Ecommerce reporting comparison

Triple Whale vs a custom data warehouse: which one does your brand need?

Triple Whale is attribution and dashboards for Shopify brands. A custom warehouse is one source of truth across every channel. Many brands end up running both.

Linus TseGreyfield DataFacts last checked November 3, 2026

Contents 10 sections

The short answer

If you sell mostly on Shopify and your main question is which ads are working, start with Triple Whale. It is faster and cheaper than any warehouse project and has a pixel we do not. A custom warehouse earns its cost when Amazon, TikTok Shop, wholesale, or retail are a large share of revenue and finance needs one set of numbers. We have run Triple Whale data into a client warehouse, so this is often both, not either.

How Triple Whale and a custom warehouse differ

01
Marketing answers vs business answers
Triple Whale tells you which ads drove orders. A warehouse tells you what you actually earned across every channel, after refunds, fees, and costs.
02
Days vs weeks
Triple Whale runs within days on a free or GMV-priced plan. A warehouse takes weeks and a project budget, because matching records and rules is the slow part.
03
Your data or theirs
Triple Whale keeps data in its managed warehouse, with export to yours as a paid add-on. A custom build lives in your own Snowflake from day one.

Pricing at a glance

Triple Whale

Triple Whale (independent, venture-backed; no acquisition found)

Shopify-first ecommerce analytics and attribution platform built around its own tracking pixel, prebuilt dashboards and the Moby AI agent layer. Aimed at DTC brands that mainly sell through Shopify and spend heavily on paid social and search.

Pricing model: Revenue-based (annual GMV bands) plus AI usage credits
Published starting price: Free plan $0; Foundation from about $219/month (under $250K GMV) per a July 2026 third-party snapshot of Triple Whale's pricing; Triple Whale's own help center says prices vary by GMV and does not list them
Free tier: Yes - Free plan with core integrations including Amazon, Triple Pixel, first/last-click attribution, Moby Chat, 12-month lookback
What drives cost: Current plan names are Free, Foundation, Automate and Enterprise (help center). Third-party snapshot (July 2026): Foundation $219/mo under $250K GMV, $549/mo at $1M-$2.5M, $2,529/mo at $15M-$20M; Automate $749/mo under $250K, $1,349/mo at $1M-$2.5M, $4,199/mo at $15M-$20M; $20M+ is quote-only. Enterprise is custom and generally aimed at about $10M+ GMV. Annual prepay advertised as two months free; paid plans described as 12-month commitments. Add-ons: Data Warehouse Sync (contact sales), Conversion and Retention add-ons, Compass/Unified Measurement (MMM, incrementality), extra Moby usage. The live pricing page renders inconsistent legacy price blocks, so exact figures should be confirmed with a quote.

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 Triple Whale
Feature	Custom warehouse (Greyfield)	Triple Whale
Shopify Native Shopify connector.	Yes Through a managed connector such as Fivetran or Airbyte. source	Yes Core platform; Shopify-first source
Amazon Seller Central Native Amazon connector.	Yes Orders, settlements, and fee events. source	Yes Amazon NA, EU and FE listed; included in the Free plan's integrations source
TikTok Shop Native TikTok Shop connector.	Yes Modeled alongside Shopify and Amazon. source	US only, paid plans Paid plans only, US stores only; platform/affiliate fees and customer-level metrics not yet included 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	Enterprise plan ShipBob and ShipStation listed; no NetSuite/ERP/POS listed; retail and wholesale data offered on Enterprise source

Marketing

Marketing: Custom warehouse (Greyfield) and Triple Whale
Feature	Custom warehouse (Greyfield)	Triple Whale
Ad platform spend Meta, Google, and TikTok ad spend connectors.	Yes Ad spend modeled next to orders. source	Yes Meta, Google, TikTok plus Snapchat, Pinterest, Microsoft Ads, Criteo and others source
Tracking pixel + attribution Its own pixel and multi-touch attribution models.	No Attribution from a dedicated tool can be loaded in. source	Yes Triple Pixel with multi-touch attribution on Foundation and up; free plan has first/last click source
MMM / incrementality Marketing mix modeling or incrementality testing.	No Not part of a standard build.	Enterprise plan MMM, incrementality and GeoLift via Compass on Enterprise source

