Ecommerce reporting comparison

Daasity vs a custom data warehouse: packaged commerce models or built for you?

Daasity is the closest product to a custom build: managed pipelines and commerce models in your Snowflake or BigQuery. Here is how to choose between them.

Linus TseGreyfield DataFacts last checked November 3, 2026

Contents 10 sections

The short answer

Daasity and a custom build end up in a similar place: commerce data modeled in Snowflake or BigQuery with SQL access. Daasity gets you there with prebuilt models, retail and syndicated data connectors, and a monthly fee. A custom build costs a project instead, uses models written for your business, and lets you pick the BI tool. Brands with standard omnichannel needs should look hard at Daasity.

How Daasity and a custom warehouse differ

01
Prebuilt schemas vs your models
Daasity maintains unified commerce schemas and a contribution-margin foundation. A build writes the models around your rules.
02
Monthly fee vs project
Daasity lists plans from $1,499 a month. A build is a one-time project plus your own Snowflake and BI bills.
03
Looker vs your choice
Daasity serves dashboards through a Looker instance it manages. A build can use Sigma or the BI tool your team prefers.

Pricing at a glance

Daasity

Independent, privately held (San Diego, CA; founded 2017; no acquisition of Daasity found). Tim Vollman named CEO in 2025.

Daasity is a managed ELT and data-model product for consumer brands: it extracts Shopify, Amazon, marketing and retail data into a Snowflake or BigQuery warehouse, maintains unified commerce schemas on top, and serves prebuilt dashboards through a Daasity-managed Looker instance. It targets omnichannel brands (DTC, marketplace and retail/wholesale) that want warehouse-grade data without building pipelines themselves.

Pricing model: Flat monthly tiers on Daasity's site; Shopify App Store listing says usage charges are based on a rolling 3-month average of annualized revenue
Published starting price: Starter Essentials $1,499/month (Daasity pricing page); Shopify App Store listing shows from $1,899/month
Free tier: No free tier found on Daasity's own pricing page; Shopify App Store listing offers a 14-day free trial
What drives cost: Daasity pricing page lists Starter Essentials $1,499/mo (native connections, dashboards, reports), Essentials $1,999/mo (full data foundation with contribution margin), Enterprise custom (customization and consulting, for retail + DTC + digital brands), and a limited-time Syndicated Data + AI Analyst offer at $499/mo. All plans include a 30-day onboarding guarantee. The Shopify App Store listing separately shows from $1,899/month with revenue-based usage charges; PricingSaaS logged the listing's starting price rising from $399 to $1,899/month in April 2026. Warehouse compute/storage cost when using your own Snowflake or BigQuery: unknown (not stated). Setup time: Daasity offers a 30-day onboarding guarantee; no typical setup duration published.

Pricing source, checked November 3, 2026

Custom warehouse (Greyfield)

A Snowflake warehouse with dbt models and a BI layer (usually Sigma), built around your sources and your definitions, that you own after handover.

Pricing model: Project-based build, optional ongoing support
Published starting price: Scoped after a free consultation
Free tier: No
What drives cost: Warehouse, connector, and BI licences are billed by those vendors directly to you.

Pricing source, checked November 3, 2026

Feature comparison

"Not verified" means we could not confirm it from public docs, not that the feature is missing. Each cell links to the page we checked.

Sales channels

Sales channels: Custom warehouse (Greyfield) and Daasity
Feature	Custom warehouse (Greyfield)	Daasity
Shopify Native Shopify connector.	Yes Through a managed connector such as Fivetran or Airbyte. source	Yes Native Shopify / Shopify Plus extractor source
Amazon Seller Central Native Amazon connector.	Yes Orders, settlements, and fee events. source	Yes Amazon listed among core commerce integrations source
TikTok Shop Native TikTok Shop connector.	Yes Modeled alongside Shopify and Amazon. source	Beta Orders, finance, returns, products, promotions extracted, but integration is in beta and enabled per account source
Wholesale, retail, ERP, 3PL Native connectors for sources beyond the online store, such as NetSuite, Faire, retail POS, or a 3PL.	Yes Any source with a connector or export. source	Yes SPINS, NielsenIQ, Whole Foods/Kroger portals, UNFI/KeHE; NetSuite and retailer TPM as enterprise add-ons source

Marketing

Marketing: Custom warehouse (Greyfield) and Daasity
Feature	Custom warehouse (Greyfield)	Daasity
Ad platform spend Meta, Google, and TikTok ad spend connectors.	Yes Ad spend modeled next to orders. source	Yes Meta Ads and Google Ads listed; TikTok ads not confirmed in pages opened source
Tracking pixel + attribution Its own pixel and multi-touch attribution models.	No Attribution from a dedicated tool can be loaded in. source	Partly Eight attribution models incl. last-click, first-click, assisted and survey-based; no own tracking pixel described source
MMM / incrementality Marketing mix modeling or incrementality testing.	No Not part of a standard build.	Not verified Not mentioned on attribution page; a Promotion Predictor was in testing in Sept 2025 source

