Arab Open Data

When To Use

Use this skill for open-data work in Arab/MENA contexts, especially when the prompt includes: open data, CKAN, Socrata, SPARQL, data portal, government datasets.

When Not To Use

• Do not assume data is current or licensed for commercial use.
• Do not scrape private portals.

Required Inputs

• Country or market.
• Target vendor, if already selected.
• Desired workflow: vendor selection, implementation, review/debugging, launch readiness, or source research.
• Sandbox vs production state.
• Whether live customer, payment, tax, identity, bank, or payroll data is involved.