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...

Introduction In an era where 74% of companies struggle to achieve and scale AI value despite widespread adoption of integration tools, a fundamental disconnect has emerged between enterprise data infrastructure...

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,...

While Striim offers enterprise-grade streaming data integration, many organizations seek alternatives with clearer pricing, faster onboarding, or broader capabilities. The data integration market is projected to reach $33.24B by 2030...

Organizations evaluating modern data integration stacks are exploring Apache NiFi alternatives as the data integration market is projected to reach $30.27 billion by 2030 . NiFi’s powerful flow-based routing is...

Google Cloud Data Fusion, built on the open-source CDAP framework, provides a managed, visual approach to pipeline development inside the GCP ecosystem. For many teams, however, the combination of service...