Airbyte

Under the Hood

- Chore(deps): Bump CDK, nltk, and python-ulid to latest aaronsteers (537)
- Chore(deps): Bump pypa/gh-action-pypi-publish from 1.11.0 to 1.12.2 dependabot (448)
- Chore(deps): Bump snowflake-connector-python from 3.12.2 to 3.12.3 in the pip group dependabot (437)
- Chore(deps): Bump duckdb-engine from 0.13.3 to 0.13.4 dependabot (434)
- Chore(deps): Bump rich from 13.9.2 to 13.9.4 dependabot (438)
- Chore(deps): Bump pypa/gh-action-pypi-publish from 1.10.3 to 1.11.0 dependabot (439)
- Chore(deps): Bump sqlalchemy-bigquery from 1.11.0 to 1.12.0 dependabot (435)

New Features ✨

- Adds ["Config Write-Back"](https://airbytehq.github.io/PyAirbyte/airbyte/callbacks.html) feature via the new `config_change_callback` option in `get_source()` and `get_destination()` (#440) - **_Thanks, tcboles!_**

✨ New Features

- Introducing [`AIRBYTE_OFFLINE_MODE`](https://airbytehq.github.io/PyAirbyte/airbyte/constants.html#AIRBYTE_OFFLINE_MODE) for air-gapped environments (432) - _**Thanks, niyasrad!**_

✨ New Features

- Add experimental CLI `sync` command (417)
- Add support for Snowflake's travel time feature (414) - **_Thanks, yohannj!_**

🐛 Fixes

- Skip latest `sqlalchemy` release, resolving conflict with `duckdb_engine` (429) - **_Thanks, guenp!_**

⚙️ Under the Hood

- Code cleanup: Remove imports only used in `TYPE_CHECKING` clauses (421) - **_Thanks, jx2lee!_**

✨ New Features

- Add `pip_url` arg support in CLI `validate` command (416)

✨ New Features

- Add new experimental PyAirbyte CLI for connector validation and benchmarking. Run `pyairbyte --help` or `pyab --help` for more info. (411, 415)
- Add helper functions for testing and performance benchmarking: **[get_noop_destination()](https://airbytehq.github.io/PyAirbyte/airbyte/destinations.html#get_noop_destination)** and **[get_benchmark_source()](https://airbytehq.github.io/PyAirbyte/airbyte/sources.html#get_benchmark_source)** (411)
- Add new **[execute_sql()](https://airbytehq.github.io/PyAirbyte/airbyte/caches.html#CacheBase.execute_sql)** method on caches (407)
- Add DuckDB WAL cleanup step to explicitly flush the WAL log after successful `read()` operations (407)