Accessing Sessions, Add to Cart & Conversion Metrics via GraphQL API

Data and Analytics

Topic summary

Seeking a programmatic way to access storefront behavior metrics via Shopify GraphQL, specifically sessions, add to cart events, checkout initiations, and conversion/funnel metrics for analytics and reporting.

Current state: Using Admin GraphQL API and Shopify Analytics dashboards, but cannot find any GraphQL endpoint or schema exposing session-level or funnel metrics comparable to Analytics or Live View.

Key questions:

  • Does any GraphQL API (Admin or otherwise) provide sessions, add to cart counts, checkout started, or conversion rate/funnel metrics?
  • If not, what’s the recommended approach: ShopifyQL, Reports API, or Web Pixels/Customer Events?
  • What rate limits, permissions, or plan-level restrictions apply to accessing these analytics data points?
  • Is there an official roadmap or documentation about exposing these metrics via GraphQL?

Use case: Internal BI dashboards, CRO analysis, and daily automated reporting. Status: No answers yet; guidance and best practices requested; unresolved.

Summarized with AI on December 26. AI used: gpt-5.
1

I am working on custom analytics and reporting for our Shopify store and need clarity on how to fetch storefront behavior metrics such as:

  • Sessions

  • Add to Cart events

  • Checkout initiations

  • Conversion-related metrics

using Shopify GraphQL APIs.

Current Understanding

  • We are already consuming data via Admin GraphQL API and Shopify Analytics dashboards.

  • However, we are unable to identify a GraphQL endpoint or schema that exposes session-level or funnel metrics (similar to what is visible in Shopify Analytics or Live View).

Specific Questions

  1. Is there any GraphQL API (Admin or otherwise) that provides:

    • Sessions

    • Add to Cart counts

    • Checkout started

    • Conversion rate / funnel metrics

  2. If not available directly via GraphQL:

    • What is the recommended approach to fetch these metrics programmatically?

    • Should we rely on ShopifyQL, Reports API, or Web Pixels / Customer Events?

  3. Are there any rate limits, permissions, or plan-level restrictions for accessing these analytics data points?

  4. Is there an official roadmap or documentation reference for exposing these metrics via GraphQL in the future?

Use Case

We need these metrics for:

  • Internal BI dashboards

  • CRO analysis

  • Daily automated reporting without manual exports

Any guidance, documentation links, or best practices would be highly appreciated.

Thank you for your support.

Best regards,
Manish Rustagi

2

Shopify’s Admin GraphQL API is not designed to return aggregated “live” sessions or funnel behavior directly. Those metrics are calculated abstractions rather than simple database records.

3

Heyy @Manish1974!

At the moment, Shopify does not expose sessions or Add to Cart conversion metrics via the GraphQL Admin API. Those metrics are available in the Shopify Admin analytics UI, but they aren’t retrievable programmatically through GraphQL.

What you can do instead:

  • Use Google Analytics (GA4) or another analytics tool to track sessions, add-to-cart events, and conversion rates via their APIs.
  • Pull orders, line items, and checkout data from Shopify’s API and calculate partial conversion metrics on your own.
  • For storefront behavior, rely on client-side tracking (pixels or events) rather than the Admin API.
4

Hi Manish,

You are correct in your assessment, as far as I know Shopify does not expose session-level or funnel metrics (sessions, add-to-cart, checkout started, conversion rate) directly via the Admin GraphQL API. These metrics are derived analytics, not first-class transactional entities.

I would like to suggest to look at our tracking & reporting solution - it may be a possible way for you to gain programmatic access to daily product - level analytics for your stores.

How Datma approaches this

Datma tracks and exposes analytics by combining event-level data ingestion with derived reporting, rather than relying on Shopify’s aggregated analytics endpoints.

At a high level:

  1. Event ingestion

    • We consume Shopify Web Pixels / Customer Events (page views, add_to_cart, checkout_started, etc.) where available.

    • These events are stored at the raw, timestamped level.

  2. Transactional data

    • Orders, checkouts, line items, fulfillments, etc. are ingested via the Admin API (GraphQL / REST where applicable).

  3. Metric derivation

    • Funnel metrics (sessions, add-to-cart rate, checkout initiation, conversion) are computed downstream from raw events + order data.

    • This mirrors how Shopify Analytics works internally, but gives us full control and consistency for BI and automation.

  4. Reports API

    • Datma exposes a simple Reports API ( doc here ) that returns pre-aggregated, queryable metrics (daily sessions, conversion rates, product funnels, etc.) without requiring clients to re-implement attribution or funnel logic.

    • This API is designed for BI dashboards, scheduled exports, and automated reporting.

Let me know what you think or if you have any questions.
Peter - Datma ( view a demo: https://demo.datma.io/shopify/reporting/metrics/All_Products )