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Enhanced PreQL for common ETL needs.

Project description

Simple Data Pipelines

Combine the simplicity and guarantees of Preql with the power of open source ETL.

Compile your models to ETL scripts to run on demand through the modern data stack. Rebuild on demand.

Currently supported backends:

  • DBT

Flags

--optimize=X - Any CTE used at least X times in calculating final model outputs will be materialized for reuse.

Install

pip install pypreqlt

How to run

Copy example_file contents into models\example for the "jaffle_project" DBT starter

python preqlt/scripts/main.py C:\Users\ethan\coding_projects\pypreql-etl\jaffle_shop\models\example\customer.preql C:\Users\ethan\coding_projects\pypreql-etl\jaffle_shop bigquery
17:12:37  Running with dbt=1.7.4
17:12:38  Registered adapter: bigquery=1.7.2
17:12:38  Found 4 models, 4 tests, 0 sources, 0 exposures, 0 metrics, 447 macros, 0 groups, 0 semantic models
17:12:38
17:12:40  Concurrency: 4 threads (target='dev')
17:12:40
17:12:41  1 of 4 START sql view model dbt_test.customers ................................. [RUN]
17:12:41  2 of 4 START sql table model dbt_test.customers_preql_preqlt_gen_model ......... [RUN]
17:12:41  3 of 4 START sql table model dbt_test.my_first_dbt_model ....................... [RUN]
17:12:42  1 of 4 OK created sql view model dbt_test.customers ............................ [CREATE VIEW (0 processed) in 1.09s]
17:12:43  3 of 4 OK created sql table model dbt_test.my_first_dbt_model .................. [CREATE TABLE (2.0 rows, 0 processed) in 2.78s]
17:12:43  4 of 4 START sql view model dbt_test.my_second_dbt_model ....................... [RUN]
17:12:44  2 of 4 OK created sql table model dbt_test.customers_preql_preqlt_gen_model .... [CREATE TABLE (100.0 rows, 4.3 KiB processed) in 3.55s]
17:12:44  4 of 4 OK created sql view model dbt_test.my_second_dbt_model .................. [CREATE VIEW (0 processed) in 1.10s]
17:12:44
17:12:44  Finished running 2 view models, 2 table models in 0 hours 0 minutes and 6.37 seconds (6.37s).
17:12:45  
17:12:45  Completed successfully
17:12:45
17:12:45  Done. PASS=4 WARN=0 ERROR=0 SKIP=0 TOTAL=4
customers: success
my_first_dbt_model: success
customers_preql_preqlt_gen_model: success
my_second_dbt_model: success

From IO

Write-Output """constant x <-5; persist into static as static select x;""" | python preqlt/scripts/main.py C:\Users\ethan\coding_projects\pypreql-etl\jaffle_shop bigquery

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