What enables the delta buffer technique to speed up both reads and inserts in SAP HANA?

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The delta buffer technique in SAP HANA is designed to enhance the performance of data reads and inserts by leveraging the unique characteristics of both row-based and column-based storage. This approach facilitates efficient data handling where inserts are performed quickly due to the delta buffer being a highly optimized, in-memory structure that captures the latest changes.

With row-based tables, each row is stored together, which allows for quick access to complete records and is beneficial for high-frequency insert operations. On the other hand, column-based tables excel in read operations since they only retrieve the necessary columns, leading to reduced I/O and increased speed for analytical queries.

By utilizing both types of tables, SAP HANA can optimize various workloads—transactional processing benefits from the row-based structure for rapid inserts, while analytical processing gains from the efficient column-based structure. This combination maximizes performance and minimizes latency for both reads and writes, making the delta buffer technique highly effective in a hybrid model where different data storage types are used strategically. This adaptability and optimization are key reasons why the correct response highlights the usage of both row-based and column-based tables.

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