Jul 15, 2021 · 16m · top-founders
CPG Data SaaS Doubles to $1.6m ARR, Raising $3m on $18m Now
gold bands on the timeline = statements, start to end. Hover to read, click to jump. CC turns on captions
Convert Group co-founder Pan Dezarellis sits down with Nathan Latka to discuss how the company pivoted from an e-commerce consultancy to a data intelligence SaaS platform, doubled ARR to €1.6 million, and structured an active €3 million fundraising round at an €18 million valuation.
How this conversation actually went
Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. Nathan holds 33.1% of the talking time here. How this is scored →
speaking balance: gold is Nathan, purple is the guest (3 minute bins)
Dezarellis firmly counters Latka's repeated suggestions of launching an investment fund, stating they must maintain absolute neutrality like Nielsen.
Hardest push from Nathan ▶ 11:56 Pressing on proprietary data financingLatka refuses to drop his financing thesis when Dezarellis is confused, rephrasing and pressing the comparison to CircleUp's CPG fund model.
Biggest teaching moment ▶ 3:26 Correcting research team on funding figuresDezarellis politely corrects Latka's incorrect multi-million funding estimates, revealing the product was largely funded by reinvested agency profits rather than venture debt.
Nathan holds their own ▶ 8:04 Instant NDR conversion from churn metricsLatka instantly computes and validates the unit economics, converting the founder's raw churn numbers into standard cohort expansion and net dollar retention benchmarks.
the scores for every segment, with the reasoning behind each
| Chapter | Topic | Nathan as informed peer | Guest teaching | Guest disagreement | Nathan pushing back | Why |
|---|---|---|---|---|---|---|
| Convert Group's Origins and Consultancy Divestment | 5 | 2 | 1 | 2 | Latka guides the founder through the backstory of transitioning from a service business to SaaS. Dezarellis cooperatively explains the sale of the consulting arm to EY for 1x revenue to fully fund the SaaS venture. | |
| Revenue Growth Trajectory and Fundraising Plans | 5 | 5 | 2 | 4 | Latka challenges Dezarellis with conflicting fundraising figures gathered by his research team. Dezarellis clarifies that the agency was bootstrapped from profits and only 1.2M euros was raised for the SaaS entity at a 6M pre-money valuation. | |
| Enterprise Customer Acquisition and Marketplace Dynamics | 7 | 4 | 1 | 3 | Latka demonstrates strong SaaS domain expertise by immediately translating Dezarellis's negative churn numbers into a 105% net dollar retention rate. Dezarellis explains their two-sided data marketplace dynamic where onboarding retailer data is the true operational bottleneck. | |
| Data Neutrality Vision and Company Capitalization | 6 | 5 | 3 | 5 | Latka repeatedly suggests monetizing unique data sets via an internal debt/credit fund akin to CircleUp. Dezarellis dismisses the premise, arguing Convert Group must remain neutral like Nielsen and Switzerland to maintain brand trust. | |
| Famous Five Questions and Episode Conclusion | 5 | 1 | 1 | 1 | Standard Famous Five sequence characterized by friendly banter about sleeping four hours a night and drinking beer late in Greece, followed by Latka's rapid-fire executive summary of the business metrics. |