Real-time
Two-way sync
Changes in Apache Pinot or Macola ERP instantly reflect in both systems. No stale data, no manual imports.
Data warehouse ⇄ ERP
Apache Pinot to Macola ERP integration — real-time, two-way sync
Keep Apache Pinot 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.
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Adopted by fast-scaling companies moving mission-critical data in real time
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Why teams connect Apache Pinot and Macola ERP
Put Macola ERP's records in Apache Pinot 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 Apache Pinot next to everything else the company measures.
Stacksync syncs Bills of Material, Work Orders, Customers, Vendors from Macola ERP into tables in Apache Pinot continuously, managing API limits and schema drift along the way. The connection is bi-directional, so values computed in Apache Pinot can be written back to fields in Macola ERP where that is useful.
Common use cases
- 01 Sync Pinot aggregates into a warehouse to join low-latency metrics with modeled historical data.
- 02 Serve user-facing analytics from Pinot while syncing daily rollups to finance and ops tools.
- 03 Mirror item availability and inventory into an ecommerce storefront or customer portal.
- 04 Replicate GL and AR data into a warehouse for consolidated financial reporting.
Common sync patterns
Where Macola ERP runs operations: order and supply analysis
Operational records become queryable tables in Apache Pinot, joinable with sales and finance data.
Group reporting across systems
Combine Macola ERP's records with data synced from other systems in Apache Pinot for consolidated views no single system can produce.
Write-back where Macola ERP exposes writable fields
Classifications or reference values computed in Apache Pinot sync back onto the corresponding records in Macola ERP.
What you can sync between Apache Pinot 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.
| Apache Pinot objects | Macola ERP objects | How this pairing syncs | |
|---|---|---|---|
| Schemas Column definitions (dimensions, metrics, time columns) mapped during integration setup. | Sales Orders Order entry documents created from web or CRM orders and read back for status. | Schemas is specific to Apache Pinot and Sales Orders to Macola ERP — each maps to any object or custom field on the other side. | |
| Segments Immutable data files that batch ingestion uploads and the cluster serves. | Purchase Orders Procurement documents reconciled against receiving and vendor systems. | Segments is specific to Apache Pinot and Purchase Orders to Macola ERP — each maps to any object or custom field on the other side. | |
| Real-time Tables Tables fed continuously from streams like Kafka, including upsert-enabled tables. | Invoices AR documents synced to billing, CRM, and reporting destinations. | Real-time Tables is specific to Apache Pinot and Invoices to Macola ERP — each maps to any object or custom field on the other side. | |
| Offline Tables Batch-loaded tables merged with real-time data at query time. | GL Accounts & Journal Entries Financial ledger data replicated to warehouses for reporting. | Offline Tables is specific to Apache Pinot and GL Accounts & Journal Entries to Macola ERP — each maps to any object or custom field on the other side. | |
| Indexes Inverted, range, and star-tree indexes that determine which sync queries run at low latency. | Bills of Material Manufacturing structures read for planning and costing integrations. | Indexes is specific to Apache Pinot and Bills of Material to Macola ERP — each maps to any object or custom field on the other side. | |
| Tenants Logical groupings that isolate workloads on shared clusters. | Work Orders Shop-floor production orders tracked for status and completion syncs. | Tenants is specific to Apache Pinot and Work Orders to Macola ERP — each maps to any object or custom field on the other side. |
How changes propagate between Apache Pinot and Macola ERP
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.
Apache Pinot Macola ERP Interval-based propagation
DetectionStacksync polls Apache Pinot for changes on an incremental schedule, reading only records changed since the previous pass. Data enters Pinot via streaming ingestion or segment upload, not row-level writes.
DeliveryEach detected change is applied to Macola ERP as a row-level write, with types converted between the two schemas.
Macola ERP Apache Pinot Sub-second propagation
DetectionChanges in Macola ERP are captured at the source via change data capture — no polling loop against its API. CDC or change tracking on the underlying SQL Server database, or timestamp-based polling.
DeliveryEach detected change is applied to Apache Pinot as a row-level write, with types converted between the two schemas.
Rate-limit considerations
- Apache Pinot: No fixed API quotas; query throughput depends on broker and server sizing.
What ships with Apache Pinot ⇄ Macola ERP
Connect Apache Pinot and Macola ERP for flexible, real-time data sync.
Real-time sync, workflow automation, event queues, EDI, and monitoring, for every Apache Pinot–Macola ERP connection.
No-code + pro-code
Workflow automation
Trigger automated workflows whenever Apache Pinot 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 Apache Pinot or Macola ERP record.
Observability
Monitoring
Track your Apache Pinot ⇄ 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 Apache Pinot and Macola ERP.
How the Apache Pinot and Macola ERP connectors work
Apache Pinot
- Integration surface
- REST API (SQL queries via the broker; administration via the controller); JDBC client available
- Authentication
- Deployment-dependent: HTTP basic authentication or token-based auth where enabled
- Change detection
- Not applicable for reads out (polling by time column); data enters Pinot via streaming ingestion or segment upload, not row-level writes
- Capabilities
- read · write
- Rate limits
- No fixed API quotas; query throughput depends on broker and server sizing
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 Apache Pinot 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.
- 01
Connect your apps
Authenticate Apache Pinot 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.
Apache Pinot
connected
Macola ERP
connected
OAuth 2.0SSH tunnelSSL certificateVPC peering - 02
Choose tables
Pick the Apache Pinot 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.
objects · Apache Pinot ⇄ Macola ERPCustomers 12,480Sales Orders 8,213Invoices 5,902Items 1,344 - 03
Map fields
Fields map automatically even when names and types differ. Stacksync handles transformation and type casting for you, zero configuration required.
Apache Pinot Macola ERPCompany company_name textEmail email textAmount amount numericCreated created_at timestamp
FAQ
Apache Pinot and Macola ERP integration FAQ
-
Yes. Stacksync provides a managed, real-time two-way integration between Apache Pinot and Macola ERP: authenticate both systems, choose the objects to sync (such as Apache Pinot's Schemas and Segments), map fields visually, and changes propagate both ways in milliseconds — no code required.
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Yes — Stacksync ships production-grade connectors for both Apache Pinot and Macola ERP. The connectors handle authentication, schema detection, rate limits, and retries; you configure the sync, and Stacksync operates it.
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Change detection on Apache Pinot: Not applicable for reads out (polling by time column); data enters Pinot via streaming ingestion or segment upload, not row-level writes. On Macola ERP: CDC or change tracking on the underlying SQL Server database, or timestamp-based polling. Each detected change propagates to the other side in milliseconds, with field-level conflict resolution and an inspectable event log.
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On the Apache Pinot side: Segments, Real-time Tables, Offline Tables, Indexes, plus custom fields where Apache Pinot exposes them. On the Macola ERP side: Bills of Material, Work Orders, Customers, Vendors. Stacksync auto-detects both schemas and converts types between the two systems.
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Yes. Each object mapping can be bidirectional or restricted to a single direction (both systems accept writes). Read-only mirrors, one-way pushes, and full two-way sync can be mixed in the same integration.
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Common patterns for Apache Pinot and Macola ERP: Where Macola ERP runs operations: order and supply analysis; Group reporting across systems; Write-back where Macola ERP exposes writable fields. Operational records become queryable tables in Apache Pinot, joinable with sales and finance data.
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.
SOC 2 Type II
ISO 27001
HIPAA BAA
GDPR
CCPA
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:
Related integrations
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