Stream data from Shopify (GraphQL) to Firebolt
Sync your Shopify (GraphQL) data with Firebolt in minutes using Estuary Flow for real-time, no-code integration and seamless data pipelines.
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Shopify (GraphQL) connector details
The Shopify (GraphQL) connector captures data from your Shopify store’s GraphQL Admin API and streams it into Flow collections in near real time.
- Wide data coverage: Captures products, orders, customers, inventory, fulfillments, refunds, and more.
- GraphQL bulk query support: Uses Shopify’s bulk API to efficiently fetch large datasets without rate-limit issues.
- Flexible authentication: Supports both OAuth sign-in through the Flow web app and manual access tokens.
- Incremental replication: Continuously syncs new and updated records based on a configurable window size.
- Automatic schema mapping: Each Shopify resource maps to its own Flow collection for downstream use.
- Secure and scalable: Handles enterprise-scale Shopify data while maintaining API compliance and reliability.
💡 Note: For Shopify plans below the Grow tier, the API restricts access to customers, orders, and fulfillment_orders streams.

Firebolt connector details
The Firebolt materialization connector loads data from Estuary collections into Firebolt FACT or DIMENSION tables using a secure, high-performance pipeline. It stages JSON documents in Amazon S3, then leverages Firebolt’s external table mechanism to efficiently ingest and query data.
- Optimized data delivery: Writes Flow collection updates to Firebolt via S3-backed external tables for minimal latency
- Delta-based materialization: Operates in delta updates mode, perfectly suited for Firebolt’s insert-only architecture
- Seamless integration: Automatically maps Flow schemas to Firebolt FACT or DIMENSION tables
- Secure configuration: Supports IAM-based authentication for private S3 buckets
- Scalable performance: Designed to handle large-scale analytical workloads with Firebolt engines
- Enterprise-ready: Works seamlessly in Estuary’s Private and BYOC environments for full data control
💡 Tip: Use this connector to power ultra-fast analytics by streaming real-time Flow data into Firebolt, ideal for dashboards, event logs, and time-series reporting.
How to integrate Shopify (GraphQL) with Firebolt in 3 simple steps using Estuary Flow
Connect Shopify (GraphQL) as Your Real-Time Data Source
Set up a real-time source connector for Shopify (GraphQL) in minutes. Estuary captures change data (CDC), events, or snapshots — no custom pipelines, agents or manual configs needed.
Configure Firebolt as Your Target
Choose Firebolt as your target system. Estuary intelligently maps schemas, supports both batch and streaming loads, and adapts to schema changes automatically.
Deploy and Monitor Your End-to-End Data Pipeline
Launch your pipeline and monitor it from a single UI. Estuary Flow guarantees exactly-once delivery, handles backfills and replays, and scales with your data — without engineering overhead.
Estuary Flow in action
See how to build end-to-end pipelines using no-code connectors in minutes. Estuary Flow does the rest.
Why Estuary Flow is the best choice for data integration
Estuary Flow combines the most real-time, streaming change data capture (CDC), and batch connectors together into a unified modern data pipeline:

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Frequently Asked Questions
- Set Up Capture: In Estuary Flow, go to Sources, click + NEW CAPTURE, and select the Shopify (GraphQL) connector.
- Enter Details: Add your Shopify (GraphQL) connection details and click SAVE AND PUBLISH.
- Materialize Data: Go to Destinations, choose your target system, link the Shopify (GraphQL) capture, and publish.
What is Shopify (GraphQL)?
How do I Transfer Data from Shopify (GraphQL)?
What are the pricing options for Estuary Flow?
Estuary offers competitive and transparent pricing, with a free tier that includes 2 connector instances and up to 10 GB of data transfer per month. Explore our pricing options to see which plan fits your data integration needs.
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