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Accounting and finance ⇄ Data warehouse

Recurly to Starburst Enterprise integration — real-time, two-way sync

Keep Recurly and Starburst Enterprise in sync without custom scripts. Cut weeks of integration work, eliminate silent data drift, and give your team a single, reliable source of truth.

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Adopted by fast-scaling companies moving mission-critical data in real time

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Why teams connect Recurly and Starburst Enterprise

Land the financial records from Recurly in Starburst Enterprise continuously, and write results back, without building or maintaining a pipeline.

Finance data belongs in the warehouse: revenue, invoices, payments, and customers joined with everything else the business measures. Getting it there usually means an extraction pipeline that breaks quietly and delivers yesterday's numbers.

Stacksync syncs Billing Info, Measured Units and Usage, Accounts, Subscriptions from Recurly into tables in Starburst Enterprise in real time, and the connection works in both directions: values computed in Starburst Enterprise can be written back to fields in Recurly where you want them operational. Schema changes are handled, API limits are managed, and the sync is something you configure rather than code you maintain.

Common use cases

  • 01 Post usage records to Measured Units on metered Subscriptions from a metering database before each bill run.
  • 02 Sync Accounts and Subscriptions bi-directionally with Postgres so product and provisioning systems read live entitlement state and write plan or seat changes back to Recurly.
  • 03 Read federated views that join warehouse, lake, and database tables, then sync the result into operational tools like a CRM
  • 04 Expose Iceberg or Hive lake tables to sync jobs through one SQL endpoint without moving the data first

Common sync patterns

Revenue joined with everything else

Analysts combine Recurly's financial records with product, marketing, or operational data already in Starburst Enterprise for reporting the finance system cannot do alone.

Write-back of computed fields

Scores or segments computed in Starburst Enterprise, like payment-risk flags or customer tiers, sync back onto records in Recurly where the finance team can act on them.

Queryable history for audit and reconciliation

A continuously synced copy in Starburst Enterprise gives you a durable, queryable record of financial data for month-end and audit questions.

What you can sync between Recurly and Starburst Enterprise

Representative objects on each side — any object or custom field can map to any target. Schemas are auto-detected; types are converted between the two systems.

Recurly objects Starburst Enterprise objects How this pairing syncs
Accounts Customer/billing entity records keyed by account_code; the anchor most subscriptions and invoices hang off. Synced two-way with CRM accounts or a customer database. Views Engine-level SQL views used to shape federated data before syncing it out. Accounts is specific to Recurly and Views to Starburst Enterprise — each maps to any object or custom field on the other side.
Subscriptions Recurring subscription records tied to an Account and a Plan, with state, term, and next-bill date. Core object, synced two-way to drive provisioning and reporting. Materialized views Precomputed results that make repeated sync reads cheaper. Subscriptions is specific to Recurly and Materialized views to Starburst Enterprise — each maps to any object or custom field on the other side.
Plans The product and pricing catalog (plan codes, intervals, add-ons); usually mastered in Recurly and read out, or mirrored from a product database. Columns Typed per the Trino type system, mapped from each source's native types. Plans is specific to Recurly and Columns to Starburst Enterprise — each maps to any object or custom field on the other side.
Invoices Charge and credit billing documents; read-heavy for revenue reporting, and creatable through Purchases for one-off charges. Catalogs Each catalog maps to a connector (Iceberg, Hive, PostgreSQL, and others) exposing an external source. Invoices is specific to Recurly and Catalogs to Starburst Enterprise — each maps to any object or custom field on the other side.
Transactions Individual payment attempts — captures, refunds, and voids; typically read into a warehouse for reconciliation and dunning analysis. Schemas Namespaces within a catalog, mirroring the underlying source's databases or schemas. Transactions is specific to Recurly and Schemas to Starburst Enterprise — each maps to any object or custom field on the other side.
Line Items One-time charges and credits on an account outside a subscription; synced for accurate revenue and adjustment reporting. Tables Queryable relations; writes pass through to sources whose connectors support them. Line Items is specific to Recurly and Tables to Starburst Enterprise — each maps to any object or custom field on the other side.

How changes propagate between Recurly and Starburst Enterprise

Each direction of the sync is driven by what the source system can signal and what the destination accepts — detection, delivery, and expected latency below.

Recurly Starburst Enterprise Sub-second propagation

DetectionRecurly notifies Stacksync of record changes through webhook events. Webhooks (JSON or XML, one format per endpoint) for account, subscription, payment, and invoice events, plus incremental polling of list endpoints.

DeliveryEach detected change is applied to Starburst Enterprise as a row-level write, with types converted between the two schemas.

Starburst Enterprise Recurly Interval-based propagation

DetectionStacksync polls Starburst Enterprise for changes on an incremental schedule, reading only records changed since the previous pass. Query-based polling.

