A Python library for upserting data into postgres.
Project description
pg_upsert
pg_upsert is a Python package that provides a method to interactively update and insert (upsert) rows of a base table or base tables from the staging table(s) of the same name. The package is designed to work exclusively with PostgreSQL databases.
The program will perform initial table checks in the form of not-null, primary key, foreign key, and check constraint checks. If any of these checks fail, the program will exit with an error message. If all checks pass, the program will display the number of rows to be inserted and updated, and ask for confirmation before proceeding (when the interactive
flag is set to True
). If the user confirms, the program will perform the upserts and display the number of rows inserted and updated. If the user does not confirm, the program will exit without performing any upserts.
Credits
This project was created using inspiration from ExecSQL and the example script pg_upsert.sql
. The goal of this project is to provide a Python implementation of pg_upsert.sql
without the need for ExecSQL.
Usage
Python
import logging
from pg_upsert import PgUpsert
logger = logging.getLogger("pg_upsert")
logger.setLevel(logging.INFO)
logger.addHandler(logging.StreamHandler())
# Run PgUpsert using a URI
PgUpsert(
uri="postgresql://user@localhost:5432/database", # Note the missing password. pg_upsert will prompt for the password.
encoding="utf-8",
tables=("genres", "books", "authors", "book_authors"),
stg_schema="staging",
base_schema="public",
do_commit=True,
upsert_method="upsert",
interactive=True,
exclude_cols=("rev_user", "rev_time", "created_at", "updated_at"),
exclude_null_check_cols=("rev_user", "rev_time", "created_at", "updated_at", "alias"),
).run()
# Run PgUpsert using an existing connection
conn = psycopg2.connect(
host="localhost",
port=5432,
dbname="database",
user="user",
password="password",
)
PgUpsert(
conn=conn,
encoding="utf-8",
tables=("genres", "books", "authors", "book_authors"),
stg_schema="staging",
base_schema="public",
do_commit=True,
upsert_method="upsert",
interactive=True,
exclude_cols=("rev_user", "rev_time", "created_at", "updated_at"),
exclude_null_check_cols=("rev_user", "rev_time", "created_at", "updated_at", "alias"),
).run()
CLI
pg_upsert
can be run from the command line. There are two key ways to run pg_upsert
from the command line: using a configuration file or using command line arguments.
Command Line Arguments
Running pg_upsert --help
will display the following help message:
usage: pg_upsert [--help] [--version] [--debug] [--docs] [-q] [-l LOGFILE] [-e EXCLUDE] [-n NULL] [-c] [-i] [-m {upsert,update,insert}] [-h HOST] [-p PORT] [-d DATABASE] [-u USER] [-s STG_SCHEMA] [-b BASE_SCHEMA]
[--encoding ENCODING] [-f CONFIG_FILE] [-t TABLE [TABLE ...]]
Run not-NULL, Primary Key, Foreign Key, and Check Constraint checks on staging tables then update and insert (upsert) data from staging tables to base tables.
options:
--help show this help message and exit
--version show program's version number and exit
--debug display debug output
--docs open the documentation in a web browser
-q, --quiet suppress all console output
-l LOGFILE, --logfile LOGFILE
write log to LOGFILE
-e EXCLUDE, --exclude-columns EXCLUDE
comma-separated list of columns to exclude from null checks
-n NULL, --null-columns NULL
comma-separated list of columns to exclude from null checks
-c, --commit commit changes to database
-i, --interactive display interactive GUI of important table information
-m {upsert,update,insert}, --upsert-method {upsert,update,insert}
method to use for upsert
-h HOST, --host HOST database host
-p PORT, --port PORT database port
-d DATABASE, --database DATABASE
database name
-u USER, --user USER database user
-s STG_SCHEMA, --staging-schema STG_SCHEMA
staging schema name
-b BASE_SCHEMA, --base-schema BASE_SCHEMA
base schema name
--encoding ENCODING encoding of the database
-f CONFIG_FILE, --config-file CONFIG_FILE
path to configuration yaml file
-t TABLE [TABLE ...], --table TABLE [TABLE ...]
table name(s)
Configuration File
To use a configuration file, create a YAML file with the format below. This example is also provided in the pg_upsert.example.yaml file. The configuration file can be passed to pg_upsert
using the -f
or --config-file
flag.
debug: false
quiet: false
commit: false
interactive: false
upsert_method: "upsert"
logfile: "pg_upsert.log"
host: "localhost"
port: 5432
user: "postgres"
database: "postgres"
staging_schema: "staging"
base_schema: "public"
encoding: "utf-8"
table:
- "authors"
- "publishers"
- "books"
- "book_authors"
- "genres"
exclude_columns:
- "alias"
- "rev_time"
- "rev_user"
null_columns:
- "alias"
- "created_at"
- "updated_at"
Then, run pg_upsert -f pg_upsert.yaml
.
If the user specifies a configuration file and command line arguments, the configuration file will override any command line arguments specified.
Docker
docker pull ghcr.io/geocoug/pg_upsert:latest
Once the image is pulled, you can run the image using either of the cli options. Below is an example:
docker run -it --rm ghcr.io/geocoug/pg_upsert:latest -v $(pwd):/app pg_upsert --help
Contributing
- Fork the repository
- Create a new branch (
git checkout -b feature-branch
) - Create a Python virtual environment (
python -m venv .venv
) - Activate the virtual environment (
source .venv/bin/activate
) - Install dependencies (
pip install -r requirements.txt
) - Install pre-commit hooks (
python -m pre-commit install --install-hooks
) - Make your changes and run tests (
make test
) - Push your changes to the branch (
git push origin feature-branch
) - Create a pull request
Running Tests Locally
Running tests locally requires a PostgreSQL database. The easiest way to set up a PostgreSQL database is to use Docker. The following command will create a PostgreSQL database called dev
with the user docker
and password docker
.
docker run --name postgres -e POSTGRES_USER=docker -e POSTGRES_PASSWORD=docker -e POSTGRES_DB=dev -p 5432:5432 -d postgres
Once initialized, import the test data by running the following command.
docker exec -i postgres psql -U docker -d dev < tests/data.sql
Create a .env
file in the root directory with the following content, modifying the values as needed.
POSTGRES_HOST=localhost
POSTGRES_PORT=5432
POSTGRES_DB=dev
POSTGRES_USER=docker
POSTGRES_PASSWORD=docker
Now you can run the tests using make test
.
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