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Since YugabyteDB is a Postgres based implementation, will Postgres large objects( https://www.postgresql.org/docs/9.2/largeobjects.html) work in YSQL?

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YugabyteDB currently supports BYTEA same as Postgresql. But doesn't have support for Large Objects like Postgresql (splitting the blob internally into chunks). There is a feature request issue on github for large object support.

dh YB
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