The data layer of software that runs the store
Independent reviews of platform, lifecycle, retention, and analytics tools — written by operators who manage the SKUs, the customer file, and the unit economics.
Featured Queries
This release's selected returns
Three platforms reviewed in depth — tested against the operational realities of mid-stage and growth-stage DTC.
Shopify 2026 — Operator Review
Our team has run Shopify across DTC catalogs from $1M to $50M GMV. The platform earns its take rate — but the limits show in specific places that are worth knowing in advance.
Klaviyo — What Scales, What Doesn't
Klaviyo is still the default ESP for ecommerce. The segmentation engine carries the value; the SMS pricing and AI feature creep are where operators need to push back.
The Ecommerce Tech Stack
Seven categories — platform, ESP, SMS, reviews, subscriptions, analytics, helpdesk — and the specific platforms our team specifies for DTC brands above $10M GMV.
Schema
How EcommerceOperator is written
Operator perspective
Every query is run by a team that has actually deployed the platform across SKUs, channels, and customer files — not by reviewers reading vendor pricing pages.
GMV-aware tests
Tools that work at $500k GMV collapse at $50M. We measure where each platform breaks — and which adjacent system has to absorb the load.
Transparent unit economics
Take rate, per-event cost, list-overage tiers, third-party app fees — surfaced explicitly so the contract stops being a surprise at renewal.