Profit and customers

Profit and customers: Custom warehouse (Greyfield) and Triple Whale
Feature	Custom warehouse (Greyfield)	Triple Whale
Profit with COGS and fees Contribution margin after product cost, shipping, and fees.	Yes Fees, refunds, and cost timing defined in dbt. source	Yes Profitability analysis listed on pricing page; ShipBob adds fulfillment costs source
LTV and cohorts Lifetime value, cohort, and retention analysis.	Yes Contribution-margin LTV by acquisition channel. source	Yes Cohort analysis and 60/90-day LTV analysis listed source
Subscription analytics Recharge or other subscription reporting.	Yes Recharge renewals and skips modeled as events. source	Yes Subscription tracking on Foundation; Recharge and Skio connectors source
Custom metric definitions Define your own metric logic.	Yes Definitions live in dbt models you own. source	Yes Custom metrics included in Foundation source

Data access

Data access: Custom warehouse (Greyfield) and Triple Whale
Feature	Custom warehouse (Greyfield)	Triple Whale
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 Managed warehouse queryable with in-app SQL; export to your own Snowflake/BigQuery is a paid add-on source
SQL in the product Write SQL inside the product.	Yes Full SQL in Snowflake and in Sigma. source	Yes SQL analysis inside Triple Whale on Foundation and up 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 Moby chat, automations and approval-gated actions; read-only MCP server source
Mobile app A native mobile app.	Partly Depends on the BI tool you choose.	Yes Mobile app listed on pricing page, including free tier source

They answer different questions

Triple Whale is built around marketing. Its tracking pixel, attribution models, and ad-platform connectors tell you which campaigns drove orders, and its AI agents can act on that in your ad accounts with your approval.

A warehouse is built around the business. It brings orders, refunds, fees, inventory, ad spend, and costs from every channel into one model, with rules your team can read, so marketing, finance, and operations work from the same numbers.

Where packaged reporting runs out

Triple Whale is Shopify-first. Its TikTok Shop integration is US-only and leaves out platform and affiliate fees for now, and we found no NetSuite, ERP, or retail POS connectors on its integrations page. Retail and wholesale data are offered on its Enterprise plan.

Its attribution numbers are modeled estimates. That is fine for deciding where to spend, but they will not tie to the revenue in your accounting system, and they are not meant to.

The questions that send brands to a warehouse usually look like this: why do Shopify, finance, and marketing report different revenue, why does Amazon profit change after the sale, and how do we avoid counting the same order twice across channels.

Getting your data out

Triple Whale has a managed warehouse you can query with SQL inside the app. Syncing that data to your own Snowflake or BigQuery is a paid add-on. Its sync appends rows, so removing duplicates is your job, and you cannot edit the output schemas in place.

With a custom build the warehouse is yours from day one. Any BI tool, spreadsheet, or AI assistant you choose later can query it.

Cost and time

Triple Whale has a free plan and paid plans priced by annual GMV. It no longer shows consistent prices on its own site, so get a quote. Third-party snapshots put entry paid plans in the low hundreds of dollars a month for smaller brands, rising with revenue.

A warehouse project costs more up front and takes weeks, not days. Connectors are the quick part; matching records, history, and business rules take the time, as we explain in why reliable ecommerce reporting takes time. You also pay Snowflake, connector, and BI licences directly, and someone has to own the models afterward.

Running both

For one DTC apparel client, Triple Whale was one of the sources feeding the Snowflake warehouse alongside Shopify, Klaviyo, and returns data, and Power BI read from there. Marketing kept the attribution tool it liked, and the rest of the business got numbers that reconciled. The case study covers how we hardened that pipeline.

