Spark: support Delta 4.0 and cover it with tests on Spark 4.0.#3877@pawel-big-lebowski Fix failing tests for Spark 4.0. Make delta integration tests pass with Delta 4.0 on Spark 4.
Spark: Add memory info to debug facet.#3914@pawel-big-lebowski Extend DebugFacet with additional information on Spark's driver memory configuration and current memory usage.
Spark: Add new AlterTableCommandDatasetBuilder for Spark 4.0.#3921@pawel-big-lebowski Add support for AlterTableCommand dataset building in Spark 4.0.
dbt: Add query IDs for dbt.#3890@jroachgolf84 Add query ID tracking to dbt integration.
dbt: Add query ID capture in structured logs.#3918@mobuchowski Capture query IDs from dbt structured logs for better traceability.
Python: Formalize dataset naming for Python client.#3816@ddebowczyk92 Formalize dataset naming conventions in Python client implementation.
Spark: Close OpenLineageClient in onApplicationEnd.#3851@dolfinus Ensure proper cleanup of OpenLineageClient when Spark application ends.
Python: Do not use f-strings with logging module.#3895@mobuchowski Replace f-string usage in logging calls with proper logging formatting.
Python: Update protobuf version to be compatible with newer libraries.#3899@mobuchowski Update protobuf dependency to maintain compatibility with newer library versions.
Spark: retry exception on empty row.#3908@pawel-big-lebowski Add retry logic for handling empty row exceptions.
Spark: fix Spark version for databricks test.#3911@pawel-big-lebowski Fix Spark version configuration in Databricks test environment.
Flink: Fix connector of type kafka-upsert not identifying kafka topics correctly.#3915@fetta Fix kafka-upsert connector to properly identify kafka topics.
Airflow: Fail fast and reduce timeout for airflow tests.#3905@kacpermuda Improve test performance by implementing fail-fast behavior and reduced timeouts.
dbt: more telemetry, fix quadratic file reading.#3916@mobuchowski Improve telemetry collection and fix performance issues with file reading.
dbt: Fix dbt version.#3894@mobuchowski Fix dbt version compatibility issues.
Python: Fix filenames for windows users.#3889@pawel-big-lebowski Fix filename handling to work correctly on Windows systems.
Transport: Adjust log level when aliasing default_http transport.#3897@dolfinus Adjust logging level for transport aliasing messages.
Build: Improve comments and add some tests.#3901@kacpermuda Improve code documentation and add additional test coverage.