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Early version of a proper file-driven pipeline with 2 example queries
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# rum-insights-data | ||
Queries and data for RUM insights | ||
# RUM Insights | ||
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Queries and data from the RUM Archive for use in RUM Insights visualizations. | ||
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To get started, look at `/docs` and look at `pipeline.js` (note: this needs manual steps to setup proper BigQuery API credentials that are currently undocumented). | ||
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For now, the idea is to use the data in `/data-output` directly as consumable "API endpoints" for use in RUM Insights visualizations. |
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# RUM Insights data pipeline | ||
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The raw RUM Archive data is published in Google BigQuery. | ||
To generate the RUM Insights visualizations, we don't want to constantly query that live for every user though. | ||
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This repository contains queries and scripts to create a "cached" version of the needed data that is stored separately (currently just on github) and can be accessed by the visualizations as a ready-to-use JSON file. | ||
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This process contains several steps which are detailed below: | ||
1. Figure out which queries to run. | ||
2. Run the queries through BigQuery to get the full raw results. Store these in a cache. | ||
3. Process the raw results into a more easy-to-use output format for the RUM Insights visualizations. | ||
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## 1. Determine queries | ||
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We have several queries to run, typically 1 per visualization (though some can share query outputs). | ||
Some queries need the full temporal range since the RUM Archive start, while others only need the latest data (last available month). | ||
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The queries are stored as JSONL in `/queries` and contain a combination of the raw SQL commands (together with some placeholder text of the form `{{TO_BE_REPLACED}}` for certain variables (typically date ranges)) and some query metadata (e.g., serializable (file)name, type of query, description, enabled/disabled, etc.). | ||
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``` | ||
Note: the we use a non-standard JSON variant `.jsonl` that allows newlines in strings to make the SQL queries more readable. We work around this by removing newlines from the read files before passing them to the JSON parser. | ||
``` | ||
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TODO: discuss looking at cached previous results and only run queries for newer data | ||
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## 2. Run BigQuery | ||
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TODO: note that this repo does not contain full instructions on how to setup the bigquery API credentials etc. Currently this is being done periodically and manually on a local PC. | ||
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## 3. Transform results | ||
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TODO: discuss that one goal is to get output format similar to HTTPArchive so we can more easily compare data across the datasets in the same visualizations | ||
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