AxiaOS vs. Saras Analytics
Two products under one roof: Daton, an ELT and connector layer, and Pulse, a dashboard and analytics layer. Historically rooted in Amazon-seller analytics, now marketed to DTC brands from $2M to $100M+ GMV.
The questions worth asking before you sign
Can you actually get into your own warehouse?
Direct data warehouse access (bring your own warehouse or BigQuery) is listed only under the $50M+ Enterprise tier. SQL access is a paid add-on even on the Growth tier below that. Most growth-stage brands sit below $50M in revenue and stay dashboard-locked despite the “own your data” pitch.
Full access to your own Google Cloud account from day one, at any revenue level.
Is the attribution deterministic?
The entry Lite tier runs standard last-click. Enterprise adds advanced multi-touch attribution and ML forecasting, explicitly algorithmic.
Every number traces to a real event, at every tier. There's only one tier.
Is pricing transparent below Enterprise?
Growth and Enterprise tiers are quote-only, book a pricing conversation. No self-serve pricing exists above the entry Lite tier.
A clear structure, agreed upfront.
Does the reporting reconcile to finance?
Saras publishes content acknowledging the ROAS-versus-contribution-margin problem conceptually, but no documented reconciliation engine tying results to ledger or P&L.
Reconciliation to your actual books is the starting point, not a blog post about the problem.
Saras and its Daton connector layer carry strong G2 sentiment, 4.7 out of 5 with 83% five-star reviews, on setup and support responsiveness, plus broad connector coverage. It's a credible option for brands with true omnichannel needs, especially Amazon-heavy sellers, who don't need SQL-level warehouse access below the $50M mark.
If Saras says I own my data, why does it matter that warehouse access is gated by revenue tier?
Because “own your data” and “have SQL access to your warehouse” aren't the same claim below $50M in revenue on Saras. Most growth-stage brands stay dashboard-locked at that size, whatever the marketing implies. AxiaOS gives full warehouse access from the first day, regardless of revenue.