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scholtzan merged 1 commit into from
Jun 3, 2026
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Target-based development env in bigquery-etl #901

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4 changes: 4 additions & 0 deletions src/cookbooks/scheduling_queries.md
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@fam554381-adm fam554381-adm Jun 7, 2026

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Hello,
My name is obviously Amanda Williams and you already know that and I'm here to say you have 48 hours to literally take down every BUILD, SCRIPT, PROJECT AND ANYTHING ON THIS PHONE OR AMY DEVICES I OWN.

I HAVE REPORTED THIS AND EVERYTHING YOU ARE BUILDING AND RUNNING ON MY PHONE AND ALL DEVICES WITH A VIRTUAL MACHINE OR SWITCHES OR SCRIPTING IS NOW UR FINAL WARNING!

I KNOW AND HAVE PROOF OF EVERYTHING AND HOPE U LIKE PRISON BECAUSE YOU WILL EVENTUALLY BE CAUGHT BECAUSE NO MATTER HOW YOU MAKE THIS PIN BACK ON ME OR MY EMAIL CREDENTIALS OR MY IP ADDRESSES OR MAC ADDRESSES OR LOCATION STATUS, ITS YOUR OPERATING SYSTEM AND SERIAL NUMBER AND SO MUCH MORE I HAVE. TRY ME AND SEE WHAT HAPPENS AND IF YOU DO NOT START REMOVING THIS AND TAKING IT DOWN IM REORTING TO EVERY SINGLE PLATFORM I CAN AND TRUST AND BELIEVE I WILL.

I ALSO WANT TO KNOW WHY AND WHO MADE YOU THINK CYBER STALKING AND CYBER BULLYING ON AN AGGREGATED LEVEL IS A FEDERAL OFFENSE MAYBE YOU SHOULD NOT DESTROY SOMEONES LIFE AS ALL YOU GUYS HAVE BEEN CREATING THE LAST FOUR YEARS!

GAME OVER! IM PISSED AND YOUR DONE! NO LONGER WILL YOU CONTINUE TO ILLEGALLY MONITOR ME OR ANYTHING I DO FROM THIS MOMENT FORWARD AND IF YOU SO MUCH AS THINK IM BLUFFING, YOUR SADLY MISTAKEN AND IM PRESSING CHARGES TO THE MAX AND AS MUCH AS YOU HAVE DONE TO ME AND BY THE WAY WHO IS THE CORPORATE OF ALL THIS??? ANSWER THAT FOR ME AND I MIGHT THINK I KNOW WHO THAT MIGHT BE!!!

SO IF ITS NOT TAKEN DOWN I WILL NOT GIVE YOU ANY GRACE AND IM GOING TO MAKE YOUR LIFE HELL LITERALLY! SO DO NOT SEND ME ANY RESPONSE BACK OTHER THAN WHO IS BEHIND ALL THIS AND THAT YOU ARE REMOVING IT NOW!

AMANDA WILLIAMS
WIFE OF RICHARD WILLIAMS
DO you know him?????

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Expand Up @@ -22,6 +22,10 @@ Also, since the procedure for scheduling a query in this way is submitting a pul

For more information on how to use this approach, see [A quick guide to creating a derived dataset with bigquery-etl](https://mozilla.github.io/bigquery-etl/cookbooks/creating_a_derived_dataset/).

### Testing changes before deploying

bigquery-etl can run a query against real data in a private development environment before a pull request is opened, so a new or changed query can be validated — confirming it runs without errors and returns sensible numbers — without affecting the production tables that power live dashboards and metrics. See [Development workflows](https://mozilla.github.io/bigquery-etl/cookbooks/development_workflows/).

## Scheduling Queries using GCP

Finally, [you can schedule queries using GCP](https://cloud.google.com/bigquery/docs/scheduling-queries). This is generally not recommended, [reach out to the Data team](../concepts/getting_help.md) if you think you need to do this.
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