DATA INTEGRATION

Key Takeaways At big-data scale, ETL lives or dies by throughput and resilience. Plan for high volume/variety/velocity, schema evolution, late-arriving events, idempotent writes & dedupe, smart partitioning, and CDC/streaming +...

Key Takeaways CRM ETL succeeds when it respects each CRM’s object model and API quotas. Plan for contacts/companies/accounts/leads/opportunities/custom objects , associations , deduplication & idempotent writes , schema evolution ,...

Key Takeaways Azure ETL is shaped by platform primitives and service limits. Successful pipelines account for ADLS/Synapse/SQL/Functions/Event Hubs , integration runtimes , schema drift , and cost-aware orchestration —plus options...

Key Takeaways SAP ETL is shaped by its application-layer interfaces and system limits. Successful pipelines account for BAPIs/RFCs/IDocs , HANA pushdown , complex table structures , and deduplication , with...

Key Takeaways HubSpot ETL is shaped by its CRM object model and API limits. Successful pipelines account for contacts/companies/deals/tickets/custom objects , associations , deduplication , and rate-limit-aware batching—plus options for...

Key Takeaways QuickBooks ETL is shaped by accounting entities and API limits. Successful pipelines account for invoices/bills/payments/journal entries , customers/vendors/items/accounts , report extracts , deduplication , and rate-limit-aware batching—plus options...

Key Takeaways Shopify ETL is shaped by its storefront objects and API limits. Successful pipelines account for orders/customers/products/inventory/metafields , associations (e.g., order ↔ customer), deduplication , and rate-limit-aware batching—plus options...

Debezium is a popular open-source change data capture (CDC) platform that streams database changes (originally via Kafka Connect). Some teams, however, look for alternatives that provide managed operations, simpler onboarding,...

Modern organizations need data integration platforms that deliver real-time capabilities, enterprise security, and comprehensive connector coverage. While Tapdata offers real-time data synchronization, many businesses require more robust features, better support,...