Where Triple Whale is better

Own first-party pixel (Triple Pixel) with multi-touch attribution and post-purchase surveys out of the box; a custom warehouse build has to license or build attribution separately
Prebuilt connectors for Shopify, Amazon, TikTok Shop and a long list of ad platforms (Meta, Google, TikTok, Snapchat, Pinterest, Microsoft and more), with no pipelines to maintain
Industry and peer benchmarks (Automate plan), which a single brand's own warehouse cannot produce
Sends first-party conversion data back to Meta, Google, TikTok and Klaviyo, which a reporting-only warehouse does not do without extra tooling
Free tier and self-serve start, so the cost of trying it is far below a consultant-led Snowflake + dbt + BI project
Moby AI agents can schedule reports and alerts and, with approval guardrails, act in connected ad platforms
Higher tiers add marketing mix modeling, incrementality and GeoLift testing (Compass / Enterprise), which most custom builds do not include

Who should pick which

Pick Triple Whale if

Shopify is most of your revenue and paid ads are your biggest lever.
You want a tracking pixel, attribution, and benchmarks against other brands.
You have no data engineer and need dashboards running this week.
You want AI agents that can act in your ad accounts with approval.

Pick a custom warehouse if

Amazon, TikTok Shop, wholesale, or retail are a large share of revenue.
Finance, marketing, and operations disagree on revenue, refunds, or margin.
You run several brands or stores and need the same definitions on each.
You want the data in a warehouse you own, usable by any tool later.

Recommendations by team

If you are	Pick	Why
Shopify DTC brand under about $10M, ads-led	Triple Whale	Pixel, attribution, and dashboards without a data team.
Brand selling on Shopify, Amazon, and TikTok Shop	A custom warehouse	One order and margin model across channels, without double counting.
Brand with wholesale or retail revenue	A custom warehouse	NetSuite, Faire, and POS data modeled next to online sales.
Multi-brand portfolio	A custom warehouse	The same definitions applied to every brand.
Growing brand whose marketing team loves Triple Whale	Both	Keep it for attribution and load its data into the warehouse for everyone else.

Recent changes to Triple Whale

2025-Q1 Moved from GMV-based annual tiers to monthly plans (Free/Starter/Advanced/Professional) per a pricing tracker; later replaced by the Foundation/Automate/Enterprise structuresource
2026-02 Added monthly AI credit allowances to plans, then removed them from plan feature lists in March; Compass add-on renamed Unified Measurement (per pricing tracker)source
2026-05 Launched Moby 2, positioned as an AI operating system with an autopilot mode that can act across media buying, creative and site conversionsource
2026-06 Retention add-on price cut from $79 to $19/month and Conversion add-on raised from $19 to $79/month (per pricing tracker)source
2026 Plans restructured into Free, Foundation, Automate and Enterprise with GMV-based pricing and a read-only MCP serversource

Questions people ask

Does a custom warehouse replace Triple Whale?

Yes, for reporting, if your questions are about revenue, margin, and inventory across channels. No, for attribution: we do not build a tracking pixel, so brands that rely on Triple Whale for ad decisions usually keep it and load its data into the warehouse.

Can Triple Whale send data to Snowflake?

Yes, through a paid Data Warehouse Sync add-on that supports Snowflake and BigQuery. The sync appends rows, so your team has to handle duplicates downstream.

Is Triple Whale accurate?

Its attribution is a model of which ads drove orders, which is useful for spending decisions. It is not reconciled accounting revenue, so expect it to differ from Shopify payouts and your books.

Do I need a data warehouse if I already have Triple Whale?

Not if Shopify is most of your business and the reports answer your questions. Brands usually add a warehouse when other channels grow, when finance needs reconciled margin, or when they run several brands.

How much does Triple Whale cost?

There is a free plan. Paid plans scale with annual GMV and Triple Whale does not show consistent prices on its own site, so ask for a quote. Third-party reviews describe paid plans as 12-month commitments even when billed monthly.

Sources and corrections

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