get Acquired on Your Terms
Timing: Plan M&A when you don't need it—strength is your leverage
Pain strategy: Identify 2–3 strategic buyers; inflict competitive pressure on them in your strength area
Tone: Stay friendly and open—you need to keep the door open as Plan B
Position: Be a partner solving their problems, not a desperate competitor
The Transform case study
Transform built semantic layers & threatened dbt's roadmap. They were vocal about their tech while positioning as a partner. When dbt acquired them, the integration was smooth because they'd already built bridges.
Plan B thinking
M&A is about having optionality. If you're strong enough to go independent, you're strong enough to negotiate a good deal. Never shut doors prematurely.
Value Alignment
Pricing Philosophy
Know your value before building; don't defer pricing conversations
At dbt, they capture only a small fraction of the value they create (by design)
Test price elasticity while stakes are low, not when you're desperate
Use relative value questions: what's cheap? fair? too expensive?
The pricers paradox"You don't get to decide if you'll have a pricing conversation. You only get to decide when."
Product Truths
Julia's Counterintuitive Beliefs
✗You should maximize ecosystem competitionINSTEAD →✓ Grow the pie, not slice it thinner. Partner with ecosystem companies to expand the TAM for everyone.
✗Keep your product roadmap secret from competitorsINSTEAD →✓ The best competitors are the ones you can eventually acquire or partner with—position yourself as open & collaborative.
✗Your team should understand the algorithm theoreticallyINSTEAD →✓ Make engineers *be* the algorithm (literal rope + sticky notes). Physical, memorable learning creates ownership.
✗Open source cannibalizes paid productsINSTEAD →✓ dbt's open core: open source is the distribution moat; cloud product adds state, collaboration, scale.