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stryx:data-engineering
When moving data in bulk: a nightly load, a big import, doubled totals after a rerun.
/stryx:data-engineeringInside its piece: 10 specks, one for each file on its shelf. Its sixteen group-mates glow on the open book behind it. The light splits toward teal, the band of Web and data.
In numbers
counted 2026-10-12 in the installed set- 8reference files
- 10files in the skill
- 134KB on disk
- 3chapters
Use it when
in the skill’s own wordsWhen moving or shaping data in bulk
- building or fixing a data pipeline
- an ETL or ELT job
- a nightly load
- a bulk import or data migration of POS
- Excel or CSV exports into SQLite or a reporting database
- totals doubled after a rerun
- duplicate rows
- a job that died halfway or never ran
- a late or corrected file
- a vendor column rename that loaded NULLs
- a pandas script that is slow or hits MemoryError
- Converting CSV to Parquet
- choosing CSV
- JSON lines or Parquet
- DuckDB
- polars or pandas
- batch or streaming
- whether Spark is needed
Not for
another skill does it- Python itself→ stryx:python
- Getting data off websites→ stryx:scraping
- Embeddings→ stryx:rag
- Server databases→ stryx:databases
- SQLite or sql.js schema work→ the stryx:database-expert agent
- Parsing one value or format→ the stryx:regex-and-parser agent
- An app's Excel and PDF exports→ the stryx:excel-pdf agent
What it covers
6 parts- incremental loads
- backfills
- idempotent jobs
- data quality checks
- schema contracts
- Task Scheduler jobs and summary tables
Inside the book
3 chapters, by title only- Core procedure
- Report shape
- Quick reference: facts that are easy to get wrong
Works with
the skills it names most- stryx:ai-power→When you are not sure which skill fits, or you say "load aipower": it is the map of all skills.
- stryx:databases→When working on a server database such as PostgreSQL: slow queries, schema changes, backups.
- stryx:python→When writing or fixing Python 3.11 or newer: types, async code, packaging, pytest.
- stryx:rag→When an app must search its own documents and answer from them.
- stryx:scraping→When data must be pulled off websites, or a scraper comes back empty or blocked.
- stryx:apps-script→When automating Google Sheets with Apps Script: menus, triggers, custom functions, emails.
Claude loads it by itself when the moment comes; by hand, type the line at the top. It comes with the whole set: Installs all 94 skills, 32 agents and the brain program as one set. The skill’s own text is private source and is not shown here.