Max Gekk created SPARK-57808:
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             Summary: Document the microsecond-only limitation of typed 
encoders and UDFs for nanosecond timestamps
                 Key: SPARK-57808
                 URL: https://issues.apache.org/jira/browse/SPARK-57808
             Project: Spark
          Issue Type: Sub-task
          Components: Documentation
    Affects Versions: 4.3.0
            Reporter: Max Gekk


This sub-task is part of the umbrella SPARK-56822 (timestamps with nanosecond 
precision).

h2. Decision
Document only, not implement (per review).

h2. Problem
Typed Dataset encoders bind {{java.time}} to microsecond SQL types: 
{{ScalaReflection}} / {{JavaTypeInference}} and {{Encoders.INSTANT}} / 
{{Encoders.LOCALDATETIME}} map to {{TimestampType}} / {{TimestampNTZType}} 
(ScalaReflection.scala ~L331-332, JavaTypeInference.scala ~L99-101). As a 
result:
* {{ds.as[CaseClassWithInstant]}} and schema-less 
{{createDataFrame(Seq(instant))}} do not preserve nanoseconds;
* typed Scala/Java UDFs ({{udf((i: Instant) => ...)}}) coerce nanosecond inputs 
to microsecond at the UDF boundary;
* Kryo encoders bypass the SQL type system entirely.
Nanosecond precision is available only via the schema-driven {{Row}} / 
{{Encoders.row(schema)}} path (SPARK-57033).

h2. Goal
Document these as known limitations and describe the schema-driven workaround. 
No encoder/UDF code changes.

h2. Scope
Docs only (nanosecond-timestamp type reference / known limitations), 
cross-linked with the migration guide and the SparkR non-support note 
(SPARK-57807).

h2. Acceptance criteria
* Docs state the typed-encoder / {{ds.as[T]}} / typed-UDF microsecond-only 
behavior and how to retain nanoseconds via schema-driven APIs.

h2. Testing
Docs only.

h2. Dependencies
None (documentation only). Cross-links SPARK-57807 (SparkR non-support) and the 
nanosecond-timestamp docs/migration sub-task.




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