Google Looker provides a LookML-based semantic layer that defines metrics once and applies them across all downstream analysis, optimised for data engineering teams on Google Cloud.
| Pricing from | Custom enterprise pricing |
| Best for | Data engineering-heavy organisations on Google Cloud or BigQuery needing code-first semantic layer and metric governance |
| Website | looker.com |
Strengths and trade-offs
- LookML semantic layer enforces metric consistency and governance at the query layer
- Deep BigQuery integration with native support for real-time and streaming queries
- Code-first approach requires SQL and LookML expertise, limiting self-serve adoption
- Enterprise licensing can be expensive relative to functional alternatives
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