DeliveryEach detected change is written to Recurly through its API, with automatic retries and rate-limit backoff.

Rate-limit considerations

  • Recurly: Production sites default to 1,000 requests/min with only GET requests counting toward the limit; sandbox sites 400/min with all requests counting; the limit is a sliding 5-minute window, X-RateLimit headers report the quota, and breaches return HTTP 429.
  • Starburst Enterprise: Throughput is governed by cluster sizing and resource groups rather than API quotas.
What ships with Recurly ⇄ Starburst Enterprise

Connect Recurly and Starburst Enterprise for flexible, real-time data sync.

Real-time sync, workflow automation, event queues, EDI, and monitoring, for every Recurly–Starburst Enterprise connection.

Real-time

Two-way sync

Changes in Recurly or Starburst Enterprise instantly reflect in both systems. No stale data, no manual imports.

No-code + pro-code

Workflow automation

Trigger automated workflows whenever Recurly or Starburst Enterprise data changes, update records, fire webhooks, or kick off sequences without brittle API scripts.

At scale

Event queues

Handle millions of events per minute without losing a single Recurly or Starburst Enterprise record.

Observability

Monitoring

Track your Recurly ⇄ Starburst Enterprise sync health, view errors, and replay failed events in one click.

Trading partners

EDI

Transform legacy EDI complexity into simple database interactions between Recurly and Starburst Enterprise.

How the Recurly and Starburst Enterprise connectors work

Recurly

Integration surface
REST API (V3, date-versioned; legacy V2 XML API also exists)
Authentication
API key via HTTP Basic auth (key as username, blank password); keys are per-site, with separate sandbox and production keys
Change detection
Webhooks (JSON or XML, one format per endpoint) for account, subscription, payment, and invoice events, plus incremental polling of list endpoints sorted by updated_at with begin_time/end_time filters
Capabilities
read · write · webhooks
Rate limits
Production sites default to 1,000 requests/min with only GET requests counting toward the limit; sandbox sites 400/min with all requests counting; the limit is a sliding 5-minute window, X-RateLimit headers report the quota, and breaches return HTTP 429.

Starburst Enterprise

Integration surface
ANSI SQL over JDBC/ODBC drivers and the Trino client REST protocol
Authentication
Deployment-dependent: username/password, LDAP, OAuth 2.0, or Kerberos
Change detection
Query-based polling; Starburst is a query engine and exposes no change log of its own
Capabilities
read · write
Rate limits
Throughput is governed by cluster sizing and resource groups rather than API quotas
How it works

How to connect Recurly to Starburst Enterprise — three steps, no code

Configure and sync within minutes, no code. Whether you sync 50k or 100M+ records, Stacksync handles the queues, infra, and plumbing. Integrations are non-invasive and need zero setup on your systems.

  1. 01

    Connect your apps

    Authenticate Recurly and Starburst Enterprise with each platform's native method — OAuth, API keys, or service accounts — plus secure options like SSH tunneling, IP whitelisting, and VPC peering.

    • OAuth 2.0
    • SSH tunnel
    • VPC peering
    Recurly connected
    Starburst Enterprise connected
    OAuth 2.0
    SSH tunnel
    SSL certificate
    VPC peering
  2. 02

    Choose tables

    Pick the Recurly and Starburst Enterprise objects to sync — Stacksync auto-detects both schemas, including custom fields where the platform exposes them. Sync to existing tables, or let Stacksync create new ones with ideal data types.

    • Standard objects
    • Custom objects
    • Auto-schema
    objects · Recurly ⇄ Starburst Enterprise
    Customers 12,480
    Sales Orders 8,213
    Invoices 5,902
    Items 1,344
  3. 03

    Map fields

    Fields map automatically even when names and types differ. Stacksync handles transformation and type casting for you, zero configuration required.

    • Auto-map
    • Type casting
    • Transforms
    Recurly Starburst Enterprise
    Company company_name text
    Email email text
    Amount amount numeric
    Created created_at timestamp
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FAQ

Recurly and Starburst Enterprise integration FAQ

SECURITY

Security teams trust Stacksync

As a data company, we understand the importance of keeping your data secure. Stacksync is built with security best practices to keep your data safe at every layer, and is DPF-certified for US, EU, UK and CH data transfers.

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DPF US-EU-UK-CH
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SSO & SCIM

Let your users access Stacksync from your centralized user management systems. Works with Okta, Azure, Google SSO and more.

Alerts

Immediately get alerted about record syncing issues over email, Slack, PagerDuty and WhatsApp. Resolve issues from a centralized dashboard with retry and revert options.

Secure connection options

Securely connects to your systems with:

OAuth 2 SSH Tunnelling SSL certificates IP Whitelisting VPN gateway VPC peering and more

Related integrations

Every pair below is a real-time, two-way sync. Search all 431 integrations available for Recurly and Starburst Enterprise.

Popular · 6 of 431
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