Airflow operators for PostgreSQL <-> CSV file transfers using COPY
Project description
airflow-postgres-csv
Airflow operators for bulk PostgreSQL <-> CSV transfers using COPY. Supports Airflow 2.9+ and Airflow 3.
Operators
PostgresToCsvOperator- Run a SQL query and export results to a CSV fileCsvToPostgresOperator- Load a CSV file into a PostgreSQL table
Both use PostgreSQL's COPY command for maximum throughput.
Installation
pip install airflow-postgres-csv
Usage
from airflow_postgres_csv import PostgresToCsvOperator, CsvToPostgresOperator
# Export query results to CSV
export_task = PostgresToCsvOperator(
task_id="export_users",
conn_id="my_postgres",
sql="SELECT * FROM users WHERE active = %(active)s",
parameters={"active": True},
csv_file_path="/tmp/users.csv",
)
# Load CSV into a table (with truncate)
import_task = CsvToPostgresOperator(
task_id="import_users",
conn_id="my_postgres",
table_name="staging.users",
csv_file_path="/tmp/users.csv",
truncate=True,
)
SQL from file
The sql parameter supports multiple formats:
# Inline SQL
PostgresToCsvOperator(sql="SELECT * FROM users", ...)
# Relative path (loaded by Airflow from DAG folder or template_searchpath)
PostgresToCsvOperator(sql="sql/export_users.sql", ...)
# Absolute path (loaded directly)
PostgresToCsvOperator(sql="/opt/airflow/sql/export_users.sql", ...)
Gzip compression
Both operators support gzip compression for large files:
# Export to gzip
PostgresToCsvOperator(
sql="SELECT * FROM large_table",
csv_file_path="/tmp/data.csv.gz",
compression="gzip",
...
)
# Import from gzip
CsvToPostgresOperator(
csv_file_path="/tmp/data.csv.gz",
compression="gzip",
...
)
Parameters
PostgresToCsvOperator
| Parameter | Description | Default |
|---|---|---|
conn_id |
Airflow Postgres connection ID | required |
csv_file_path |
Output file path (templated) | required |
sql |
SQL query string, or path to .sql file |
required |
parameters |
Dict passed to cursor.mogrify |
{} |
has_header |
Include CSV header row | True |
compression |
Compression format ("gzip" or None) |
None |
timeout |
Query timeout in minutes | 60 |
count_lines |
Count and log the number of lines in the CSV after writing | True |
CsvToPostgresOperator
| Parameter | Description | Default |
|---|---|---|
conn_id |
Airflow Postgres connection ID | required |
table_name |
Target table (templated, supports schema.table) |
required |
csv_file_path |
Input file path (templated) | required |
columns |
Explicit column list | None |
has_header |
CSV has header row | True |
truncate |
Truncate table before loading | False |
compression |
Compression format ("gzip" or None) |
None |
delimiter |
CSV delimiter | "," |
quote_char |
CSV quote character | '"' |
null_string |
String representing NULL | "" |
timeout |
Query timeout in minutes | 60 |
count_lines |
Count and log the number of lines in the CSV before loading | True |
Development
Running tests
Tests can be run against both supported Airflow versions using tox:
pip install tox
tox -e airflow2 # test against Airflow 2.x
tox -e airflow3 # test against Airflow 3.x
tox # run both
Each environment installs the correct Airflow and provider versions automatically — no manual dependency management needed.
Requirements
| Airflow 2 | Airflow 3 | |
|---|---|---|
apache-airflow |
>=2.9, <3.0 |
>=3.0 |
apache-airflow-providers-postgres |
>=5.0, <6.0 |
>=6.0 |
| Python | 3.10 – 3.12 | 3.10 – 3.12 |
License
MIT
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