Stream data from Shopify (GraphQL) to Timescale
Sync your Shopify (GraphQL) data with Timescale 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.

Timescale connector details
The TimescaleDB materialization connector writes data from Estuary collections into TimescaleDB tables, making it easy to manage and query real-time, time-series workloads. Built on the PostgreSQL connector, it provides the same configuration experience with added support for Hypertables—TimescaleDB’s time-series optimized storage.
- PostgreSQL-compatible: Fully supports PostgreSQL features and syntax while extending for time-series optimization
- Hypertable support: Easily create Hypertables using custom SQL statements in the binding configuration
- Automatic table creation: Flow creates and manages tables within your TimescaleDB database automatically
- Flexible configuration: Supports both standard and delta updates for efficient data synchronization
- Ideal for time-series data: Perfect for IoT telemetry, metrics, financial data, and operational analytics
💡 Tip: Enable Hypertables by adding SELECT create_hypertable(‘table’, ‘timestamp_column’); in your binding configuration to unlock TimescaleDB’s performance benefits for time-series queries.
How to integrate Shopify (GraphQL) with Timescale 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 Timescale as Your Target
Choose Timescale 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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