Profit and customers

Profit and customers: Custom warehouse (Greyfield) and Daasity
Feature	Custom warehouse (Greyfield)	Daasity
Profit with COGS and fees Contribution margin after product cost, shipping, and fees.	Yes Fees, refunds, and cost timing defined in dbt. source	Yes Contribution margin built into the Essentials plan data foundation source
LTV and cohorts Lifetime value, cohort, and retention analysis.	Yes Contribution-margin LTV by acquisition channel. source	Yes Cohort dashboards in the prebuilt report library source
Subscription analytics Recharge or other subscription reporting.	Yes Recharge renewals and skips modeled as events. source	Yes Recharge listed as a standard integration source
Custom metric definitions Define your own metric logic.	Yes Definitions live in dbt models you own. source	Yes Custom fields, calculated metrics and custom data marts supported source

Data access

Data access: Custom warehouse (Greyfield) and Daasity
Feature	Custom warehouse (Greyfield)	Daasity
Data in a warehouse you can query Your modeled data lands in Snowflake, BigQuery, or a hosted warehouse you can query with SQL.	Yes Your own Snowflake account. source	Yes Connects to your Snowflake or BigQuery warehouse; docs state full SQL access source
SQL in the product Write SQL inside the product.	Yes Full SQL in Snowflake and in Sigma. source	Yes Full SQL access for custom reports, metrics and data marts source
AI assistant Natural-language questions about your data.	Partly Depends on the BI tool; we have built text-to-SQL access for a client. source	Yes AI Analyst add-on: in-app chat plus read-only MCP connector; separately licensed source
Mobile app A native mobile app.	Partly Depends on the BI tool you choose.	Not verified No mobile app found in pages reviewed source

What Daasity does well

Its connector list goes beyond DTC into retail: syndicated data like SPINS and NielsenIQ, retailer portals, and distributor data, with NetSuite as an enterprise add-on. Contribution margin is part of its data foundation, SQL access is full, and an AI analyst add-on works in the app and through MCP. Every plan carries a 30-day onboarding guarantee.

For a brand selling DTC, on Amazon, and into grocery or specialty retail, that retail coverage is hard to match without a lot of custom work.

Where a build differs

Packaged schemas are a strength until your rules differ. Brands with unusual bundles, several brands with different cost structures, or finance teams with specific refund and cost timing needs end up customizing, which Daasity sells as Enterprise work. Its TikTok Shop connector is in beta.

Daasity’s own price, its Shopify App Store price, and third-party sites disagree, so get a written quote.

Where Daasity is better

Extractors and unified commerce schemas (orders, retail, marketing, and others) are built and maintained by Daasity, work a consultant would otherwise have to build in dbt and keep running
Data lands in a Snowflake or BigQuery warehouse with full SQL access, so the brand can still query and extend it, unlike closed ecommerce dashboards
Prebuilt connectors for hard-to-get retail sources: SPINS and NielsenIQ syndicated data, Whole Foods and Kroger portals, and UNFI/KeHE distributor data
Ready-made report library (flash, cohort, attribution, inventory, promotion analysis) on day one, backed by a 30-day onboarding guarantee on all plans
Reverse-ETL audiences that push segments to Meta, Google, Klaviyo, Attentive and Braze without a separate activation tool
AI Analyst add-on answers plain-English questions from governed metrics in-app or via an MCP connector for Claude, ChatGPT, Cursor and Codex

Who should pick which

Pick Daasity if

You sell DTC and into retail and need syndicated or retailer data.
Standard omnichannel commerce models fit your business.
You want a managed product with an onboarding guarantee.

Pick a custom warehouse if

Your rules for bundles, costs, or brands do not fit a standard schema.
You want Sigma or another BI tool instead of a managed Looker.
You would rather pay for a build once than a platform fee every month.

Recommendations by team

If you are	Pick	Why
CPG brand selling DTC and in grocery	Daasity	SPINS, NielsenIQ, and retailer portal data built in.
Omnichannel brand with standard needs	Daasity	Prebuilt models and margin with an onboarding guarantee.
Multi-brand portfolio with custom rules	A custom warehouse	Models written for each brand’s cost structure.
Finance team that wants Sigma	A custom warehouse	Spreadsheet workbooks and input tables on the same warehouse.

Recent changes to Daasity

2026-04 Shopify App Store starting price changed from $399/month to $1,899/month (logged by PricingSaaS)source
2026 Published plans: Starter Essentials $1,499/mo, Essentials $1,999/mo, Enterprise custom, plus Syndicated Data + AI Analyst at $499/mosource
2026 AI Analyst add-on documented with in-app chat and an MCP connector for Claude, ChatGPT, Cursor and Codex CLIsource
2025-09 Tim Vollman named CEO; Daasity One redesigned platform launched; conversational AI analyst and Promotion Predictor in testingsource
2024-11 Direct SPINS syndicated retail data integration announcedsource

Questions people ask

Does a custom warehouse replace Daasity?

They solve the same problem. Choose Daasity if its schemas and retail connectors fit; choose a build if your rules need custom models or you want a different BI layer.

How much does Daasity cost?

Its pricing page lists plans from $1,499 a month, with Enterprise quoted. Its Shopify App Store listing shows a higher starting price with revenue-based usage charges, so confirm in writing.

Sources and corrections

We checked these pages on the dates shown. Products change quickly. If you work at Daasity and something here is wrong or out of date, email linus@greyfielddata.com and we will fix it.