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Data warehouse ⇄ ERP

Databricks to Macola ERP integration — real-time, two-way sync

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

  • SOC 2 and 6 other compliance frameworks
  • POC with real engineers in minutes

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

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Why teams connect Databricks and Macola ERP

Put Macola ERP's records in Databricks as live tables for reporting and analysis, without extract jobs, and write results back where Macola ERP can use them.

ERP data is some of the most asked-for data in the warehouse and some of the hardest to get: the record types are many, the APIs are strict, and extract jobs are brittle. Whether Macola ERP carries financials, operations, workforce data, or all three, the analysis belongs in Databricks next to everything else the company measures.

Stacksync syncs Customers, Vendors, Items, Sales Orders from Macola ERP into tables in Databricks continuously, managing API limits and schema drift along the way. The connection is bi-directional, so values computed in Databricks can be written back to fields in Macola ERP where that is useful.

Common use cases

  • Use Change Data Feed to propagate only changed rows to downstream apps instead of full-table scans.
  • Serve ML feature outputs computed in Databricks to production apps through a synced operational store.
  • Replicate GL and AR data into a warehouse for consolidated financial reporting.
  • Push web or EDI orders into Macola order entry instead of rekeying them.

Where Macola ERP holds the books: finance reporting from live data

Financial records land in Databricks as they change, so period-end reporting queries current numbers rather than last night's extract.

Where Macola ERP is the HR system of record: workforce analytics

Worker and organization data syncs into Databricks for headcount, cost, and planning analysis alongside other company data.

Where Macola ERP runs operations: order and supply analysis

Operational records become queryable tables in Databricks, joinable with sales and finance data.

What you can sync between Databricks and Macola ERP

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.

Databricks objects Macola ERP objects
Volumes Unity Catalog file storage used for staging bulk loads. Invoices AR documents synced to billing, CRM, and reporting destinations.
SQL Warehouses The compute endpoint a sync connects to for query execution. GL Accounts & Journal Entries Financial ledger data replicated to warehouses for reporting.
Change Data Feed Row-level change records on Delta tables that drive incremental reads. Bills of Material Manufacturing structures read for planning and costing integrations.
Catalogs Top level of the Unity Catalog namespace, scoping which schemas a sync can address. Work Orders Shop-floor production orders tracked for status and completion syncs.
Schemas Group tables and views; syncs typically target a dedicated schema per source system. Customers Customer master records synced with CRMs so sales works from ERP truth.
Delta Tables The primary read and write target; operational data lands here as managed or external tables. Vendors Vendor master data aligned with procurement and AP tools.
What ships with Databricks ⇄ Macola ERP

Connect Databricks and Macola ERP for flexible, real-time data sync.

Real-time sync, workflow automation, event queues, EDI, and monitoring, for every Databricks–Macola ERP connection.

Real-time

Two-way sync

Changes in Databricks or Macola ERP instantly reflect in both systems. No stale data, no manual imports.

No-code + pro-code

Workflow automation

Trigger automated workflows whenever Databricks or Macola ERP 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 Databricks or Macola ERP record.

Observability

Monitoring

Track your Databricks ⇄ Macola ERP sync health, view errors, and replay failed events in one click.

Trading partners

EDI

Transform legacy EDI complexity into simple database interactions between Databricks and Macola ERP.

How the Databricks and Macola ERP connectors work

Databricks

Integration surface
SQL over JDBC/ODBC via SQL warehouses, plus a REST API including statement execution
Authentication
Personal access tokens or OAuth machine-to-machine credentials for service principals
Change detection
Delta Lake Change Data Feed for row-level changes; otherwise incremental polling on watermark columns
Capabilities
read · write · CDC
Rate limits
Throughput depends on the SQL warehouse size; API calls are subject to workspace rate limits

Macola ERP

Integration surface
SQL Server database access, with product-level integration interfaces in newer Macola versions
Authentication
Database credentials (SQL Server or Windows authentication)
Change detection
CDC or change tracking on the underlying SQL Server database, or timestamp-based polling
Capabilities
read · write · CDC
How it works

How to connect Databricks to Macola ERP — 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 Databricks and Macola ERP 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
    Databricks connected
    Macola ERP connected
    OAuth 2.0
    SSH tunnel
    SSL certificate
    VPC peering
  2. 02

    Choose tables

    Pick the Databricks and Macola ERP 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 · Databricks ⇄ Macola ERP
    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
    Databricks Macola ERP
    Company company_name text
    Email email text
    Amount amount numeric
    Created created_at timestamp
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FAQ

Databricks and Macola ERP integration FAQ

SECURITY

Security teams love 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.

Learn more about security
SOC 2 type II
ISO 27001
HIPAA BAA
GDPR
CCPA
CSA STAR
DPF US-EU-UK-CH
→ SECURITY WITH BENEFITS

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 386 integrations available for Databricks and Macola ERP.

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