Combined Reporting: Shopify + GitHub

How do you get one set of numbers you can trust? askotter reads Shopify and GitHub together and answers it for your business, by text.

● Shopify · LIVE + ● GitHub · LIVE Combined Reporting

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the short answer

How does combined reporting with Shopify and GitHub work for a small business?

askotter reads Shopify and GitHub side by side so it can combine your accounts into one clean report you can ask questions of. One report covering every connected account, cleaned up and answerable by text.

Read the full answerShow less

The owner asks follow-up questions by text.

From Shopify: Orders and revenue, Product performance, Customer profiles and segments.
From GitHub: Commits and pull requests, Deployment events, Release tags.
Status: Both connect today.
Not for: Replacing Shopify or GitHub. Both keep working exactly as they do now.

the problem

How do you get one set of numbers you can trust?

GA4 says one thing, Stripe says another, and your booking system disagrees with both. Matching them by hand takes hours, and the answer is still fuzzy.

How askotter handles it

askotter reads Shopify and GitHub side by side, so it can combine your accounts into one clean report you can ask questions of.

A person checks the result before it reaches you. This is part of our conversion rate optimization work.

matching the records

How Shopify and GitHub records line up

Shopify and GitHub share no customer or visit identifier. askotter puts them on one timeline instead, so a change in Shopify orders can be read against what GitHub recorded in the same hours.

What combined reporting uses from each

Combined reporting needs a shared identifier or a shared time grain.

From Shopify that means order IDs and customer emails. From GitHub it means deploy timestamps.

What each tool sees on its ownShow less

Shopify on its own

Shopify sees the order and the landing page. It has no view of the ad impressions, emails or searches that came before that session.

Timing. Shopify writes each order the moment it is placed, including the landing page and referring site of the session that bought.

Access. Read-only access through the Shopify Admin API, approved from the store admin.

GitHub on its own

GitHub knows what code changed and when. It cannot tell you whether that change cost you leads or sales.

Timing. GitHub timestamps every commit, merge and deployment to the second.

Access. A GitHub App or token with read access to the repositories you choose.

Related guides

Which Integrations Are Worth Connecting. An integration earns its place when it changes a decision. Most of them just move data from one screen you ignore to another.
How to Get Your Business Into Google AI Overviews. The box above the results is the new first position.

Services that use these connections

Local SEO services Google Ads management Answer engine optimization Website design for small business Digital marketing pricing

Other analyses: Shopify + GitHub

Revenue Attribution Customer Journey Mapping Anomaly Detection Predictive Forecasting Root Cause Analysis Campaign Optimization Customer Retention

questions

Questions about Shopify + GitHub

Do I need a developer to connect Shopify and GitHub?

No. Most accounts connect with a sign-in, and the rest take a file export.

How is askotter's Combined Reporting different from what Shopify shows on its own?

Shopify only sees its own numbers. askotter reads Shopify and GitHub together and can answer the question: How do you get one set of numbers you can trust?

Connect Shopify + GitHub. Five minutes.

Plans are on the digital marketing pricing page.

Self-managed is $99/mo and scales with the compute you use. Our team runs it from $600/mo.