Google BigQuery boiler plate code
Project description
BigQuery 101
A small, opinionated convenience layer over Google BigQuery that cuts the boilerplate out of the common tasks: run a query into a polars DataFrame, and load a DataFrame back into a table. Data transfer uses Arrow/Parquet under the hood.
Install
uv add bigquery101
# or
pip install bigquery101
Requires Python ≥ 3.12.
Authentication
get_bigquery_client(project_id) creates a client using whatever credentials
are available:
- If
GOOGLE_APPLICATION_CREDENTIALSpoints at a service-account JSON file, that file is used. - Otherwise Application Default Credentials
are used (e.g. after
gcloud auth application-default login).
Usage
Query into a DataFrame
import bigquery101
client = bigquery101.get_bigquery_client('my-project')
df = bigquery101.query_df('select 1 as a, 2 as b', client) # polars.DataFrame
arrow = bigquery101.get_bigquery_result('select 1 as a', client) # pyarrow.Table
Context manager
CTX carries the client and closes it on exit:
with bigquery101.CTX('my-project') as bq:
df = bq.query_df('select 1 as a')
bq.dataframe_to_table(df, 'my_dataset', 'my_table')
Load a DataFrame into a table
bigquery101.dataframe_to_table(
df,
dataset_id='my_dataset',
table_id='my_table',
client=client,
write_disposition='append', # 'append' (default) | 'truncate' | 'empty'
wait=True, # block until the load finishes
)
write_dispositioncontrols existing data.'append'(the default) adds rows,'truncate'replaces all existing rows, and'empty'fails if the table is not empty. Truncation is opt-in — the default never destroys data.
Pass wait=False to get the running job back without blocking.
Append one table onto another
bigquery101.append_table(
source_table_ref='my-project.my_dataset.source',
dest_dataset='my_dataset',
dest_table='dest',
client=client,
safe=True, # create the destination if it doesn't exist
)
Source and destination schemas must be compatible (insert ... select *).
Testing without BigQuery
The query/load helpers are typed against the BigQueryClient
Protocol
rather than the concrete google.cloud.bigquery.Client. A real client satisfies
the protocol structurally, so you can pass a lightweight fake in tests — no
mocking required. See tests/test_unit.py for the pattern.
uv run pytest -m "not integration" # fast, hermetic unit tests
uv run pytest -m integration # hits real BigQuery; needs GCP_PROJECT
Integration tests are skipped unless GCP_PROJECT is set.
License
MIT — see LICENSE.
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