GitHub user jianlirong added a comment to the discussion: PAX Storage: 
Questions for PAX developers

@edespino , thank you very much for your efforts. This is truly outstanding 
work. However, I would like to offer a suggestion, considering one of your 
points about AO tables mentioned above. The tests above focus on query 
scenarios. I suggest adding test scenarios for data loading, updates, and 
deletion operations. Based on feedback from some customers, they face a dilemma 
when choosing between AO tables and AOCS tables: For scenarios requiring 
high-speed data ingestion (not bulk one-time loading, but continuous batch 
loading, such as loading once per second with 100,000 records each time), like 
in telecommunications or IoT, if they choose AOCS tables, the ingestion speed 
cannot keep up with the data generation rate, but it can meet subsequent query 
performance requirements; if they choose AO tables, the ingestion speed can be 
satisfied, but the subsequent query performance is relatively poor. According 
to previous community discussions, in addition to the PAX advantages you 
mentione
 d, another very important design goal of PAX tables is to achieve the 
ingestion speed of AO tables and the query speed of AOCS tables.

GitHub link: 
https://github.com/apache/cloudberry/discussions/1421#discussioncomment-14825494

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