These tools also support real-time

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filtering, aggregation, and enrichment of data in a highly efficient manner. Real-Time Data Integration and Data Syncing Integrating and synchronizing data in real-time between systems and platforms is a challenging yet essential part of the process. As applications and businesses become increasingly interconnected, ensuring that data is updated and synchronized across different platforms becomes a critical task. Change Data Capture (CDC): Change Data Capture is a technique used to identify and capture changes in a data source in real-time.


It enables efficient real-time synchronization between databases belize whatsapp number data without the need to perform full data scans. Tools like Debezium or Apache Kafka Connect help with capturing changes from source systems like relational databases, enabling those changes to be streamed in real-time to other systems or applications. Real-Time Data Replication: Data replication refers to the process of copying and synchronizing data between different databases or data systems. In real-time data updates, replication ensures that all systems in the architecture have the most current version of the data.



Real-time data replication tools, such as Oracle GoldenGate, can be used to continuously replicate data from one database to another with minimal delay, ensuring that all applications are working with the latest information. Bi-Directional Data Syncing: For systems where data is being updated in multiple places, bi-directional data syncing is necessary to ensure that changes in one system reflect immediately in another. For example, customer information might be updated in a CRM system and then reflected in a marketing automation platform or ERP system.